From d710fab8eebc8332bb35e5a725cf81c20cb52ce1 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Wed, 30 Sep 2026 21:46:05 -0700
Subject: [PATCH 01/20] Renames and Bug fixes (#50643)

* add allow preview on evaluators builder

* renames and int to long type update

* fix skills serialization bug

* update beta client javadoc

* stop emitting eval level

* fix spotless
---
 sdk/ai/azure-ai-projects/CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index e6b961771db14..7fc0c129dab78 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -8,6 +8,8 @@
 
 ### Bugs Fixed
 
+- Fixed skill file uploads to omit an unset `default` flag instead of sending the literal text `null`.
+
 ### Other Changes
 
 ## 2.7.0 (2026-10-06)

From 427d259bface5d87813de6ba8508cc226333ab41 Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Thu, 1 Oct 2026 20:06:49 -0700
Subject: [PATCH 02/20] regen sync tsp

---
 .../models/DataGenerationJobResult.java       | 25 +++++++++----------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
index 8753e3753dbf8..6de4d4c2067fb 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
@@ -33,11 +33,11 @@ public final class DataGenerationJobResult implements JsonSerializable<DataGener
     /**
      * Creates an instance of DataGenerationJobResult class.
      *
-     * @param generatedSampleCount the generatedSampleCount value to set.
+     * @param generatedSamples the generatedSamples value to set.
      */
     @Generated
-    private DataGenerationJobResult(int generatedSampleCount) {
-        this.generatedSampleCount = generatedSampleCount;
+    private DataGenerationJobResult(int generatedSamples) {
+        this.generatedSamples = generatedSamples;
     }
 
     /**
@@ -67,7 +67,7 @@ public DataGenerationTokenUsage getTokenUsage() {
     @Override
     public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStartObject();
-        jsonWriter.writeIntField("generated_samples", this.generatedSampleCount);
+        jsonWriter.writeIntField("generated_samples", this.generatedSamples);
         jsonWriter.writeArrayField("outputs", this.outputs, (writer, element) -> writer.writeJson(element));
         jsonWriter.writeJsonField("token_usage", this.tokenUsage);
         return jsonWriter.writeEndObject();
@@ -85,14 +85,14 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
     @Generated
     public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
-            int generatedSampleCount = 0;
+            int generatedSamples = 0;
             List<DataGenerationJobOutput> outputs = null;
             DataGenerationTokenUsage tokenUsage = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
                 if ("generated_samples".equals(fieldName)) {
-                    generatedSampleCount = reader.getInt();
+                    generatedSamples = reader.getInt();
                 } else if ("outputs".equals(fieldName)) {
                     outputs = reader.readArray(reader1 -> DataGenerationJobOutput.fromJson(reader1));
                 } else if ("token_usage".equals(fieldName)) {
@@ -101,8 +101,7 @@ public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOE
                     reader.skipChildren();
                 }
             }
-            DataGenerationJobResult deserializedDataGenerationJobResult
-                = new DataGenerationJobResult(generatedSampleCount);
+            DataGenerationJobResult deserializedDataGenerationJobResult = new DataGenerationJobResult(generatedSamples);
             deserializedDataGenerationJobResult.outputs = outputs;
             deserializedDataGenerationJobResult.tokenUsage = tokenUsage;
             return deserializedDataGenerationJobResult;
@@ -113,15 +112,15 @@ public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOE
      * The number of samples actually generated.
      */
     @Generated
-    private final int generatedSampleCount;
+    private final int generatedSamples;
 
     /**
-     * Get the generatedSampleCount property: The number of samples actually generated.
+     * Get the generatedSamples property: The number of samples actually generated.
      *
-     * @return the generatedSampleCount value.
+     * @return the generatedSamples value.
      */
     @Generated
-    public int getGeneratedSampleCount() {
-        return this.generatedSampleCount;
+    public int getGeneratedSamples() {
+        return this.generatedSamples;
     }
 }

From 345cce9b99fc76654dd2ef261bdfeb7f4f27ff64 Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Thu, 1 Oct 2026 20:13:16 -0700
Subject: [PATCH 03/20] Revert "regen sync tsp"

This reverts commit 90a3c64e6b21618f8ba18d48f29d7ffbbdb9d972.
---
 .../models/DataGenerationJobResult.java       | 25 ++++++++++---------
 1 file changed, 13 insertions(+), 12 deletions(-)

diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
index 6de4d4c2067fb..8753e3753dbf8 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/DataGenerationJobResult.java
@@ -33,11 +33,11 @@ public final class DataGenerationJobResult implements JsonSerializable<DataGener
     /**
      * Creates an instance of DataGenerationJobResult class.
      *
-     * @param generatedSamples the generatedSamples value to set.
+     * @param generatedSampleCount the generatedSampleCount value to set.
      */
     @Generated
-    private DataGenerationJobResult(int generatedSamples) {
-        this.generatedSamples = generatedSamples;
+    private DataGenerationJobResult(int generatedSampleCount) {
+        this.generatedSampleCount = generatedSampleCount;
     }
 
     /**
@@ -67,7 +67,7 @@ public DataGenerationTokenUsage getTokenUsage() {
     @Override
     public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStartObject();
-        jsonWriter.writeIntField("generated_samples", this.generatedSamples);
+        jsonWriter.writeIntField("generated_samples", this.generatedSampleCount);
         jsonWriter.writeArrayField("outputs", this.outputs, (writer, element) -> writer.writeJson(element));
         jsonWriter.writeJsonField("token_usage", this.tokenUsage);
         return jsonWriter.writeEndObject();
@@ -85,14 +85,14 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
     @Generated
     public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
-            int generatedSamples = 0;
+            int generatedSampleCount = 0;
             List<DataGenerationJobOutput> outputs = null;
             DataGenerationTokenUsage tokenUsage = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
                 if ("generated_samples".equals(fieldName)) {
-                    generatedSamples = reader.getInt();
+                    generatedSampleCount = reader.getInt();
                 } else if ("outputs".equals(fieldName)) {
                     outputs = reader.readArray(reader1 -> DataGenerationJobOutput.fromJson(reader1));
                 } else if ("token_usage".equals(fieldName)) {
@@ -101,7 +101,8 @@ public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOE
                     reader.skipChildren();
                 }
             }
-            DataGenerationJobResult deserializedDataGenerationJobResult = new DataGenerationJobResult(generatedSamples);
+            DataGenerationJobResult deserializedDataGenerationJobResult
+                = new DataGenerationJobResult(generatedSampleCount);
             deserializedDataGenerationJobResult.outputs = outputs;
             deserializedDataGenerationJobResult.tokenUsage = tokenUsage;
             return deserializedDataGenerationJobResult;
@@ -112,15 +113,15 @@ public static DataGenerationJobResult fromJson(JsonReader jsonReader) throws IOE
      * The number of samples actually generated.
      */
     @Generated
-    private final int generatedSamples;
+    private final int generatedSampleCount;
 
     /**
-     * Get the generatedSamples property: The number of samples actually generated.
+     * Get the generatedSampleCount property: The number of samples actually generated.
      *
-     * @return the generatedSamples value.
+     * @return the generatedSampleCount value.
      */
     @Generated
-    public int getGeneratedSamples() {
-        return this.generatedSamples;
+    public int getGeneratedSampleCount() {
+        return this.generatedSampleCount;
     }
 }

From d4ac9828a4aeaa5eb921312797aa54170fb5a22d Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Fri, 2 Oct 2026 16:05:14 -0700
Subject: [PATCH 04/20] Regen from latest spec (#50663)

* initial projects regen

* fix stale refs

* fix agents customizations

* update beta annotations

* add explicit type
---
 sdk/ai/azure-ai-projects/CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index 7fc0c129dab78..b4047cce81822 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -9,6 +9,7 @@
 ### Bugs Fixed
 
 - Fixed skill file uploads to omit an unset `default` flag instead of sending the literal text `null`.
+- Updated preserved data generation deserializers and samples to use the renamed configuration models and evaluator generation inputs.
 
 ### Other Changes
 

From 3dc5b74c3fdf9ee4925f6065ec3eaecadbd6eddf Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Mon, 5 Oct 2026 15:47:57 -0700
Subject: [PATCH 05/20] update changelog

---
 sdk/ai/azure-ai-projects/CHANGELOG.md | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index b4047cce81822..f2f67a8e47455 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -4,12 +4,28 @@
 
 ### Features Added
 
+- Added `EvaluatorsClient` and `EvaluatorsAsyncClient`, built directly through
+  `AIProjectClientBuilder.buildEvaluatorsClient()` and `buildEvaluatorsAsyncClient()`, for generally available
+  evaluator-version management and rubric-generation jobs. Preview evaluator definitions such as
+  `EndpointBasedEvaluatorDefinition` require `allowPreview(true)`. `BetaEvaluatorsClient` and
+  `BetaEvaluatorsAsyncClient` retain preview pending-upload and credential operations.
+- Evaluation data generation graduated to general availability on `DatasetsClient` and `DatasetsAsyncClient`.
+  Added scenario-specific input and result models for evaluation, supervised fine-tuning, and reinforcement
+  fine-tuning. Fine-tuning scenarios remain in preview and require `allowPreview(true)`; their output configurations
+  support merge-file IDs.
+- Added `ConnectionType.OPEN_API` (`OpenAPI`) and `ConnectionType.REMOTE_A2A` (`RemoteA2A`) for listing and identifying
+  OpenAPI and remote agent-to-agent connections.
+- Added `ApiError.getMisalignment()` to expose structured misalignment details using the OpenAI
+  `ErrorObject.Misalignment` model.
+
 ### Breaking Changes
 
 ### Bugs Fixed
 
+- Fixed OpenAI clients built from `AIProjectClientBuilder` to acquire bearer tokens through the Azure HTTP pipeline.
+  Asynchronous clients now use asynchronous token acquisition instead of calling `TokenCredential.getTokenSync(...)`;
+  synchronous clients continue to use synchronous token acquisition.
 - Fixed skill file uploads to omit an unset `default` flag instead of sending the literal text `null`.
-- Updated preserved data generation deserializers and samples to use the renamed configuration models and evaluator generation inputs.
 
 ### Other Changes
 

From 2dc74030cf499c9fcbb36bcf62109da2bd2a6396 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Fri, 9 Oct 2026 14:25:06 -0700
Subject: [PATCH 06/20] Regen from spec 10-09-26 (#50741)

* initial regen

* beta annotations
---
 .../customizations/beta-annotations.csv       |  6 +-
 .../BetaVoiceAgentsTelephonyAsyncClient.java  | 28 ++++----
 .../BetaVoiceAgentsTelephonyClient.java       | 28 ++++----
 .../BetaVoiceAgentsTelephoniesImpl.java       | 72 +++++++++----------
 .../models/FoundryFeaturesOptInKeys.java      |  7 +-
 .../com/azure/ai/agents/models/ApiError.java  | 12 ++--
 ...neExtensibilityTelephonyBindingInput.java} | 39 +++++-----
 .../models/CreateTelephonyBindingInput.java   |  4 +-
 .../models/CreateTelephonyCallJobInput.java   | 14 ++--
 .../com/azure/ai/agents/models/PageOrder.java |  4 +-
 .../agents/models/SessionConfiguration.java   | 19 +++--
 ...msPhoneExtensibilityTelephonyBinding.java} | 34 ++++-----
 ...xtensibilityTelephonyBindingListItem.java} | 38 +++++-----
 .../ai/agents/models/TelephonyBinding.java    |  4 +-
 .../models/TelephonyBindingListItem.java      |  4 +-
 .../ai/agents/models/TelephonyCallJob.java    | 14 ++--
 .../TelephonyCallLifecycleEventSource.java    | 13 ++--
 .../ai/agents/models/TelephonyCallRecord.java |  4 +-
 .../agents/models/TelephonyCallSummary.java   |  4 +-
 .../ai/agents/models/TelephonyProvider.java   | 12 ++--
 .../models/UpdateTelephonyBindingInput.java   | 18 ++---
 .../META-INF/azure-ai-agents_metadata.json    |  2 +-
 sdk/ai/azure-ai-agents/tsp-location.yaml      |  2 +-
 .../models/FoundryFeaturesOptInKeys.java      |  7 +-
 .../azure/ai/projects/models/ApiError.java    | 12 ++--
 .../META-INF/azure-ai-projects_metadata.json  |  2 +-
 sdk/ai/azure-ai-projects/tsp-location.yaml    |  2 +-
 27 files changed, 207 insertions(+), 198 deletions(-)
 rename sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/{CreateTeamsPhoneExtensionTelephonyBindingInput.java => CreateTeamsPhoneExtensibilityTelephonyBindingInput.java} (72%)
 rename sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/{TeamsPhoneExtensionTelephonyBinding.java => TeamsPhoneExtensibilityTelephonyBinding.java} (79%)
 rename sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/{TeamsPhoneExtensionTelephonyBindingListItem.java => TeamsPhoneExtensibilityTelephonyBindingListItem.java} (75%)

diff --git a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
index c59401d8cdb56..4966294530acf 100644
--- a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
+++ b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
@@ -23,7 +23,7 @@ class;com.azure.ai.agents.models.ChatSummaryMemoryItem;Preview API. MemoryStores
 field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview;definition
 field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DigitalWorker=V1Preview;digital_worker_type
 field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DraftAgents=V1Preview;draft
-class;com.azure.ai.agents.models.CreateTeamsPhoneExtensionTelephonyBindingInput;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.CreateTeamsPhoneExtensibilityTelephonyBindingInput;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.CreateTelephonyBindingInput;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.CreateTelephonyCallJobInput;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.CreateTwilioTelephonyBindingInput;Preview API. VoiceAgents=V1Preview;
@@ -190,8 +190,8 @@ class;com.azure.ai.agents.models.SharepointGroundingToolParameters;Preview API.
 class;com.azure.ai.agents.models.SharepointPreviewTool;Preview API. preview_tool;
 class;com.azure.ai.agents.models.SipTelephonyTransferDestination;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.SkillReference;Preview API. Skills=V1Preview;
-class;com.azure.ai.agents.models.TeamsPhoneExtensionTelephonyBinding;Preview API. VoiceAgents=V1Preview;
-class;com.azure.ai.agents.models.TeamsPhoneExtensionTelephonyBindingListItem;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.TeamsPhoneExtensibilityTelephonyBinding;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.TeamsPhoneExtensibilityTelephonyBindingListItem;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.TeamsTelephonyTransferDestination;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.TelephonyBinding;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.TelephonyBindingListItem;Preview API. VoiceAgents=V1Preview;
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyAsyncClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyAsyncClient.java
index ed11e9acb4002..c766d6f1b15a9 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyAsyncClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyAsyncClient.java
@@ -81,7 +81,7 @@ public final class BetaVoiceAgentsTelephonyAsyncClient {
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
      * }
@@ -93,7 +93,7 @@ public final class BetaVoiceAgentsTelephonyAsyncClient {
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -137,7 +137,7 @@ public Mono<Response<BinaryData>> createTelephonyBindingWithResponse(String agen
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -161,7 +161,7 @@ public Mono<Response<BinaryData>> createTelephonyBindingWithResponse(String agen
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -195,7 +195,7 @@ public PagedFlux<BinaryData> listTelephonyBindings(String agentName, RequestOpti
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -254,7 +254,7 @@ public Mono<Response<BinaryData>> getTelephonyBindingWithResponse(String agentNa
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -326,7 +326,7 @@ public Mono<Response<Void>> deleteTelephonyBindingWithResponse(String agentName,
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -355,7 +355,7 @@ public Mono<Response<Void>> deleteTelephonyBindingWithResponse(String agentName,
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -399,7 +399,7 @@ public PagedFlux<BinaryData> listTelephonyCalls(String agentName, RequestOptions
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -440,7 +440,7 @@ public PagedFlux<BinaryData> listTelephonyCalls(String agentName, RequestOptions
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -496,7 +496,7 @@ public Mono<Response<BinaryData>> getTelephonyCallWithResponse(String agentName,
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -537,7 +537,7 @@ public Mono<Response<BinaryData>> getTelephonyCallWithResponse(String agentName,
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -583,7 +583,7 @@ public Mono<Response<BinaryData>> transferTelephonyCallWithResponse(String agent
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -624,7 +624,7 @@ public Mono<Response<BinaryData>> transferTelephonyCallWithResponse(String agent
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyClient.java
index 42bafcfc46341..7007d748afb73 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsTelephonyClient.java
@@ -75,7 +75,7 @@ public final class BetaVoiceAgentsTelephonyClient {
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
      * }
@@ -87,7 +87,7 @@ public final class BetaVoiceAgentsTelephonyClient {
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -130,7 +130,7 @@ public Response<BinaryData> createTelephonyBindingWithResponse(String agentName,
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -154,7 +154,7 @@ public Response<BinaryData> createTelephonyBindingWithResponse(String agentName,
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -188,7 +188,7 @@ public PagedIterable<BinaryData> listTelephonyBindings(String agentName, Request
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -246,7 +246,7 @@ public Response<BinaryData> getTelephonyBindingWithResponse(String agentName, St
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -316,7 +316,7 @@ public Response<Void> deleteTelephonyBindingWithResponse(String agentName, Strin
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -345,7 +345,7 @@ public Response<Void> deleteTelephonyBindingWithResponse(String agentName, Strin
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -389,7 +389,7 @@ public PagedIterable<BinaryData> listTelephonyCalls(String agentName, RequestOpt
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -430,7 +430,7 @@ public PagedIterable<BinaryData> listTelephonyCalls(String agentName, RequestOpt
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -485,7 +485,7 @@ public Response<BinaryData> getTelephonyCallWithResponse(String agentName, Strin
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -526,7 +526,7 @@ public Response<BinaryData> getTelephonyCallWithResponse(String agentName, Strin
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -571,7 +571,7 @@ public Response<BinaryData> transferTelephonyCallWithResponse(String agentName,
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -612,7 +612,7 @@ public Response<BinaryData> transferTelephonyCallWithResponse(String agentName,
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsTelephoniesImpl.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsTelephoniesImpl.java
index 30569d01843bd..ff916b93367d9 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsTelephoniesImpl.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsTelephoniesImpl.java
@@ -418,7 +418,7 @@ Response<BinaryData> cancelTelephonyCallJobSync(@HostParam("endpoint") String en
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
      * }
@@ -430,7 +430,7 @@ Response<BinaryData> cancelTelephonyCallJobSync(@HostParam("endpoint") String en
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -500,7 +500,7 @@ public Mono<Response<BinaryData>> createTelephonyBindingWithResponseAsync(String
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
      * }
@@ -512,7 +512,7 @@ public Mono<Response<BinaryData>> createTelephonyBindingWithResponseAsync(String
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -572,7 +572,7 @@ public Response<BinaryData> createTelephonyBindingWithResponse(String agentName,
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -596,7 +596,7 @@ public Response<BinaryData> createTelephonyBindingWithResponse(String agentName,
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -636,7 +636,7 @@ private Mono<PagedResponse<BinaryData>> listTelephonyBindingsSinglePageAsync(Str
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -660,7 +660,7 @@ private Mono<PagedResponse<BinaryData>> listTelephonyBindingsSinglePageAsync(Str
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -693,7 +693,7 @@ public PagedFlux<BinaryData> listTelephonyBindingsAsync(String agentName, Reques
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -717,7 +717,7 @@ public PagedFlux<BinaryData> listTelephonyBindingsAsync(String agentName, Reques
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -754,7 +754,7 @@ private PagedResponse<BinaryData> listTelephonyBindingsSinglePage(String agentNa
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters bindings by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters bindings by lifecycle status. Allowed values: "active",
      * "suspended".</td></tr>
      * <tr><td>limit</td><td>Integer</td><td>No</td><td>A limit on the number of objects to be returned. Limit can range
@@ -778,7 +778,7 @@ private PagedResponse<BinaryData> listTelephonyBindingsSinglePage(String agentNa
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -811,7 +811,7 @@ public PagedIterable<BinaryData> listTelephonyBindings(String agentName, Request
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -858,7 +858,7 @@ public Mono<Response<BinaryData>> getTelephonyBindingWithResponseAsync(String ag
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -917,7 +917,7 @@ public Response<BinaryData> getTelephonyBindingWithResponse(String agentName, St
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -980,7 +980,7 @@ public Mono<Response<BinaryData>> updateTelephonyBindingWithResponseAsync(String
      * <pre>
      * {@code
      * {
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     id: String (Required)
      *     connection_name: String (Required)
      *     label: String (Optional)
@@ -1074,7 +1074,7 @@ public Response<Void> deleteTelephonyBindingWithResponse(String agentName, Strin
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -1103,7 +1103,7 @@ public Response<Void> deleteTelephonyBindingWithResponse(String agentName, Strin
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1152,7 +1152,7 @@ private Mono<PagedResponse<BinaryData>> listTelephonyCallsSinglePageAsync(String
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -1181,7 +1181,7 @@ private Mono<PagedResponse<BinaryData>> listTelephonyCallsSinglePageAsync(String
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1223,7 +1223,7 @@ public PagedFlux<BinaryData> listTelephonyCallsAsync(String agentName, RequestOp
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -1252,7 +1252,7 @@ public PagedFlux<BinaryData> listTelephonyCallsAsync(String agentName, RequestOp
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1298,7 +1298,7 @@ private PagedResponse<BinaryData> listTelephonyCallsSinglePage(String agentName,
      * <caption>Query Parameters</caption>
      * <tr><th>Name</th><th>Type</th><th>Required</th><th>Description</th></tr>
      * <tr><td>provider</td><td>String</td><td>No</td><td>Filters calls by provider. Allowed values:
-     * "teams_phone_extension", "twilio".</td></tr>
+     * "teams_phone_extensibility", "twilio".</td></tr>
      * <tr><td>status</td><td>String</td><td>No</td><td>Filters calls by lifecycle status. Allowed values:
      * "in_progress", "success", "failed".</td></tr>
      * <tr><td>started_after</td><td>OffsetDateTime</td><td>No</td><td>Includes calls that started at or after this Unix
@@ -1327,7 +1327,7 @@ private PagedResponse<BinaryData> listTelephonyCallsSinglePage(String agentName,
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1370,7 +1370,7 @@ public PagedIterable<BinaryData> listTelephonyCalls(String agentName, RequestOpt
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1411,7 +1411,7 @@ public PagedIterable<BinaryData> listTelephonyCalls(String agentName, RequestOpt
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -1458,7 +1458,7 @@ public Mono<Response<BinaryData>> getTelephonyCallWithResponseAsync(String agent
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1499,7 +1499,7 @@ public Mono<Response<BinaryData>> getTelephonyCallWithResponseAsync(String agent
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -1555,7 +1555,7 @@ public Response<BinaryData> getTelephonyCallWithResponse(String agentName, Strin
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1596,7 +1596,7 @@ public Response<BinaryData> getTelephonyCallWithResponse(String agentName, Strin
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -1654,7 +1654,7 @@ public Mono<Response<BinaryData>> transferTelephonyCallWithResponseAsync(String
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1695,7 +1695,7 @@ public Mono<Response<BinaryData>> transferTelephonyCallWithResponseAsync(String
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -1742,7 +1742,7 @@ public Response<BinaryData> transferTelephonyCallWithResponse(String agentName,
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1783,7 +1783,7 @@ public Response<BinaryData> transferTelephonyCallWithResponse(String agentName,
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
@@ -1828,7 +1828,7 @@ public Mono<Response<BinaryData>> endTelephonyCallWithResponseAsync(String agent
      * {@code
      * {
      *     id: String (Required)
-     *     provider: String(teams_phone_extension/twilio) (Required)
+     *     provider: String(teams_phone_extensibility/twilio) (Required)
      *     provider_call_id: String (Optional)
      *     caller_number: String (Optional)
      *     provider_number: String (Optional)
@@ -1869,7 +1869,7 @@ public Mono<Response<BinaryData>> endTelephonyCallWithResponseAsync(String agent
      *          (Required){
      *             sequence: long (Required)
      *             name: String(telephony.webhook.received/telephony.webhook.validation/telephony.binding.resolve/telephony.provider.answer/telephony.media.connect/telephony.agent_session.connect/telephony.media.first_caller_audio/telephony.media.first_agent_audio/telephony.call.transfer/telephony.call.hangup/telephony.call.disconnect) (Required)
-     *             source: String(gateway/teams_phone_extension/twilio/voice_agent) (Required)
+     *             source: String(gateway/teams_phone_extensibility/twilio/voice_agent) (Required)
      *             outcome: String(observed/started/succeeded/failed/rejected/cancelled) (Required)
      *             observed_at: long (Required)
      *             occurred_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/FoundryFeaturesOptInKeys.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/FoundryFeaturesOptInKeys.java
index 13624be70d8d4..4fd951ebb1b46 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/FoundryFeaturesOptInKeys.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/FoundryFeaturesOptInKeys.java
@@ -61,7 +61,12 @@ public enum FoundryFeaturesOptInKeys {
     /**
      * Enum value ModelRouterControls=V1Preview.
      */
-    MODEL_ROUTER_CONTROLS_V1_PREVIEW("ModelRouterControls=V1Preview");
+    MODEL_ROUTER_CONTROLS_V1_PREVIEW("ModelRouterControls=V1Preview"),
+
+    /**
+     * Enum value FineTuningSessions=V1Preview.
+     */
+    FINETUNING_SESSIONS_V1_PREVIEW("FineTuningSessions=V1Preview");
 
     /**
      * The actual serialized value for a FoundryFeaturesOptInKeys instance.
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ApiError.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ApiError.java
index afe8c89b3afa0..dbe0fcabe10a7 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ApiError.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ApiError.java
@@ -47,19 +47,19 @@ public final class ApiError implements JsonSerializable<ApiError> {
     private String type;
 
     /*
-     * The details property.
+     * Additional errors that contributed to this failure.
      */
     @Generated
     private List<ApiError> details;
 
     /*
-     * The additionalInfo property.
+     * Additional structured information about the failure.
      */
     @Generated
     private Map<String, BinaryData> additionalInfo;
 
     /*
-     * The debugInfo property.
+     * Diagnostic information supplied by the service for troubleshooting.
      */
     @Generated
     private Map<String, BinaryData> debugInfo;
@@ -117,7 +117,7 @@ public String getType() {
     }
 
     /**
-     * Get the details property: The details property.
+     * Get the details property: Additional errors that contributed to this failure.
      *
      * @return the details value.
      */
@@ -127,7 +127,7 @@ public List<ApiError> getDetails() {
     }
 
     /**
-     * Get the additionalInfo property: The additionalInfo property.
+     * Get the additionalInfo property: Additional structured information about the failure.
      *
      * @return the additionalInfo value.
      */
@@ -137,7 +137,7 @@ public Map<String, BinaryData> getAdditionalInfo() {
     }
 
     /**
-     * Get the debugInfo property: The debugInfo property.
+     * Get the debugInfo property: Diagnostic information supplied by the service for troubleshooting.
      *
      * @return the debugInfo value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensionTelephonyBindingInput.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensibilityTelephonyBindingInput.java
similarity index 72%
rename from sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensionTelephonyBindingInput.java
rename to sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensibilityTelephonyBindingInput.java
index 440d0dd5674c3..978a05c0a6678 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensionTelephonyBindingInput.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTeamsPhoneExtensibilityTelephonyBindingInput.java
@@ -12,17 +12,17 @@
 import java.io.IOException;
 
 /**
- * The request to create a Microsoft Teams Phone Extension binding.
+ * The request to create a Microsoft Teams Phone extensibility binding.
  */
 @Fluent
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public final class CreateTeamsPhoneExtensionTelephonyBindingInput extends CreateTelephonyBindingInput {
+public final class CreateTeamsPhoneExtensibilityTelephonyBindingInput extends CreateTelephonyBindingInput {
 
     /*
      * The telephony provider.
      */
     @Generated
-    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
 
     /*
      * The optional display phone number for the Teams resource account.
@@ -37,13 +37,13 @@ public final class CreateTeamsPhoneExtensionTelephonyBindingInput extends Create
     private final String resourceAccountObjectId;
 
     /**
-     * Creates an instance of CreateTeamsPhoneExtensionTelephonyBindingInput class.
+     * Creates an instance of CreateTeamsPhoneExtensibilityTelephonyBindingInput class.
      *
      * @param connectionName the connectionName value to set.
      * @param resourceAccountObjectId the resourceAccountObjectId value to set.
      */
     @Generated
-    public CreateTeamsPhoneExtensionTelephonyBindingInput(String connectionName, String resourceAccountObjectId) {
+    public CreateTeamsPhoneExtensibilityTelephonyBindingInput(String connectionName, String resourceAccountObjectId) {
         super(connectionName);
         this.resourceAccountObjectId = resourceAccountObjectId;
     }
@@ -73,10 +73,10 @@ public String getPhoneNumber() {
      * Set the phoneNumber property: The optional display phone number for the Teams resource account.
      *
      * @param phoneNumber the phoneNumber value to set.
-     * @return the CreateTeamsPhoneExtensionTelephonyBindingInput object itself.
+     * @return the CreateTeamsPhoneExtensibilityTelephonyBindingInput object itself.
      */
     @Generated
-    public CreateTeamsPhoneExtensionTelephonyBindingInput setPhoneNumber(String phoneNumber) {
+    public CreateTeamsPhoneExtensibilityTelephonyBindingInput setPhoneNumber(String phoneNumber) {
         this.phoneNumber = phoneNumber;
         return this;
     }
@@ -96,7 +96,7 @@ public String getResourceAccountObjectId() {
      */
     @Generated
     @Override
-    public CreateTeamsPhoneExtensionTelephonyBindingInput setLabel(String label) {
+    public CreateTeamsPhoneExtensibilityTelephonyBindingInput setLabel(String label) {
         super.setLabel(label);
         return this;
     }
@@ -117,21 +117,22 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
     }
 
     /**
-     * Reads an instance of CreateTeamsPhoneExtensionTelephonyBindingInput from the JsonReader.
+     * Reads an instance of CreateTeamsPhoneExtensibilityTelephonyBindingInput from the JsonReader.
      *
      * @param jsonReader The JsonReader being read.
-     * @return An instance of CreateTeamsPhoneExtensionTelephonyBindingInput if the JsonReader was pointing to an
+     * @return An instance of CreateTeamsPhoneExtensibilityTelephonyBindingInput if the JsonReader was pointing to an
      * instance of it, or null if it was pointing to JSON null.
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
-     * @throws IOException If an error occurs while reading the CreateTeamsPhoneExtensionTelephonyBindingInput.
+     * @throws IOException If an error occurs while reading the CreateTeamsPhoneExtensibilityTelephonyBindingInput.
      */
     @Generated
-    public static CreateTeamsPhoneExtensionTelephonyBindingInput fromJson(JsonReader jsonReader) throws IOException {
+    public static CreateTeamsPhoneExtensibilityTelephonyBindingInput fromJson(JsonReader jsonReader)
+        throws IOException {
         return jsonReader.readObject(reader -> {
             String connectionName = null;
             String label = null;
             String resourceAccountObjectId = null;
-            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
             String phoneNumber = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
@@ -150,12 +151,12 @@ public static CreateTeamsPhoneExtensionTelephonyBindingInput fromJson(JsonReader
                     reader.skipChildren();
                 }
             }
-            CreateTeamsPhoneExtensionTelephonyBindingInput deserializedCreateTeamsPhoneExtensionTelephonyBindingInput
-                = new CreateTeamsPhoneExtensionTelephonyBindingInput(connectionName, resourceAccountObjectId);
-            deserializedCreateTeamsPhoneExtensionTelephonyBindingInput.setLabel(label);
-            deserializedCreateTeamsPhoneExtensionTelephonyBindingInput.provider = provider;
-            deserializedCreateTeamsPhoneExtensionTelephonyBindingInput.phoneNumber = phoneNumber;
-            return deserializedCreateTeamsPhoneExtensionTelephonyBindingInput;
+            CreateTeamsPhoneExtensibilityTelephonyBindingInput deserializedCreateTeamsPhoneExtensibilityTelephonyBindingInput
+                = new CreateTeamsPhoneExtensibilityTelephonyBindingInput(connectionName, resourceAccountObjectId);
+            deserializedCreateTeamsPhoneExtensibilityTelephonyBindingInput.setLabel(label);
+            deserializedCreateTeamsPhoneExtensibilityTelephonyBindingInput.provider = provider;
+            deserializedCreateTeamsPhoneExtensibilityTelephonyBindingInput.phoneNumber = phoneNumber;
+            return deserializedCreateTeamsPhoneExtensibilityTelephonyBindingInput;
         });
     }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyBindingInput.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyBindingInput.java
index 5c7f672441ba1..d8e8c0a3c47d6 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyBindingInput.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyBindingInput.java
@@ -129,8 +129,8 @@ public static CreateTelephonyBindingInput fromJson(JsonReader jsonReader) throws
                     }
                 }
                 // Use the discriminator value to determine which subtype should be deserialized.
-                if ("teams_phone_extension".equals(discriminatorValue)) {
-                    return CreateTeamsPhoneExtensionTelephonyBindingInput.fromJson(readerToUse.reset());
+                if ("teams_phone_extensibility".equals(discriminatorValue)) {
+                    return CreateTeamsPhoneExtensibilityTelephonyBindingInput.fromJson(readerToUse.reset());
                 } else if ("twilio".equals(discriminatorValue)) {
                     return CreateTwilioTelephonyBindingInput.fromJson(readerToUse.reset());
                 } else {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyCallJobInput.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyCallJobInput.java
index 1f6a86a08a68b..7b0c58be7f0e5 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyCallJobInput.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateTelephonyCallJobInput.java
@@ -29,14 +29,14 @@ public final class CreateTelephonyCallJobInput implements JsonSerializable<Creat
 
     /*
      * The Foundry connection name in the current project used to originate the call. Its category selects Twilio or
-     * Azure Communication Services / Teams Phone Extension. No inbound telephony binding is required.
+     * Azure Communication Services / Teams Phone extensibility. No inbound telephony binding is required.
      */
     @Generated
     private final String connectionName;
 
     /*
      * The caller identity used to originate the call. For a Twilio connection, provide an authorized E.164 phone
-     * number. For an Azure Communication Services / Teams Phone Extension connection, provide the Teams Resource
+     * number. For an Azure Communication Services / Teams Phone extensibility connection, provide the Teams Resource
      * Account object ID. The identity type is inferred from the connection category; originating does not change
      * inbound routing.
      */
@@ -95,8 +95,8 @@ public TelephonyOutboundDestination getDestination() {
 
     /**
      * Get the connectionName property: The Foundry connection name in the current project used to originate the call.
-     * Its category selects Twilio or Azure Communication Services / Teams Phone Extension. No inbound telephony binding
-     * is required.
+     * Its category selects Twilio or Azure Communication Services / Teams Phone extensibility. No inbound telephony
+     * binding is required.
      *
      * @return the connectionName value.
      */
@@ -107,9 +107,9 @@ public String getConnectionName() {
 
     /**
      * Get the source property: The caller identity used to originate the call. For a Twilio connection, provide an
-     * authorized E.164 phone number. For an Azure Communication Services / Teams Phone Extension connection, provide
-     * the Teams Resource Account object ID. The identity type is inferred from the connection category; originating
-     * does not change inbound routing.
+     * authorized E.164 phone number. For an Azure Communication Services / Teams Phone extensibility connection,
+     * provide the Teams Resource Account object ID. The identity type is inferred from the connection category;
+     * originating does not change inbound routing.
      *
      * @return the source value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PageOrder.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PageOrder.java
index af45557c6ae29..03af315adb2d2 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PageOrder.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PageOrder.java
@@ -9,12 +9,12 @@
  */
 public enum PageOrder {
     /**
-     * Enum value asc.
+     * Return items in ascending creation-time order.
      */
     ASC("asc"),
 
     /**
-     * Enum value desc.
+     * Return items in descending creation-time order.
      */
     DESC("desc");
 
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/SessionConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/SessionConfiguration.java
index dc1d5ac9b8344..76674a2df010c 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/SessionConfiguration.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/SessionConfiguration.java
@@ -19,9 +19,8 @@
 public final class SessionConfiguration implements JsonSerializable<SessionConfiguration> {
 
     /*
-     * The idle duration, in seconds, before a session's sandbox is suspended. Optional — when
-     * unset, the server default of 900 seconds is used. Must be between 120 and 3600 seconds
-     * (inclusive).
+     * The idle duration, in seconds, before a session's sandbox is suspended. When omitted,
+     * the server defaults to 900 seconds. Must be between 120 and 14400 seconds (4 hours).
      */
     @Generated
     private Long idleTimeoutSeconds;
@@ -34,10 +33,9 @@ public SessionConfiguration() {
     }
 
     /**
-     * Get the idleTimeoutSeconds property: The idle duration, in seconds, before a session's sandbox is suspended.
-     * Optional — when
-     * unset, the server default of 900 seconds is used. Must be between 120 and 3600 seconds
-     * (inclusive).
+     * Get the idleTimeoutSeconds property: The idle duration, in seconds, before a session's sandbox is suspended. When
+     * omitted,
+     * the server defaults to 900 seconds. Must be between 120 and 14400 seconds (4 hours).
      *
      * @return the idleTimeoutSeconds value.
      */
@@ -50,10 +48,9 @@ public Duration getIdleTimeoutSeconds() {
     }
 
     /**
-     * Set the idleTimeoutSeconds property: The idle duration, in seconds, before a session's sandbox is suspended.
-     * Optional — when
-     * unset, the server default of 900 seconds is used. Must be between 120 and 3600 seconds
-     * (inclusive).
+     * Set the idleTimeoutSeconds property: The idle duration, in seconds, before a session's sandbox is suspended. When
+     * omitted,
+     * the server defaults to 900 seconds. Must be between 120 and 14400 seconds (4 hours).
      *
      * @param idleTimeoutSeconds the idleTimeoutSeconds value to set.
      * @return the SessionConfiguration object itself.
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBinding.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBinding.java
similarity index 79%
rename from sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBinding.java
rename to sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBinding.java
index 96810c1459481..fca3c6ba5df5e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBinding.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBinding.java
@@ -12,17 +12,17 @@
 import java.io.IOException;
 
 /**
- * A Microsoft Teams Phone Extension binding owned by a voice agent.
+ * A Microsoft Teams Phone extensibility binding owned by a voice agent.
  */
 @Immutable
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public final class TeamsPhoneExtensionTelephonyBinding extends TelephonyBinding {
+public final class TeamsPhoneExtensibilityTelephonyBinding extends TelephonyBinding {
 
     /*
      * The telephony provider.
      */
     @Generated
-    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
 
     /*
      * The optional display phone number for the Teams resource account.
@@ -37,7 +37,7 @@ public final class TeamsPhoneExtensionTelephonyBinding extends TelephonyBinding
     private final String resourceAccountObjectId;
 
     /**
-     * Creates an instance of TeamsPhoneExtensionTelephonyBinding class.
+     * Creates an instance of TeamsPhoneExtensibilityTelephonyBinding class.
      *
      * @param id the id value to set.
      * @param connectionName the connectionName value to set.
@@ -46,7 +46,7 @@ public final class TeamsPhoneExtensionTelephonyBinding extends TelephonyBinding
      * @param resourceAccountObjectId the resourceAccountObjectId value to set.
      */
     @Generated
-    private TeamsPhoneExtensionTelephonyBinding(String id, String connectionName, TelephonyBindingStatus status,
+    private TeamsPhoneExtensibilityTelephonyBinding(String id, String connectionName, TelephonyBindingStatus status,
         String incomingCallUrl, String resourceAccountObjectId) {
         super(id, connectionName, status, incomingCallUrl);
         this.resourceAccountObjectId = resourceAccountObjectId;
@@ -102,16 +102,16 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
     }
 
     /**
-     * Reads an instance of TeamsPhoneExtensionTelephonyBinding from the JsonReader.
+     * Reads an instance of TeamsPhoneExtensibilityTelephonyBinding from the JsonReader.
      *
      * @param jsonReader The JsonReader being read.
-     * @return An instance of TeamsPhoneExtensionTelephonyBinding if the JsonReader was pointing to an instance of it,
-     * or null if it was pointing to JSON null.
+     * @return An instance of TeamsPhoneExtensibilityTelephonyBinding if the JsonReader was pointing to an instance of
+     * it, or null if it was pointing to JSON null.
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
-     * @throws IOException If an error occurs while reading the TeamsPhoneExtensionTelephonyBinding.
+     * @throws IOException If an error occurs while reading the TeamsPhoneExtensibilityTelephonyBinding.
      */
     @Generated
-    public static TeamsPhoneExtensionTelephonyBinding fromJson(JsonReader jsonReader) throws IOException {
+    public static TeamsPhoneExtensibilityTelephonyBinding fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
             String id = null;
             String connectionName = null;
@@ -119,7 +119,7 @@ public static TeamsPhoneExtensionTelephonyBinding fromJson(JsonReader jsonReader
             String incomingCallUrl = null;
             String label = null;
             String resourceAccountObjectId = null;
-            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
             String phoneNumber = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
@@ -144,13 +144,13 @@ public static TeamsPhoneExtensionTelephonyBinding fromJson(JsonReader jsonReader
                     reader.skipChildren();
                 }
             }
-            TeamsPhoneExtensionTelephonyBinding deserializedTeamsPhoneExtensionTelephonyBinding
-                = new TeamsPhoneExtensionTelephonyBinding(id, connectionName, status, incomingCallUrl,
+            TeamsPhoneExtensibilityTelephonyBinding deserializedTeamsPhoneExtensibilityTelephonyBinding
+                = new TeamsPhoneExtensibilityTelephonyBinding(id, connectionName, status, incomingCallUrl,
                     resourceAccountObjectId);
-            deserializedTeamsPhoneExtensionTelephonyBinding.setLabel(label);
-            deserializedTeamsPhoneExtensionTelephonyBinding.provider = provider;
-            deserializedTeamsPhoneExtensionTelephonyBinding.phoneNumber = phoneNumber;
-            return deserializedTeamsPhoneExtensionTelephonyBinding;
+            deserializedTeamsPhoneExtensibilityTelephonyBinding.setLabel(label);
+            deserializedTeamsPhoneExtensibilityTelephonyBinding.provider = provider;
+            deserializedTeamsPhoneExtensibilityTelephonyBinding.phoneNumber = phoneNumber;
+            return deserializedTeamsPhoneExtensibilityTelephonyBinding;
         });
     }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBindingListItem.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBindingListItem.java
similarity index 75%
rename from sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBindingListItem.java
rename to sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBindingListItem.java
index bd37bc5e6f364..66ba70ef8b667 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensionTelephonyBindingListItem.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TeamsPhoneExtensibilityTelephonyBindingListItem.java
@@ -12,17 +12,17 @@
 import java.io.IOException;
 
 /**
- * A Microsoft Teams Phone Extension binding returned in a list, including its entity tag.
+ * A Microsoft Teams Phone extensibility binding returned in a list, including its entity tag.
  */
 @Immutable
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public final class TeamsPhoneExtensionTelephonyBindingListItem extends TelephonyBindingListItem {
+public final class TeamsPhoneExtensibilityTelephonyBindingListItem extends TelephonyBindingListItem {
 
     /*
      * The telephony provider.
      */
     @Generated
-    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+    private TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
 
     /*
      * The optional display phone number for the Teams resource account.
@@ -37,7 +37,7 @@ public final class TeamsPhoneExtensionTelephonyBindingListItem extends Telephony
     private final String resourceAccountObjectId;
 
     /**
-     * Creates an instance of TeamsPhoneExtensionTelephonyBindingListItem class.
+     * Creates an instance of TeamsPhoneExtensibilityTelephonyBindingListItem class.
      *
      * @param id the id value to set.
      * @param connectionName the connectionName value to set.
@@ -46,8 +46,8 @@ public final class TeamsPhoneExtensionTelephonyBindingListItem extends Telephony
      * @param resourceAccountObjectId the resourceAccountObjectId value to set.
      */
     @Generated
-    private TeamsPhoneExtensionTelephonyBindingListItem(String id, String connectionName, TelephonyBindingStatus status,
-        String incomingCallUrl, String resourceAccountObjectId) {
+    private TeamsPhoneExtensibilityTelephonyBindingListItem(String id, String connectionName,
+        TelephonyBindingStatus status, String incomingCallUrl, String resourceAccountObjectId) {
         super(id, connectionName, status, incomingCallUrl);
         this.resourceAccountObjectId = resourceAccountObjectId;
     }
@@ -102,16 +102,16 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
     }
 
     /**
-     * Reads an instance of TeamsPhoneExtensionTelephonyBindingListItem from the JsonReader.
+     * Reads an instance of TeamsPhoneExtensibilityTelephonyBindingListItem from the JsonReader.
      *
      * @param jsonReader The JsonReader being read.
-     * @return An instance of TeamsPhoneExtensionTelephonyBindingListItem if the JsonReader was pointing to an instance
-     * of it, or null if it was pointing to JSON null.
+     * @return An instance of TeamsPhoneExtensibilityTelephonyBindingListItem if the JsonReader was pointing to an
+     * instance of it, or null if it was pointing to JSON null.
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
-     * @throws IOException If an error occurs while reading the TeamsPhoneExtensionTelephonyBindingListItem.
+     * @throws IOException If an error occurs while reading the TeamsPhoneExtensibilityTelephonyBindingListItem.
      */
     @Generated
-    public static TeamsPhoneExtensionTelephonyBindingListItem fromJson(JsonReader jsonReader) throws IOException {
+    public static TeamsPhoneExtensibilityTelephonyBindingListItem fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
             String id = null;
             String connectionName = null;
@@ -120,7 +120,7 @@ public static TeamsPhoneExtensionTelephonyBindingListItem fromJson(JsonReader js
             String eTag = null;
             String label = null;
             String resourceAccountObjectId = null;
-            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSION;
+            TelephonyProvider provider = TelephonyProvider.TEAMS_PHONE_EXTENSIBILITY;
             String phoneNumber = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
@@ -147,14 +147,14 @@ public static TeamsPhoneExtensionTelephonyBindingListItem fromJson(JsonReader js
                     reader.skipChildren();
                 }
             }
-            TeamsPhoneExtensionTelephonyBindingListItem deserializedTeamsPhoneExtensionTelephonyBindingListItem
-                = new TeamsPhoneExtensionTelephonyBindingListItem(id, connectionName, status, incomingCallUrl,
+            TeamsPhoneExtensibilityTelephonyBindingListItem deserializedTeamsPhoneExtensibilityTelephonyBindingListItem
+                = new TeamsPhoneExtensibilityTelephonyBindingListItem(id, connectionName, status, incomingCallUrl,
                     resourceAccountObjectId);
-            deserializedTeamsPhoneExtensionTelephonyBindingListItem.setETag(eTag);
-            deserializedTeamsPhoneExtensionTelephonyBindingListItem.setLabel(label);
-            deserializedTeamsPhoneExtensionTelephonyBindingListItem.provider = provider;
-            deserializedTeamsPhoneExtensionTelephonyBindingListItem.phoneNumber = phoneNumber;
-            return deserializedTeamsPhoneExtensionTelephonyBindingListItem;
+            deserializedTeamsPhoneExtensibilityTelephonyBindingListItem.setETag(eTag);
+            deserializedTeamsPhoneExtensibilityTelephonyBindingListItem.setLabel(label);
+            deserializedTeamsPhoneExtensibilityTelephonyBindingListItem.provider = provider;
+            deserializedTeamsPhoneExtensibilityTelephonyBindingListItem.phoneNumber = phoneNumber;
+            return deserializedTeamsPhoneExtensibilityTelephonyBindingListItem;
         });
     }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBinding.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBinding.java
index 93b56093e4047..35518decb6848 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBinding.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBinding.java
@@ -171,8 +171,8 @@ public static TelephonyBinding fromJson(JsonReader jsonReader) throws IOExceptio
                     }
                 }
                 // Use the discriminator value to determine which subtype should be deserialized.
-                if ("teams_phone_extension".equals(discriminatorValue)) {
-                    return TeamsPhoneExtensionTelephonyBinding.fromJson(readerToUse.reset());
+                if ("teams_phone_extensibility".equals(discriminatorValue)) {
+                    return TeamsPhoneExtensibilityTelephonyBinding.fromJson(readerToUse.reset());
                 } else if ("twilio".equals(discriminatorValue)) {
                     return TwilioTelephonyBinding.fromJson(readerToUse.reset());
                 } else {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBindingListItem.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBindingListItem.java
index a4b09d0002ecb..66fced7f239bd 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBindingListItem.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyBindingListItem.java
@@ -171,8 +171,8 @@ public static TelephonyBindingListItem fromJson(JsonReader jsonReader) throws IO
                     }
                 }
                 // Use the discriminator value to determine which subtype should be deserialized.
-                if ("teams_phone_extension".equals(discriminatorValue)) {
-                    return TeamsPhoneExtensionTelephonyBindingListItem.fromJson(readerToUse.reset());
+                if ("teams_phone_extensibility".equals(discriminatorValue)) {
+                    return TeamsPhoneExtensibilityTelephonyBindingListItem.fromJson(readerToUse.reset());
                 } else if ("twilio".equals(discriminatorValue)) {
                     return TwilioTelephonyBindingListItem.fromJson(readerToUse.reset());
                 } else {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallJob.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallJob.java
index 29e37df2208ec..c45eaf6b1e47f 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallJob.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallJob.java
@@ -396,14 +396,14 @@ public static TelephonyCallJob fromJson(JsonReader jsonReader) throws IOExceptio
 
     /*
      * The Foundry connection name in the current project used to originate the call. Its category selects Twilio or
-     * Azure Communication Services / Teams Phone Extension. No inbound telephony binding is required.
+     * Azure Communication Services / Teams Phone extensibility. No inbound telephony binding is required.
      */
     @Generated
     private final String connectionName;
 
     /*
      * The caller identity used to originate the call. For a Twilio connection, provide an authorized E.164 phone
-     * number. For an Azure Communication Services / Teams Phone Extension connection, provide the Teams Resource
+     * number. For an Azure Communication Services / Teams Phone extensibility connection, provide the Teams Resource
      * Account object ID. The identity type is inferred from the connection category; originating does not change
      * inbound routing.
      */
@@ -412,8 +412,8 @@ public static TelephonyCallJob fromJson(JsonReader jsonReader) throws IOExceptio
 
     /**
      * Get the connectionName property: The Foundry connection name in the current project used to originate the call.
-     * Its category selects Twilio or Azure Communication Services / Teams Phone Extension. No inbound telephony binding
-     * is required.
+     * Its category selects Twilio or Azure Communication Services / Teams Phone extensibility. No inbound telephony
+     * binding is required.
      *
      * @return the connectionName value.
      */
@@ -424,9 +424,9 @@ public String getConnectionName() {
 
     /**
      * Get the source property: The caller identity used to originate the call. For a Twilio connection, provide an
-     * authorized E.164 phone number. For an Azure Communication Services / Teams Phone Extension connection, provide
-     * the Teams Resource Account object ID. The identity type is inferred from the connection category; originating
-     * does not change inbound routing.
+     * authorized E.164 phone number. For an Azure Communication Services / Teams Phone extensibility connection,
+     * provide the Teams Resource Account object ID. The identity type is inferred from the connection category;
+     * originating does not change inbound routing.
      *
      * @return the source value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallLifecycleEventSource.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallLifecycleEventSource.java
index 8b08ef9e65bc9..faffd4801e3f9 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallLifecycleEventSource.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallLifecycleEventSource.java
@@ -20,12 +20,6 @@ public final class TelephonyCallLifecycleEventSource extends ExpandableStringEnu
     @Generated
     public static final TelephonyCallLifecycleEventSource GATEWAY = fromString("gateway");
 
-    /**
-     * Microsoft Teams Phone Extension supplied the observation.
-     */
-    @Generated
-    public static final TelephonyCallLifecycleEventSource TEAMS_PHONE_EXTENSION = fromString("teams_phone_extension");
-
     /**
      * Twilio supplied the observation.
      */
@@ -68,4 +62,11 @@ public static TelephonyCallLifecycleEventSource fromString(String name) {
     public static Collection<TelephonyCallLifecycleEventSource> values() {
         return values(TelephonyCallLifecycleEventSource.class);
     }
+
+    /**
+     * Microsoft Teams Phone extensibility supplied the observation.
+     */
+    @Generated
+    public static final TelephonyCallLifecycleEventSource TEAMS_PHONE_EXTENSIBILITY
+        = fromString("teams_phone_extensibility");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallRecord.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallRecord.java
index 5081ca7996222..550f86ebc17db 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallRecord.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallRecord.java
@@ -49,7 +49,7 @@ public final class TelephonyCallRecord implements JsonSerializable<TelephonyCall
     private String callerNumber;
 
     /*
-     * The Teams Phone Extension or Twilio number that received the call.
+     * The Teams Phone extensibility or Twilio number that received the call.
      */
     @Generated
     private String providerNumber;
@@ -222,7 +222,7 @@ public String getCallerNumber() {
     }
 
     /**
-     * Get the providerNumber property: The Teams Phone Extension or Twilio number that received the call.
+     * Get the providerNumber property: The Teams Phone extensibility or Twilio number that received the call.
      *
      * @return the providerNumber value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallSummary.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallSummary.java
index 838655efa8946..3fd2ed4d84a9c 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallSummary.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyCallSummary.java
@@ -48,7 +48,7 @@ public final class TelephonyCallSummary implements JsonSerializable<TelephonyCal
     private String callerNumber;
 
     /*
-     * The Teams Phone Extension or Twilio number that received the call.
+     * The Teams Phone extensibility or Twilio number that received the call.
      */
     @Generated
     private String providerNumber;
@@ -190,7 +190,7 @@ public String getCallerNumber() {
     }
 
     /**
-     * Get the providerNumber property: The Teams Phone Extension or Twilio number that received the call.
+     * Get the providerNumber property: The Teams Phone extensibility or Twilio number that received the call.
      *
      * @return the providerNumber value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyProvider.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyProvider.java
index a08cc561d15d0..186b65b4613cd 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyProvider.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/TelephonyProvider.java
@@ -15,12 +15,6 @@
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
 public final class TelephonyProvider extends ExpandableStringEnum<TelephonyProvider> {
 
-    /**
-     * Microsoft Teams Phone Extension.
-     */
-    @Generated
-    public static final TelephonyProvider TEAMS_PHONE_EXTENSION = fromString("teams_phone_extension");
-
     /**
      * Twilio Programmable Voice.
      */
@@ -57,4 +51,10 @@ public static TelephonyProvider fromString(String name) {
     public static Collection<TelephonyProvider> values() {
         return values(TelephonyProvider.class);
     }
+
+    /**
+     * Microsoft Teams Phone extensibility.
+     */
+    @Generated
+    public static final TelephonyProvider TEAMS_PHONE_EXTENSIBILITY = fromString("teams_phone_extensibility");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java
index 1ea9cac30add6..79aaee8a3f24a 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java
@@ -36,15 +36,15 @@ public final class UpdateTelephonyBindingInput implements JsonSerializable<Updat
     private String label;
 
     /*
-     * The replacement Foundry connection name. This property is valid only for a Teams Phone Extension binding; a
+     * The replacement Foundry connection name. This property is valid only for a Teams Phone extensibility binding; a
      * Twilio binding's connection is immutable.
      */
     @Generated
     private String connectionName;
 
     /*
-     * The replacement Teams Phone Extension display phone number. Omit it to preserve the current value; use null to
-     * clear it. This property is valid only for a Teams Phone Extension binding.
+     * The replacement Teams Phone extensibility display phone number. Omit it to preserve the current value; use null
+     * to clear it. This property is valid only for a Teams Phone extensibility binding.
      */
     @Generated
     private String phoneNumber;
@@ -138,7 +138,7 @@ public UpdateTelephonyBindingInput setLabel(String label) {
 
     /**
      * Get the connectionName property: The replacement Foundry connection name. This property is valid only for a Teams
-     * Phone Extension binding; a Twilio binding's connection is immutable.
+     * Phone extensibility binding; a Twilio binding's connection is immutable.
      *
      * @return the connectionName value.
      */
@@ -149,7 +149,7 @@ public String getConnectionName() {
 
     /**
      * Set the connectionName property: The replacement Foundry connection name. This property is valid only for a Teams
-     * Phone Extension binding; a Twilio binding's connection is immutable.
+     * Phone extensibility binding; a Twilio binding's connection is immutable.
      *
      * @param connectionName the connectionName value to set.
      * @return the UpdateTelephonyBindingInput object itself.
@@ -162,8 +162,8 @@ public UpdateTelephonyBindingInput setConnectionName(String connectionName) {
     }
 
     /**
-     * Get the phoneNumber property: The replacement Teams Phone Extension display phone number. Omit it to preserve the
-     * current value; use null to clear it. This property is valid only for a Teams Phone Extension binding.
+     * Get the phoneNumber property: The replacement Teams Phone extensibility display phone number. Omit it to preserve
+     * the current value; use null to clear it. This property is valid only for a Teams Phone extensibility binding.
      *
      * @return the phoneNumber value.
      */
@@ -173,8 +173,8 @@ public String getPhoneNumber() {
     }
 
     /**
-     * Set the phoneNumber property: The replacement Teams Phone Extension display phone number. Omit it to preserve the
-     * current value; use null to clear it. This property is valid only for a Teams Phone Extension binding.
+     * Set the phoneNumber property: The replacement Teams Phone extensibility display phone number. Omit it to preserve
+     * the current value; use null to clear it. This property is valid only for a Teams Phone extensibility binding.
      *
      * @param phoneNumber the phoneNumber value to set.
      * @return the UpdateTelephonyBindingInput object itself.
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index e5bc8f3e252ff..a44c9b9e4e8e5 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
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.java","src/main/java/com/azure/ai/agents/models/RankingOptions.java","src/main/java/com/azure/ai/agents/models/RealtimeAudioFormat.java","src/main/java/com/azure/ai/agents/models/RealtimeAudioFormatType.java","src/main/java/com/azure/ai/agents/models/RealtimeClientEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeClientEventType.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationCreatedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItem.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemAddedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemAssistantMessage.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemCreateEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemCreatedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemDeleteEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemDeletedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemDoneEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemFunctionCall.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemFunctionCallOutput.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemInputAudioTranscriptionCompletedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemInputAudioTranscriptionDeltaEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemInputAudioTranscriptionFailedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemInputAudioTranscriptionSegmentEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemMessage.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemMessageType.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemObjectType.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemRetrieveEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemRetrievedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemSystemMessage.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemTruncateEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemTruncatedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemType.java","src/main/java/com/azure/ai/agents/models/RealtimeConversationItemUserMessage.java","src/main/java/com/azure/ai/agents/models/RealtimeErrorEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferAppendEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferClearEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferClearedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferCommitEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferCommittedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferDtmfReceivedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferSpeechStartedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferSpeechStoppedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeInputAudioBufferTimeoutTriggeredEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpApprovalInput.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpApprovalOutput.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpError.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpErrorType.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpHttpError.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpListTools.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpListToolsCompletedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpListToolsFailedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpListToolsInProgressEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpProtocolError.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpToolCall.java","src/main/java/com/azure/ai/agents/models/RealtimeMcpToolExecutionError.java","src/main/java/com/azure/ai/agents/models/RealtimeOutputAudioBufferClearEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeOutputAudioBufferClearedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeOutputAudioBufferStartedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeOutputAudioBufferStoppedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimePcmAudioFormat.java","src/main/java/com/azure/ai/agents/models/RealtimePcmaAudioFormat.java","src/main/java/com/azure/ai/agents/models/RealtimePcmuAudioFormat.java","src/main/java/com/azure/ai/agents/models/RealtimeRateLimitsUpdatedEvent.java","src/main/java/com/azure/ai/agents/models/RealtimeResponseAudioDeltaEvent.java",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.java","src/main/java/com/azure/ai/agents/models/ToolboxSearchPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerAutoEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerReferenceEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicy.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicyDisabled.java","src/main/java/com/azure/ai/agents/models/ToolboxSkill.java","src/main/java/com/azure/ai/agents/models/ToolboxSkillReference.java","src/main/java/com/azure/ai/agents/models/ToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxVersionDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxVersions.java","src/main/java/com/azure/ai/agents/models/TranscriptTextInputTokenDetails.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsage.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageDuration.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageTokens.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageType.java","src/main/java/com/azure/ai/agents/models/TranscriptionLanguage.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBinding.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBindingListItem.java","src/main/java/com/azure/ai/agents/models/UpdateAgentDetailsOptions.java","src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffect.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffectsConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationDefaultInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationTestCase.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationUserBehaviorConfiguration.java","src/main/java/com/azure/ai/agents/models/UserProfileMemoryItem.java","src/main/java/com/azure/ai/agents/models/VersionIndicator.java","src/main/java/com/azure/ai/agents/models/VersionIndicatorType.java","src/main/java/com/azure/ai/agents/models/VersionRefIndicator.java","src/main/java/com/azure/ai/agents/models/VersionSelectionRule.java","src/main/java/com/azure/ai/agents/models/VersionSelector.java","src/main/java/com/azure/ai/agents/models/VersionSelectorType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationOutputType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioInputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioOutputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioTimestampType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarIceServer.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarOutputProtocol.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarScene.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoBackground.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoCrop.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoParameters.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoResolution.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadEnglishTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadMultilingualTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellation.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellationReferenceSource.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndConversationSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetectionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceThresholdLevel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionToolType1.java","src/main/java/com/azure/ai/agents/models/VoiceAgentGreetingConfiguration.java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\ No newline at end of file
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VoiceAgentGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseBase.java","src/main/java/com/azure/ai/agents/models/VoiceResponseBaseObject.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index 6fd64de4af639..8936a2f6fd6e0 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: ba8a5e96e8c92e540062922f7bed5a06920f400c
+commit: 040251f8f0685dfc8a9dfe42e85f494bf2d94d6f
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/implementation/models/FoundryFeaturesOptInKeys.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/implementation/models/FoundryFeaturesOptInKeys.java
index a7bf03ce329fe..97fc46958f3e3 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/implementation/models/FoundryFeaturesOptInKeys.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/implementation/models/FoundryFeaturesOptInKeys.java
@@ -61,7 +61,12 @@ public enum FoundryFeaturesOptInKeys {
     /**
      * Enum value ModelRouterControls=V1Preview.
      */
-    MODEL_ROUTER_CONTROLS_V1_PREVIEW("ModelRouterControls=V1Preview");
+    MODEL_ROUTER_CONTROLS_V1_PREVIEW("ModelRouterControls=V1Preview"),
+
+    /**
+     * Enum value FineTuningSessions=V1Preview.
+     */
+    FINETUNING_SESSIONS_V1_PREVIEW("FineTuningSessions=V1Preview");
 
     /**
      * The actual serialized value for a FoundryFeaturesOptInKeys instance.
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ApiError.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ApiError.java
index eae823697c5d2..ba0dca63e29d0 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ApiError.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ApiError.java
@@ -47,19 +47,19 @@ public final class ApiError implements JsonSerializable<ApiError> {
     private String type;
 
     /*
-     * The details property.
+     * Additional errors that contributed to this failure.
      */
     @Generated
     private List<ApiError> details;
 
     /*
-     * The additionalInfo property.
+     * Additional structured information about the failure.
      */
     @Generated
     private Map<String, BinaryData> additionalInfo;
 
     /*
-     * The debugInfo property.
+     * Diagnostic information supplied by the service for troubleshooting.
      */
     @Generated
     private Map<String, BinaryData> debugInfo;
@@ -117,7 +117,7 @@ public String getType() {
     }
 
     /**
-     * Get the details property: The details property.
+     * Get the details property: Additional errors that contributed to this failure.
      *
      * @return the details value.
      */
@@ -127,7 +127,7 @@ public List<ApiError> getDetails() {
     }
 
     /**
-     * Get the additionalInfo property: The additionalInfo property.
+     * Get the additionalInfo property: Additional structured information about the failure.
      *
      * @return the additionalInfo value.
      */
@@ -137,7 +137,7 @@ public Map<String, BinaryData> getAdditionalInfo() {
     }
 
     /**
-     * Get the debugInfo property: The debugInfo property.
+     * Get the debugInfo property: Diagnostic information supplied by the service for troubleshooting.
      *
      * @return the debugInfo value.
      */
diff --git a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
index fd5ed49def5fe..a826e13813aa2 100644
--- a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
+++ b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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/java/com/azure/ai/projects/models/TracesEvaluatorGenerationJobSource.java","src/main/java/com/azure/ai/projects/models/TreatmentEffectType.java","src/main/java/com/azure/ai/projects/models/Trigger.java","src/main/java/com/azure/ai/projects/models/TriggerType.java","src/main/java/com/azure/ai/projects/models/UpdateModelVersionInput.java","src/main/java/com/azure/ai/projects/models/WeeklyRecurrenceSchedule.java","src/main/java/com/azure/ai/projects/models/package-info.java","src/main/java/com/azure/ai/projects/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-projects/tsp-location.yaml b/sdk/ai/azure-ai-projects/tsp-location.yaml
index cec5602ae2a3a..9f407863456d4 100644
--- a/sdk/ai/azure-ai-projects/tsp-location.yaml
+++ b/sdk/ai/azure-ai-projects/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-projects
-commit: ba8a5e96e8c92e540062922f7bed5a06920f400c
+commit: 040251f8f0685dfc8a9dfe42e85f494bf2d94d6f
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
     - specification/ai-foundry/data-plane/Foundry/src/sdk-common

From 8d20fd97192dda1814a237ebca04895af5438008 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Tue, 13 Oct 2026 16:16:02 -0700
Subject: [PATCH 07/20] regen and fix tests (#50783)

---
 .../customizations/beta-annotations.csv       |   4 +-
 .../src/main/java/AgentsCustomizations.java   |   7 +-
 ...taVoiceAgentsConversationsAsyncClient.java |  40 +-
 .../BetaVoiceAgentsConversationsClient.java   |  40 +-
 .../BetaVoiceAgentsConversationsImpl.java     | 120 ++---
 .../agents/models/HostedAgentDefinition.java  |  38 ++
 .../ai/agents/models/VoiceAgentMcpTool.java   |  22 +-
 .../models/VoiceAgentRealtimeResponse.java    |  90 ++--
 .../VoiceAgentRealtimeResponseBase.java       | 448 ------------------
 .../VoiceAgentResponseCreateOptions.java      |  18 +-
 .../azure/ai/agents/models/VoiceResponse.java | 145 +++---
 .../ai/agents/models/VoiceResponseBase.java   | 335 -------------
 ...ject.java => VoiceResponseObjectType.java} |  18 +-
 .../META-INF/azure-ai-agents_metadata.json    |   2 +-
 ...RealtimeOpenAIDedupSerializationTests.java |  17 +-
 ...andaloneOpenAIDedupSerializationTests.java |   4 +-
 .../ReasoningDedupSerializationTests.java     |  15 +-
 ...ealtimeResponseBaseSerializationTests.java |  42 --
 ...entRealtimeResponseSerializationTests.java |  22 +-
 .../VoiceResponseBaseSerializationTests.java  |  40 --
 .../VoiceResponseSerializationTests.java      |  28 +-
 sdk/ai/azure-ai-agents/tsp-location.yaml      |   2 +-
 .../META-INF/azure-ai-projects_metadata.json  |   2 +-
 sdk/ai/azure-ai-projects/tsp-location.yaml    |   2 +-
 24 files changed, 385 insertions(+), 1116 deletions(-)
 delete mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBase.java
 delete mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBase.java
 rename sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/{VoiceResponseBaseObject.java => VoiceResponseObjectType.java} (64%)
 delete mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBaseSerializationTests.java
 delete mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseBaseSerializationTests.java

diff --git a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
index 4966294530acf..c63740fddedc2 100644
--- a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
+++ b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
@@ -278,7 +278,6 @@ class;com.azure.ai.agents.models.VoiceAgentMcpTool;Preview API. VoiceAgents=V1Pr
 class;com.azure.ai.agents.models.VoiceAgentNoiseReduction;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentNoiseReductionType;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentRealtimeResponse;Preview API. VoiceAgents=V1Preview;
-class;com.azure.ai.agents.models.VoiceAgentRealtimeResponseBase;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentResponseAnimationBlendshapeDeltaEvent;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentResponseAnimationBlendshapeDoneEvent;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentResponseAnimationVisemeDeltaEvent;Preview API. VoiceAgents=V1Preview;
@@ -344,8 +343,7 @@ class;com.azure.ai.agents.models.VoiceRecordingChannelLayout;Preview API. VoiceA
 class;com.azure.ai.agents.models.VoiceResponse;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceResponseAudio;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceResponseAudioOutput;Preview API. VoiceAgents=V1Preview;
-class;com.azure.ai.agents.models.VoiceResponseBase;Preview API. VoiceAgents=V1Preview;
-class;com.azure.ai.agents.models.VoiceResponseBaseObject;Preview API.;
+class;com.azure.ai.agents.models.VoiceResponseObjectType;Preview API.;
 class;com.azure.ai.agents.models.VoiceType;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.WebIqPreviewTool;Preview API. preview_tool;
 class;com.azure.ai.agents.models.WebIqPreviewToolboxTool;Preview API. preview_tool;
diff --git a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
index 5d747be11b42f..f41debcc3647f 100644
--- a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
+++ b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
@@ -228,8 +228,7 @@ private void applyUnionTypeWrappers(LibraryCustomization customization, Logger l
         customizeUnionProperty(customization, "VoiceAgentSessionResponseConfiguration", "toolChoice",
             "Tool-selection behavior for the session.", toolChoice, false, false, logger);
 
-        // The response base models are immutable outputs. Their typed getters read through the overridable raw accessor
-        // so the generated subclasses that shadow the field share the same typed API.
+        // Retain base-model wrappers for older snapshots and expose them directly on the flattened response models.
         customizeUnionProperty(customization, "VoiceAgentRealtimeResponseBase", "maxOutputTokens",
             "Maximum number of output tokens for a single assistant response, inclusive of tool calls, that was used"
                 + " in this response.",
@@ -237,7 +236,7 @@ private void applyUnionTypeWrappers(LibraryCustomization customization, Logger l
         customizeUnionProperty(customization, "VoiceAgentRealtimeResponse", "maxOutputTokens",
             "Maximum number of output tokens for a single assistant response, inclusive of tool calls, that was used"
                 + " in this response.",
-            new ArrayList<>(), false, false, logger);
+            longMaxOutputTokens, false, false, logger);
         customizeUnionProperty(customization, "VoiceResponseBase", "maxOutputTokens",
             "Maximum number of output tokens for a single assistant response, inclusive of tool calls, that was used"
                 + " in this response.",
@@ -245,7 +244,7 @@ private void applyUnionTypeWrappers(LibraryCustomization customization, Logger l
         customizeUnionProperty(customization, "VoiceResponse", "maxOutputTokens",
             "Maximum number of output tokens for a single assistant response, inclusive of tool calls, that was used"
                 + " in this response.",
-            new ArrayList<>(), false, false, logger);
+            longMaxOutputTokens, false, false, logger);
         customizeUnionProperty(customization, "WebIqPreviewTool", "requireApproval",
             "Whether the agent requires approval before executing actions. When omitted, the service defaults to"
                 + " \"always\".",
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsAsyncClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsAsyncClient.java
index 5c8cce5d2f52e..94a188b68f44c 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsAsyncClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsAsyncClient.java
@@ -287,6 +287,7 @@ public Mono<Response<Void>> deleteAgentConversationWithResponse(String agentName
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -298,6 +299,14 @@ public Mono<Response<Void>> deleteAgentConversationWithResponse(String agentName
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -318,18 +327,12 @@ public Mono<Response<Void>> deleteAgentConversationWithResponse(String agentName
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -340,9 +343,6 @@ public Mono<Response<Void>> deleteAgentConversationWithResponse(String agentName
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -376,6 +376,7 @@ public PagedFlux<BinaryData> listAgentConversationResponses(String agentName, St
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -387,6 +388,14 @@ public PagedFlux<BinaryData> listAgentConversationResponses(String agentName, St
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -407,18 +416,12 @@ public PagedFlux<BinaryData> listAgentConversationResponses(String agentName, St
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -429,9 +432,6 @@ public PagedFlux<BinaryData> listAgentConversationResponses(String agentName, St
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsClient.java
index a493a8498035d..d33bf0b84b275 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/BetaVoiceAgentsConversationsClient.java
@@ -281,6 +281,7 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -292,6 +293,14 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -312,18 +321,12 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -334,9 +337,6 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -370,6 +370,7 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -381,6 +382,14 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -401,18 +410,12 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -423,9 +426,6 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsConversationsImpl.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsConversationsImpl.java
index 81566299913c3..bed713076b765 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsConversationsImpl.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/BetaVoiceAgentsConversationsImpl.java
@@ -1031,6 +1031,7 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1042,6 +1043,14 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1062,18 +1071,12 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1084,9 +1087,6 @@ public Response<Void> deleteAgentConversationWithResponse(String agentName, Stri
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -1146,6 +1146,7 @@ private Mono<PagedResponse<BinaryData>> listAgentConversationResponsesSinglePage
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1157,6 +1158,14 @@ private Mono<PagedResponse<BinaryData>> listAgentConversationResponsesSinglePage
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1177,18 +1186,12 @@ private Mono<PagedResponse<BinaryData>> listAgentConversationResponsesSinglePage
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1199,9 +1202,6 @@ private Mono<PagedResponse<BinaryData>> listAgentConversationResponsesSinglePage
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -1256,6 +1256,7 @@ public PagedFlux<BinaryData> listAgentConversationResponsesAsync(String agentNam
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1267,6 +1268,14 @@ public PagedFlux<BinaryData> listAgentConversationResponsesAsync(String agentNam
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1287,18 +1296,12 @@ public PagedFlux<BinaryData> listAgentConversationResponsesAsync(String agentNam
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1309,9 +1312,6 @@ public PagedFlux<BinaryData> listAgentConversationResponsesAsync(String agentNam
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -1369,6 +1369,7 @@ private PagedResponse<BinaryData> listAgentConversationResponsesSinglePage(Strin
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1380,6 +1381,14 @@ private PagedResponse<BinaryData> listAgentConversationResponsesSinglePage(Strin
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1400,18 +1409,12 @@ private PagedResponse<BinaryData> listAgentConversationResponsesSinglePage(Strin
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1422,9 +1425,6 @@ private PagedResponse<BinaryData> listAgentConversationResponsesSinglePage(Strin
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -1458,6 +1458,7 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1469,6 +1470,14 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1489,18 +1498,12 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1511,9 +1514,6 @@ public PagedIterable<BinaryData> listAgentConversationResponses(String agentName
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
@@ -1553,6 +1553,7 @@ public Mono<Response<BinaryData>> getAgentConversationResponseWithResponseAsync(
      * <pre>
      * {@code
      * {
+     *     id: String (Optional)
      *     object: String(realtime.response) (Optional)
      *     status (Optional): {
      *     }
@@ -1564,6 +1565,14 @@ public Mono<Response<BinaryData>> getAgentConversationResponseWithResponseAsync(
      *             code: String (Optional)
      *         }
      *     }
+     *     output (Optional): [
+     *          (Optional){
+     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
+     *         }
+     *     ]
+     *     metadata (Optional): {
+     *         String: String (Required)
+     *     }
      *     usage (Optional): {
      *         total_tokens: Long (Optional)
      *         input_tokens: Long (Optional)
@@ -1584,18 +1593,12 @@ public Mono<Response<BinaryData>> getAgentConversationResponseWithResponseAsync(
      *             audio_tokens: Long (Optional)
      *         }
      *     }
+     *     conversation_id: String (Optional)
      *     output_modalities (Optional): [
      *          (Optional){
      *         }
      *     ]
      *     max_output_tokens: BinaryData (Optional)
-     *     id: String (Required)
-     *     output (Optional): [
-     *          (Optional){
-     *             type: String(function_call/function_call_output/mcp_approval_response/mcp_list_tools/mcp_call/mcp_approval_request/message) (Required)
-     *         }
-     *     ]
-     *     conversation_id: String (Required)
      *     audio (Optional): {
      *         output (Optional): {
      *             voice: String (Optional)
@@ -1606,9 +1609,6 @@ public Mono<Response<BinaryData>> getAgentConversationResponseWithResponseAsync(
      *             }
      *         }
      *     }
-     *     metadata (Optional): {
-     *         String: String (Required)
-     *     }
      *     temperature: Double (Optional)
      *     created_at: Long (Optional)
      *     completed_at: Long (Optional)
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
index bd8467c1ba4af..0eda15791f90e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
@@ -124,6 +124,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeJsonField("code_configuration", this.codeConfiguration);
         jsonWriter.writeJsonField("telemetry_config", this.telemetryConfig);
         jsonWriter.writeJsonField("session_configuration", this.sessionConfiguration);
+        jsonWriter.writeBooleanField("enable_memory_snapshot", this.enableMemorySnapshot);
         return jsonWriter.writeEndObject();
     }
 
@@ -149,6 +150,7 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             CodeConfiguration codeConfiguration = null;
             TelemetryConfig telemetryConfig = null;
             SessionConfiguration sessionConfiguration = null;
+            Boolean enableMemorySnapshot = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
@@ -172,6 +174,8 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
                     telemetryConfig = TelemetryConfig.fromJson(reader);
                 } else if ("session_configuration".equals(fieldName)) {
                     sessionConfiguration = SessionConfiguration.fromJson(reader);
+                } else if ("enable_memory_snapshot".equals(fieldName)) {
+                    enableMemorySnapshot = reader.getNullable(JsonReader::getBoolean);
                 } else {
                     reader.skipChildren();
                 }
@@ -185,6 +189,7 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             deserializedHostedAgentDefinition.codeConfiguration = codeConfiguration;
             deserializedHostedAgentDefinition.telemetryConfig = telemetryConfig;
             deserializedHostedAgentDefinition.sessionConfiguration = sessionConfiguration;
+            deserializedHostedAgentDefinition.enableMemorySnapshot = enableMemorySnapshot;
             return deserializedHostedAgentDefinition;
         });
     }
@@ -350,4 +355,37 @@ public HostedAgentDefinition setSessionConfiguration(SessionConfiguration sessio
         this.sessionConfiguration = sessionConfiguration;
         return this;
     }
+
+    /*
+     * Whether this agent version uses memory snapshots. Sessions for a snapshot-enabled version start from a snapshot
+     * of the agent's initialized process rather than starting the process from its image. Defaults to false.
+     */
+    @Generated
+    private Boolean enableMemorySnapshot;
+
+    /**
+     * Get the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
+     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
+     * process from its image. Defaults to false.
+     *
+     * @return the enableMemorySnapshot value.
+     */
+    @Generated
+    public Boolean isEnableMemorySnapshot() {
+        return this.enableMemorySnapshot;
+    }
+
+    /**
+     * Set the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
+     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
+     * process from its image. Defaults to false.
+     *
+     * @param enableMemorySnapshot the enableMemorySnapshot value to set.
+     * @return the HostedAgentDefinition object itself.
+     */
+    @Generated
+    public HostedAgentDefinition setEnableMemorySnapshot(Boolean enableMemorySnapshot) {
+        this.enableMemorySnapshot = enableMemorySnapshot;
+        return this;
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java
index fd67fb9ad735a..d1bdce48b860e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java
@@ -16,7 +16,8 @@
 import java.util.Map;
 
 /**
- * An MCP tool available to a voice agent.
+ * An MCP tool available to a voice agent. Server endpoints use `server_url`; connector and tunnel identifiers are not
+ * supported.
  */
 @Fluent
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
@@ -92,7 +93,8 @@ public final class VoiceAgentMcpTool extends VoiceAgentTool {
     private Map<String, ToolConfig> toolConfigs;
 
     /*
-     * The URL for the MCP server.
+     * The URL for the MCP server. One of `server_url`, `connector_id`, or
+     * `tunnel_id` must be provided.
      */
     @Generated
     private String serverUrl;
@@ -339,7 +341,8 @@ public VoiceAgentMcpTool setToolConfigs(Map<String, ToolConfig> toolConfigs) {
     }
 
     /**
-     * Get the serverUrl property: The URL for the MCP server.
+     * Get the serverUrl property: The URL for the MCP server. One of `server_url`, `connector_id`, or
+     * `tunnel_id` must be provided.
      *
      * @return the serverUrl value.
      */
@@ -349,7 +352,8 @@ public String getServerUrl() {
     }
 
     /**
-     * Set the serverUrl property: The URL for the MCP server.
+     * Set the serverUrl property: The URL for the MCP server. One of `server_url`, `connector_id`, or
+     * `tunnel_id` must be provided.
      *
      * @param serverUrl the serverUrl value to set.
      * @return the VoiceAgentMcpTool object itself.
@@ -393,6 +397,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStartObject();
         jsonWriter.writeStringField("server_label", this.serverLabel);
         jsonWriter.writeStringField("type", this.type);
+        jsonWriter.writeStringField("server_url", this.serverUrl);
         jsonWriter.writeStringField("authorization", this.authorization);
         jsonWriter.writeStringField("server_description", this.serverDescription);
         jsonWriter.writeMapField("headers", this.headers, (writer, element) -> writer.writeString(element));
@@ -409,7 +414,6 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeBooleanField("defer_loading", this.deferLoading);
         jsonWriter.writeStringField("project_connection_id", this.projectConnectionId);
         jsonWriter.writeMapField("tool_configs", this.toolConfigs, (writer, element) -> writer.writeJson(element));
-        jsonWriter.writeStringField("server_url", this.serverUrl);
         jsonWriter.writeStringField("response_scheduling",
             this.responseScheduling == null ? null : this.responseScheduling.toString());
         return jsonWriter.writeEndObject();
@@ -429,6 +433,7 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
         return jsonReader.readObject(reader -> {
             String serverLabel = null;
             String type = "mcp";
+            String serverUrl = null;
             String authorization = null;
             String serverDescription = null;
             Map<String, String> headers = null;
@@ -438,7 +443,6 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
             Boolean deferLoading = null;
             String projectConnectionId = null;
             Map<String, ToolConfig> toolConfigs = null;
-            String serverUrl = null;
             VoiceAgentToolResponseScheduling responseScheduling = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
@@ -447,6 +451,8 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
                     serverLabel = reader.getString();
                 } else if ("type".equals(fieldName)) {
                     type = reader.getString();
+                } else if ("server_url".equals(fieldName)) {
+                    serverUrl = reader.getString();
                 } else if ("authorization".equals(fieldName)) {
                     authorization = reader.getString();
                 } else if ("server_description".equals(fieldName)) {
@@ -468,8 +474,6 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
                     projectConnectionId = reader.getString();
                 } else if ("tool_configs".equals(fieldName)) {
                     toolConfigs = reader.readMap(reader1 -> ToolConfig.fromJson(reader1));
-                } else if ("server_url".equals(fieldName)) {
-                    serverUrl = reader.getString();
                 } else if ("response_scheduling".equals(fieldName)) {
                     responseScheduling = VoiceAgentToolResponseScheduling.fromString(reader.getString());
                 } else {
@@ -478,6 +482,7 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
             }
             VoiceAgentMcpTool deserializedVoiceAgentMcpTool = new VoiceAgentMcpTool(serverLabel);
             deserializedVoiceAgentMcpTool.type = type;
+            deserializedVoiceAgentMcpTool.serverUrl = serverUrl;
             deserializedVoiceAgentMcpTool.authorization = authorization;
             deserializedVoiceAgentMcpTool.serverDescription = serverDescription;
             deserializedVoiceAgentMcpTool.headers = headers;
@@ -487,7 +492,6 @@ public static VoiceAgentMcpTool fromJson(JsonReader jsonReader) throws IOExcepti
             deserializedVoiceAgentMcpTool.deferLoading = deferLoading;
             deserializedVoiceAgentMcpTool.projectConnectionId = projectConnectionId;
             deserializedVoiceAgentMcpTool.toolConfigs = toolConfigs;
-            deserializedVoiceAgentMcpTool.serverUrl = serverUrl;
             deserializedVoiceAgentMcpTool.responseScheduling = responseScheduling;
             return deserializedVoiceAgentMcpTool;
         });
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java
index cacc2f40e82b7..1ca6dc1ac4134 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java
@@ -9,6 +9,7 @@
 import com.azure.core.annotation.Immutable;
 import com.azure.core.util.BinaryData;
 import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
 import com.azure.json.JsonToken;
 import com.azure.json.JsonWriter;
 import com.openai.models.realtime.RealtimeResponse.OutputModality;
@@ -24,7 +25,7 @@
  */
 @Immutable
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public final class VoiceAgentRealtimeResponse extends VoiceAgentRealtimeResponseBase {
+public final class VoiceAgentRealtimeResponse implements JsonSerializable<VoiceAgentRealtimeResponse> {
 
     /*
      * The audio configuration used by the live response, including flat voice provider, locale, and format fields under
@@ -34,7 +35,7 @@ public final class VoiceAgentRealtimeResponse extends VoiceAgentRealtimeResponse
     private VoiceResponseAudio audio;
 
     /*
-     * The items produced by the live response.
+     * The list of output items generated by the response.
      */
     @Generated
     private List<RealtimeConversationItem> output;
@@ -93,12 +94,6 @@ public final class VoiceAgentRealtimeResponse extends VoiceAgentRealtimeResponse
     @Generated
     private Status status;
 
-    /*
-     * The object type, must be `realtime.response`.
-     */
-    @Generated
-    private VoiceResponseBaseObject object;
-
     /*
      * The unique ID of the response, will look like `resp_1234`.
      */
@@ -124,7 +119,7 @@ public VoiceResponseAudio getAudio() {
     }
 
     /**
-     * Get the output property: The items produced by the live response.
+     * Get the output property: The list of output items generated by the response.
      *
      * @return the output value.
      */
@@ -139,7 +134,6 @@ public List<RealtimeConversationItem> getOutput() {
      *
      * @return the maxOutputTokens value.
      */
-    @Override
     BinaryData getMaxOutputTokens() {
         // AI Tooling: union type
         return this.maxOutputTokens;
@@ -154,7 +148,6 @@ BinaryData getMaxOutputTokens() {
      * @return the outputModalities value.
      */
     @Generated
-    @Override
     public List<OutputModality> getOutputModalities() {
         return this.outputModalities;
     }
@@ -170,7 +163,6 @@ public List<OutputModality> getOutputModalities() {
      * @return the conversationId value.
      */
     @Generated
-    @Override
     public String getConversationId() {
         return this.conversationId;
     }
@@ -184,7 +176,6 @@ public String getConversationId() {
      * @return the usage value.
      */
     @Generated
-    @Override
     public RealtimeResponseUsage getUsage() {
         return this.usage;
     }
@@ -195,7 +186,6 @@ public RealtimeResponseUsage getUsage() {
      * @return the metadata value.
      */
     @Generated
-    @Override
     public Map<String, String> getMetadata() {
         return this.metadata;
     }
@@ -206,7 +196,6 @@ public Map<String, String> getMetadata() {
      * @return the statusDetails value.
      */
     @Generated
-    @Override
     public RealtimeResponseStatus getStatusDetails() {
         return this.statusDetails;
     }
@@ -218,29 +207,16 @@ public RealtimeResponseStatus getStatusDetails() {
      * @return the status value.
      */
     @Generated
-    @Override
     public Status getStatus() {
         return this.status;
     }
 
-    /**
-     * Get the object property: The object type, must be `realtime.response`.
-     *
-     * @return the object value.
-     */
-    @Generated
-    @Override
-    public VoiceResponseBaseObject getObject() {
-        return this.object;
-    }
-
     /**
      * Get the id property: The unique ID of the response, will look like `resp_1234`.
      *
      * @return the id value.
      */
     @Generated
-    @Override
     public String getId() {
         return this.id;
     }
@@ -252,7 +228,7 @@ public String getId() {
     public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStartObject();
         jsonWriter.writeStringField("id", getId());
-        jsonWriter.writeStringField("object", getObject() == null ? null : getObject().toString());
+        jsonWriter.writeStringField("object", getObjectType() == null ? null : getObjectType().toString());
         jsonWriter.writeStringField("status", getStatus() == null ? null : getStatus().asString());
         // AI Tooling: openai-java de-dup
         if (getStatusDetails() != null) {
@@ -294,8 +270,8 @@ public static VoiceAgentRealtimeResponse fromJson(JsonReader jsonReader) throws
                 if ("id".equals(fieldName)) {
                     deserializedVoiceAgentRealtimeResponse.id = reader.getString();
                 } else if ("object".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponse.object
-                        = VoiceResponseBaseObject.fromString(reader.getString());
+                    deserializedVoiceAgentRealtimeResponse.objectType
+                        = VoiceResponseObjectType.fromString(reader.getString());
                 } else if ("status".equals(fieldName)) {
                     deserializedVoiceAgentRealtimeResponse.status = reader.getNullable(r -> Status.of(r.getString()));
                 } else if ("status_details".equals(fieldName)) {
@@ -334,4 +310,56 @@ public static VoiceAgentRealtimeResponse fromJson(JsonReader jsonReader) throws
             return deserializedVoiceAgentRealtimeResponse;
         });
     }
+
+    /*
+     * The object type, must be `realtime.response`.
+     */
+    @Generated
+    private VoiceResponseObjectType objectType;
+
+    /**
+     * Get the objectType property: The object type, must be `realtime.response`.
+     *
+     * @return the objectType value.
+     */
+    @Generated
+    public VoiceResponseObjectType getObjectType() {
+        return this.objectType;
+    }
+
+    /**
+     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
+     * tool calls, that was used in this response.
+     *
+     * @return the maxOutputTokens value as a Long, or {@code null} when it is not set or holds another variant.
+     */
+    public Long getMaxOutputTokensAsLong() {
+        // AI Tooling: union type
+        if (this.maxOutputTokens == null) {
+            return null;
+        }
+        String json = this.maxOutputTokens.toString().trim();
+        if (!(!json.isEmpty() && (Character.isDigit(json.charAt(0)) || json.charAt(0) == '-'))) {
+            return null;
+        }
+        return this.maxOutputTokens.toObject(Long.class);
+    }
+
+    /**
+     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
+     * tool calls, that was used in this response.
+     *
+     * @return the maxOutputTokens value as a String, or {@code null} when it is not set or holds another variant.
+     */
+    public String getMaxOutputTokensAsString() {
+        // AI Tooling: union type
+        if (this.maxOutputTokens == null) {
+            return null;
+        }
+        String json = this.maxOutputTokens.toString().trim();
+        if (!(json.startsWith("\""))) {
+            return null;
+        }
+        return this.maxOutputTokens.toObject(String.class);
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBase.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBase.java
deleted file mode 100644
index b72a564ac9cb1..0000000000000
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBase.java
+++ /dev/null
@@ -1,448 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT License.
-// Code generated by Microsoft (R) TypeSpec Code Generator.
-package com.azure.ai.agents.models;
-
-import com.azure.ai.agents.implementation.OpenAIJsonHelper;
-import com.azure.ai.agents.implementation.utils.Beta;
-import com.azure.core.annotation.Generated;
-import com.azure.core.annotation.Immutable;
-import com.azure.core.util.BinaryData;
-import com.azure.json.JsonReader;
-import com.azure.json.JsonSerializable;
-import com.azure.json.JsonToken;
-import com.azure.json.JsonWriter;
-import com.openai.models.realtime.RealtimeResponse.OutputModality;
-import com.openai.models.realtime.RealtimeResponse.Status;
-import com.openai.models.realtime.RealtimeResponseStatus;
-import com.openai.models.realtime.RealtimeResponseUsage;
-import java.io.IOException;
-import java.util.List;
-import java.util.Map;
-
-/**
- * Properties shared by realtime responses returned by the voice-agent service.
- */
-@Immutable
-@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public class VoiceAgentRealtimeResponseBase implements JsonSerializable<VoiceAgentRealtimeResponseBase> {
-
-    /*
-     * The unique ID of the response, will look like `resp_1234`.
-     */
-    @Generated
-    private String id;
-
-    /*
-     * The object type, must be `realtime.response`.
-     */
-    @Generated
-    private VoiceResponseBaseObject object;
-
-    /*
-     * The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     */
-    @Generated
-    private Status status;
-
-    /*
-     * Additional details about the status.
-     */
-    @Generated
-    private RealtimeResponseStatus statusDetails;
-
-    /*
-     * The metadata property.
-     */
-    @Generated
-    private Map<String, String> metadata;
-
-    /*
-     * Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     */
-    @Generated
-    private RealtimeResponseUsage usage;
-
-    /*
-     * Which conversation the response is added to, determined by the `conversation`
-     * field in the `response.create` event. If `auto`, the response will be added to
-     * the default conversation and the value of `conversation_id` will be an id like
-     * `conv_1234`. If `none`, the response will not be added to any conversation and
-     * the value of `conversation_id` will be `null`. If responses are being triggered
-     * automatically by VAD the response will be added to the default conversation
-     */
-    @Generated
-    private String conversationId;
-
-    /*
-     * The set of modalities the model used to respond, currently the only possible values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     */
-    @Generated
-    private List<OutputModality> outputModalities;
-
-    /*
-     * Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     */
-    @Generated
-    private BinaryData maxOutputTokens;
-
-    /**
-     * Creates an instance of VoiceAgentRealtimeResponseBase class.
-     */
-    @Generated
-    protected VoiceAgentRealtimeResponseBase() {
-    }
-
-    /**
-     * Get the id property: The unique ID of the response, will look like `resp_1234`.
-     *
-     * @return the id value.
-     */
-    @Generated
-    public String getId() {
-        return this.id;
-    }
-
-    /**
-     * Set the id property: The unique ID of the response, will look like `resp_1234`.
-     *
-     * @param id the id value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setId(String id) {
-        this.id = id;
-        return this;
-    }
-
-    /**
-     * Get the object property: The object type, must be `realtime.response`.
-     *
-     * @return the object value.
-     */
-    @Generated
-    public VoiceResponseBaseObject getObject() {
-        return this.object;
-    }
-
-    /**
-     * Get the status property: The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     *
-     * @return the status value.
-     */
-    @Generated
-    public Status getStatus() {
-        return this.status;
-    }
-
-    /**
-     * Get the statusDetails property: Additional details about the status.
-     *
-     * @return the statusDetails value.
-     */
-    @Generated
-    public RealtimeResponseStatus getStatusDetails() {
-        return this.statusDetails;
-    }
-
-    /**
-     * Set the statusDetails property: Additional details about the status.
-     *
-     * @param statusDetails the statusDetails value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setStatusDetails(RealtimeResponseStatus statusDetails) {
-        this.statusDetails = statusDetails;
-        return this;
-    }
-
-    /**
-     * Get the metadata property: The metadata property.
-     *
-     * @return the metadata value.
-     */
-    @Generated
-    public Map<String, String> getMetadata() {
-        return this.metadata;
-    }
-
-    /**
-     * Set the metadata property: The metadata property.
-     *
-     * @param metadata the metadata value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setMetadata(Map<String, String> metadata) {
-        this.metadata = metadata;
-        return this;
-    }
-
-    /**
-     * Get the usage property: Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     *
-     * @return the usage value.
-     */
-    @Generated
-    public RealtimeResponseUsage getUsage() {
-        return this.usage;
-    }
-
-    /**
-     * Set the usage property: Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     *
-     * @param usage the usage value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setUsage(RealtimeResponseUsage usage) {
-        this.usage = usage;
-        return this;
-    }
-
-    /**
-     * Get the conversationId property: Which conversation the response is added to, determined by the `conversation`
-     * field in the `response.create` event. If `auto`, the response will be added to
-     * the default conversation and the value of `conversation_id` will be an id like
-     * `conv_1234`. If `none`, the response will not be added to any conversation and
-     * the value of `conversation_id` will be `null`. If responses are being triggered
-     * automatically by VAD the response will be added to the default conversation.
-     *
-     * @return the conversationId value.
-     */
-    @Generated
-    public String getConversationId() {
-        return this.conversationId;
-    }
-
-    /**
-     * Set the conversationId property: Which conversation the response is added to, determined by the `conversation`
-     * field in the `response.create` event. If `auto`, the response will be added to
-     * the default conversation and the value of `conversation_id` will be an id like
-     * `conv_1234`. If `none`, the response will not be added to any conversation and
-     * the value of `conversation_id` will be `null`. If responses are being triggered
-     * automatically by VAD the response will be added to the default conversation.
-     *
-     * @param conversationId the conversationId value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setConversationId(String conversationId) {
-        this.conversationId = conversationId;
-        return this;
-    }
-
-    /**
-     * Get the outputModalities property: The set of modalities the model used to respond, currently the only possible
-     * values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     *
-     * @return the outputModalities value.
-     */
-    @Generated
-    public List<OutputModality> getOutputModalities() {
-        return this.outputModalities;
-    }
-
-    /**
-     * Set the outputModalities property: The set of modalities the model used to respond, currently the only possible
-     * values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     *
-     * @param outputModalities the outputModalities value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setOutputModalities(List<OutputModality> outputModalities) {
-        this.outputModalities = outputModalities;
-        return this;
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value.
-     */
-    BinaryData getMaxOutputTokens() {
-        // AI Tooling: union type
-        return this.maxOutputTokens;
-    }
-
-    /**
-     * Set the maxOutputTokens property: Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     *
-     * @param maxOutputTokens the maxOutputTokens value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    VoiceAgentRealtimeResponseBase setMaxOutputTokens(BinaryData maxOutputTokens) {
-        // AI Tooling: union type
-        this.maxOutputTokens = maxOutputTokens;
-        return this;
-    }
-
-    /**
-     * {@inheritDoc}
-     */
-    @Override
-    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
-        jsonWriter.writeStartObject();
-        jsonWriter.writeStringField("id", this.id);
-        jsonWriter.writeStringField("object", this.object == null ? null : this.object.toString());
-        jsonWriter.writeStringField("status", this.status == null ? null : this.status.asString());
-        // AI Tooling: openai-java de-dup
-        if (this.statusDetails != null) {
-            jsonWriter.writeFieldName("status_details");
-            OpenAIJsonHelper.toBinaryData(this.statusDetails).writeTo(jsonWriter);
-        }
-        jsonWriter.writeMapField("metadata", this.metadata, (writer, element) -> writer.writeString(element));
-        if (this.usage != null) {
-            jsonWriter.writeFieldName("usage");
-            OpenAIJsonHelper.toBinaryData(this.usage).writeTo(jsonWriter);
-        }
-        jsonWriter.writeStringField("conversation_id", this.conversationId);
-        jsonWriter.writeArrayField("output_modalities", this.outputModalities,
-            (writer, element) -> writer.writeString(element == null ? null : element.toString()));
-        if (this.maxOutputTokens != null) {
-            jsonWriter.writeFieldName("max_output_tokens");
-            this.maxOutputTokens.writeTo(jsonWriter);
-        }
-        return jsonWriter.writeEndObject();
-    }
-
-    /**
-     * Reads an instance of VoiceAgentRealtimeResponseBase from the JsonReader.
-     *
-     * @param jsonReader The JsonReader being read.
-     * @return An instance of VoiceAgentRealtimeResponseBase if the JsonReader was pointing to an instance of it, or
-     * null if it was pointing to JSON null.
-     * @throws IOException If an error occurs while reading the VoiceAgentRealtimeResponseBase.
-     */
-    public static VoiceAgentRealtimeResponseBase fromJson(JsonReader jsonReader) throws IOException {
-        // AI Tooling: openai-java de-dup
-        return jsonReader.readObject(reader -> {
-            VoiceAgentRealtimeResponseBase deserializedVoiceAgentRealtimeResponseBase
-                = new VoiceAgentRealtimeResponseBase();
-            while (reader.nextToken() != JsonToken.END_OBJECT) {
-                String fieldName = reader.getFieldName();
-                reader.nextToken();
-                if ("id".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponseBase.id = reader.getString();
-                } else if ("object".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponseBase.object
-                        = VoiceResponseBaseObject.fromString(reader.getString());
-                } else if ("status".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponseBase.status
-                        = reader.getNullable(r -> Status.of(r.getString()));
-                } else if ("status_details".equals(fieldName)) {
-                    // AI Tooling: openai-java de-dup
-                    BinaryData statusDetailsData
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                    deserializedVoiceAgentRealtimeResponseBase.statusDetails
-                        = OpenAIJsonHelper.fromBinaryData(statusDetailsData, RealtimeResponseStatus.class);
-                } else if ("metadata".equals(fieldName)) {
-                    Map<String, String> metadata = reader.readMap(reader1 -> reader1.getString());
-                    deserializedVoiceAgentRealtimeResponseBase.metadata = metadata;
-                } else if ("usage".equals(fieldName)) {
-                    BinaryData usageData
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                    deserializedVoiceAgentRealtimeResponseBase.usage
-                        = OpenAIJsonHelper.fromBinaryData(usageData, RealtimeResponseUsage.class);
-                } else if ("conversation_id".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponseBase.conversationId = reader.getString();
-                } else if ("output_modalities".equals(fieldName)) {
-                    List<OutputModality> outputModalities
-                        = reader.readArray(reader1 -> reader1.getNullable(r -> OutputModality.of(r.getString())));
-                    deserializedVoiceAgentRealtimeResponseBase.outputModalities = outputModalities;
-                } else if ("max_output_tokens".equals(fieldName)) {
-                    deserializedVoiceAgentRealtimeResponseBase.maxOutputTokens
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                } else {
-                    reader.skipChildren();
-                }
-            }
-            return deserializedVoiceAgentRealtimeResponseBase;
-        });
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
-     * tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value as a Long, or {@code null} when it is not set or holds another variant.
-     */
-    public final Long getMaxOutputTokensAsLong() {
-        // AI Tooling: union type
-        BinaryData value = getMaxOutputTokens();
-        if (value == null) {
-            return null;
-        }
-        String json = value.toString().trim();
-        if (!(!json.isEmpty() && (Character.isDigit(json.charAt(0)) || json.charAt(0) == '-'))) {
-            return null;
-        }
-        return value.toObject(Long.class);
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
-     * tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value as a String, or {@code null} when it is not set or holds another variant.
-     */
-    public final String getMaxOutputTokensAsString() {
-        // AI Tooling: union type
-        BinaryData value = getMaxOutputTokens();
-        if (value == null) {
-            return null;
-        }
-        String json = value.toString().trim();
-        if (!(json.startsWith("\""))) {
-            return null;
-        }
-        return value.toObject(String.class);
-    }
-
-    /**
-     * Set the status property: The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     *
-     * @param status the status value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setStatus(Status status) {
-        this.status = status;
-        return this;
-    }
-
-    /**
-     * Set the object property: The object type, must be `realtime.response`.
-     *
-     * @param object the object value to set.
-     * @return the VoiceAgentRealtimeResponseBase object itself.
-     */
-    @Generated
-    VoiceAgentRealtimeResponseBase setObject(VoiceResponseBaseObject object) {
-        this.object = object;
-        return this;
-    }
-}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java
index c30faf835d5b9..42c2e67b88a05 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java
@@ -106,7 +106,11 @@ public final class VoiceAgentResponseCreateOptions implements JsonSerializable<V
     private VoiceAgentResponseAudioConfig audio;
 
     /*
-     * Conversation items used as inline response input.
+     * Input items to include in the prompt for the model. Using this field
+     * creates a new context for this Response instead of using the default
+     * conversation. An empty array `[]` will clear the context for this Response.
+     * Note that this can include references to items that previously appeared in the session
+     * using their id.
      */
     @Generated
     private List<RealtimeConversationItem> input;
@@ -391,7 +395,11 @@ public VoiceAgentResponseCreateOptions setAudio(VoiceAgentResponseAudioConfig au
     }
 
     /**
-     * Get the input property: Conversation items used as inline response input.
+     * Get the input property: Input items to include in the prompt for the model. Using this field
+     * creates a new context for this Response instead of using the default
+     * conversation. An empty array `[]` will clear the context for this Response.
+     * Note that this can include references to items that previously appeared in the session
+     * using their id.
      *
      * @return the input value.
      */
@@ -401,7 +409,11 @@ public List<RealtimeConversationItem> getInput() {
     }
 
     /**
-     * Set the input property: Conversation items used as inline response input.
+     * Set the input property: Input items to include in the prompt for the model. Using this field
+     * creates a new context for this Response instead of using the default
+     * conversation. An empty array `[]` will clear the context for this Response.
+     * Note that this can include references to items that previously appeared in the session
+     * using their id.
      *
      * @param input the input value to set.
      * @return the VoiceAgentResponseCreateOptions object itself.
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponse.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponse.java
index 7bcbb1974e6fa..7af0690d0fada 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponse.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponse.java
@@ -9,6 +9,7 @@
 import com.azure.core.annotation.Immutable;
 import com.azure.core.util.BinaryData;
 import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
 import com.azure.json.JsonToken;
 import com.azure.json.JsonWriter;
 import com.openai.models.realtime.RealtimeResponse.OutputModality;
@@ -31,28 +32,30 @@
  */
 @Immutable
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public final class VoiceResponse extends VoiceResponseBase {
+public final class VoiceResponse implements JsonSerializable<VoiceResponse> {
 
     /*
-     * The unique id of the response.
+     * The unique ID of the response, will look like `resp_1234`.
      */
     @Generated
-    private final String id;
+    private String id;
 
     /*
-     * The output items produced by the response. May be omitted in list results; retrieve the full response (GET
-     * .../responses/{response_id}) or use the paged response-items route (GET .../responses/{response_id}/items) for
-     * its output items. Each item's `response_id` also links it back to this response in the conversation-level items
-     * list.
+     * The list of output items generated by the response.
      */
     @Generated
     private List<RealtimeConversationItem> output;
 
     /*
-     * The id of the conversation this response belongs to.
+     * Which conversation the response is added to, determined by the `conversation`
+     * field in the `response.create` event. If `auto`, the response will be added to
+     * the default conversation and the value of `conversation_id` will be an id like
+     * `conv_1234`. If `none`, the response will not be added to any conversation and
+     * the value of `conversation_id` will be `null`. If responses are being triggered
+     * automatically by VAD the response will be added to the default conversation
      */
     @Generated
-    private final String conversationId;
+    private String conversationId;
 
     /*
      * The audio configuration used for the response, including the voice and audio format used for output.
@@ -61,7 +64,7 @@ public final class VoiceResponse extends VoiceResponseBase {
     private VoiceResponseAudio audio;
 
     /*
-     * A set of key-value pairs attached to the response.
+     * The metadata property.
      */
     @Generated
     private Map<String, String> metadata;
@@ -121,26 +124,8 @@ public final class VoiceResponse extends VoiceResponseBase {
     @Generated
     private Status status;
 
-    /*
-     * The object type, must be `realtime.response`.
-     */
-    @Generated
-    private VoiceResponseBaseObject object;
-
-    /**
-     * Creates an instance of VoiceResponse class.
-     *
-     * @param id the id value to set.
-     * @param conversationId the conversationId value to set.
-     */
-    @Generated
-    private VoiceResponse(String id, String conversationId) {
-        this.id = id;
-        this.conversationId = conversationId;
-    }
-
     /**
-     * Get the id property: The unique id of the response.
+     * Get the id property: The unique ID of the response, will look like `resp_1234`.
      *
      * @return the id value.
      */
@@ -150,10 +135,7 @@ public String getId() {
     }
 
     /**
-     * Get the output property: The output items produced by the response. May be omitted in list results; retrieve the
-     * full response (GET .../responses/{response_id}) or use the paged response-items route (GET
-     * .../responses/{response_id}/items) for its output items. Each item's `response_id` also links it back to this
-     * response in the conversation-level items list.
+     * Get the output property: The list of output items generated by the response.
      *
      * @return the output value.
      */
@@ -163,7 +145,12 @@ public List<RealtimeConversationItem> getOutput() {
     }
 
     /**
-     * Get the conversationId property: The id of the conversation this response belongs to.
+     * Get the conversationId property: Which conversation the response is added to, determined by the `conversation`
+     * field in the `response.create` event. If `auto`, the response will be added to
+     * the default conversation and the value of `conversation_id` will be an id like
+     * `conv_1234`. If `none`, the response will not be added to any conversation and
+     * the value of `conversation_id` will be `null`. If responses are being triggered
+     * automatically by VAD the response will be added to the default conversation.
      *
      * @return the conversationId value.
      */
@@ -184,7 +171,7 @@ public VoiceResponseAudio getAudio() {
     }
 
     /**
-     * Get the metadata property: A set of key-value pairs attached to the response.
+     * Get the metadata property: The metadata property.
      *
      * @return the metadata value.
      */
@@ -235,7 +222,6 @@ public OffsetDateTime getCompletedAt() {
      *
      * @return the maxOutputTokens value.
      */
-    @Override
     BinaryData getMaxOutputTokens() {
         // AI Tooling: union type
         return this.maxOutputTokens;
@@ -250,7 +236,6 @@ BinaryData getMaxOutputTokens() {
      * @return the outputModalities value.
      */
     @Generated
-    @Override
     public List<OutputModality> getOutputModalities() {
         return this.outputModalities;
     }
@@ -264,7 +249,6 @@ public List<OutputModality> getOutputModalities() {
      * @return the usage value.
      */
     @Generated
-    @Override
     public RealtimeResponseUsage getUsage() {
         return this.usage;
     }
@@ -275,7 +259,6 @@ public RealtimeResponseUsage getUsage() {
      * @return the statusDetails value.
      */
     @Generated
-    @Override
     public RealtimeResponseStatus getStatusDetails() {
         return this.statusDetails;
     }
@@ -287,29 +270,17 @@ public RealtimeResponseStatus getStatusDetails() {
      * @return the status value.
      */
     @Generated
-    @Override
     public Status getStatus() {
         return this.status;
     }
 
-    /**
-     * Get the object property: The object type, must be `realtime.response`.
-     *
-     * @return the object value.
-     */
-    @Generated
-    @Override
-    public VoiceResponseBaseObject getObject() {
-        return this.object;
-    }
-
     /**
      * {@inheritDoc}
      */
     @Override
     public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStartObject();
-        jsonWriter.writeStringField("object", getObject() == null ? null : getObject().toString());
+        jsonWriter.writeStringField("object", getObjectType() == null ? null : getObjectType().toString());
         jsonWriter.writeStringField("status", getStatus() == null ? null : getStatus().asString());
         // AI Tooling: openai-java de-dup
         if (getStatusDetails() != null) {
@@ -343,13 +314,12 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
      * @param jsonReader The JsonReader being read.
      * @return An instance of VoiceResponse if the JsonReader was pointing to an instance of it, or null if it was
      * pointing to JSON null.
-     * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
      * @throws IOException If an error occurs while reading the VoiceResponse.
      */
     public static VoiceResponse fromJson(JsonReader jsonReader) throws IOException {
         // AI Tooling: openai-java de-dup
         return jsonReader.readObject(reader -> {
-            VoiceResponseBaseObject object = null;
+            VoiceResponseObjectType objectType = null;
             Status status = null;
             RealtimeResponseStatus statusDetails = null;
             RealtimeResponseUsage usage = null;
@@ -367,7 +337,7 @@ public static VoiceResponse fromJson(JsonReader jsonReader) throws IOException {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
                 if ("object".equals(fieldName)) {
-                    object = VoiceResponseBaseObject.fromString(reader.getString());
+                    objectType = VoiceResponseObjectType.fromString(reader.getString());
                 } else if ("status".equals(fieldName)) {
                     status = reader.getNullable(r -> Status.of(r.getString()));
                 } else if ("status_details".equals(fieldName)) {
@@ -405,8 +375,10 @@ public static VoiceResponse fromJson(JsonReader jsonReader) throws IOException {
                     reader.skipChildren();
                 }
             }
-            VoiceResponse deserializedVoiceResponse = new VoiceResponse(id, conversationId);
-            deserializedVoiceResponse.object = object;
+            VoiceResponse deserializedVoiceResponse = new VoiceResponse();
+            deserializedVoiceResponse.id = id;
+            deserializedVoiceResponse.conversationId = conversationId;
+            deserializedVoiceResponse.objectType = objectType;
             deserializedVoiceResponse.status = status;
             deserializedVoiceResponse.statusDetails = statusDetails;
             deserializedVoiceResponse.usage = usage;
@@ -421,4 +393,63 @@ public static VoiceResponse fromJson(JsonReader jsonReader) throws IOException {
             return deserializedVoiceResponse;
         });
     }
+
+    /**
+     * Creates an instance of VoiceResponse class.
+     */
+    @Generated
+    private VoiceResponse() {
+    }
+
+    /*
+     * The object type, must be `realtime.response`.
+     */
+    @Generated
+    private VoiceResponseObjectType objectType;
+
+    /**
+     * Get the objectType property: The object type, must be `realtime.response`.
+     *
+     * @return the objectType value.
+     */
+    @Generated
+    public VoiceResponseObjectType getObjectType() {
+        return this.objectType;
+    }
+
+    /**
+     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
+     * tool calls, that was used in this response.
+     *
+     * @return the maxOutputTokens value as a Long, or {@code null} when it is not set or holds another variant.
+     */
+    public Long getMaxOutputTokensAsLong() {
+        // AI Tooling: union type
+        if (this.maxOutputTokens == null) {
+            return null;
+        }
+        String json = this.maxOutputTokens.toString().trim();
+        if (!(!json.isEmpty() && (Character.isDigit(json.charAt(0)) || json.charAt(0) == '-'))) {
+            return null;
+        }
+        return this.maxOutputTokens.toObject(Long.class);
+    }
+
+    /**
+     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
+     * tool calls, that was used in this response.
+     *
+     * @return the maxOutputTokens value as a String, or {@code null} when it is not set or holds another variant.
+     */
+    public String getMaxOutputTokensAsString() {
+        // AI Tooling: union type
+        if (this.maxOutputTokens == null) {
+            return null;
+        }
+        String json = this.maxOutputTokens.toString().trim();
+        if (!(json.startsWith("\""))) {
+            return null;
+        }
+        return this.maxOutputTokens.toObject(String.class);
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBase.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBase.java
deleted file mode 100644
index 6814a702b14cd..0000000000000
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBase.java
+++ /dev/null
@@ -1,335 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT License.
-// Code generated by Microsoft (R) TypeSpec Code Generator.
-package com.azure.ai.agents.models;
-
-import com.azure.ai.agents.implementation.OpenAIJsonHelper;
-import com.azure.ai.agents.implementation.utils.Beta;
-import com.azure.core.annotation.Generated;
-import com.azure.core.annotation.Immutable;
-import com.azure.core.util.BinaryData;
-import com.azure.json.JsonReader;
-import com.azure.json.JsonSerializable;
-import com.azure.json.JsonToken;
-import com.azure.json.JsonWriter;
-import com.openai.models.realtime.RealtimeResponse.OutputModality;
-import com.openai.models.realtime.RealtimeResponse.Status;
-import com.openai.models.realtime.RealtimeResponseStatus;
-import com.openai.models.realtime.RealtimeResponseUsage;
-import java.io.IOException;
-import java.util.List;
-
-/**
- * Properties shared by persisted voice responses.
- */
-@Immutable
-@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
-public class VoiceResponseBase implements JsonSerializable<VoiceResponseBase> {
-
-    /*
-     * The object type, must be `realtime.response`.
-     */
-    @Generated
-    private VoiceResponseBaseObject object;
-
-    /*
-     * The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     */
-    @Generated
-    private Status status;
-
-    /*
-     * Additional details about the status.
-     */
-    @Generated
-    private RealtimeResponseStatus statusDetails;
-
-    /*
-     * Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     */
-    @Generated
-    private RealtimeResponseUsage usage;
-
-    /*
-     * The set of modalities the model used to respond, currently the only possible values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     */
-    @Generated
-    private List<OutputModality> outputModalities;
-
-    /*
-     * Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     */
-    @Generated
-    private BinaryData maxOutputTokens;
-
-    /**
-     * Creates an instance of VoiceResponseBase class.
-     */
-    @Generated
-    protected VoiceResponseBase() {
-    }
-
-    /**
-     * Get the object property: The object type, must be `realtime.response`.
-     *
-     * @return the object value.
-     */
-    @Generated
-    public VoiceResponseBaseObject getObject() {
-        return this.object;
-    }
-
-    /**
-     * Get the status property: The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     *
-     * @return the status value.
-     */
-    @Generated
-    public Status getStatus() {
-        return this.status;
-    }
-
-    /**
-     * Get the statusDetails property: Additional details about the status.
-     *
-     * @return the statusDetails value.
-     */
-    @Generated
-    public RealtimeResponseStatus getStatusDetails() {
-        return this.statusDetails;
-    }
-
-    /**
-     * Set the statusDetails property: Additional details about the status.
-     *
-     * @param statusDetails the statusDetails value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    @Generated
-    VoiceResponseBase setStatusDetails(RealtimeResponseStatus statusDetails) {
-        this.statusDetails = statusDetails;
-        return this;
-    }
-
-    /**
-     * Get the usage property: Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     *
-     * @return the usage value.
-     */
-    @Generated
-    public RealtimeResponseUsage getUsage() {
-        return this.usage;
-    }
-
-    /**
-     * Set the usage property: Usage statistics for the Response, this will correspond to billing. A
-     * Realtime API session will maintain a conversation context and append new
-     * Items to the Conversation, thus output from previous turns (text and
-     * audio tokens) will become the input for later turns.
-     *
-     * @param usage the usage value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    @Generated
-    VoiceResponseBase setUsage(RealtimeResponseUsage usage) {
-        this.usage = usage;
-        return this;
-    }
-
-    /**
-     * Get the outputModalities property: The set of modalities the model used to respond, currently the only possible
-     * values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     *
-     * @return the outputModalities value.
-     */
-    @Generated
-    public List<OutputModality> getOutputModalities() {
-        return this.outputModalities;
-    }
-
-    /**
-     * Set the outputModalities property: The set of modalities the model used to respond, currently the only possible
-     * values are
-     * `[\"audio\"]`, `[\"text\"]`. Audio output always include a text transcript. Setting the
-     * output to mode `text` will disable audio output from the model.
-     *
-     * @param outputModalities the outputModalities value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    @Generated
-    VoiceResponseBase setOutputModalities(List<OutputModality> outputModalities) {
-        this.outputModalities = outputModalities;
-        return this;
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value.
-     */
-    BinaryData getMaxOutputTokens() {
-        // AI Tooling: union type
-        return this.maxOutputTokens;
-    }
-
-    /**
-     * Set the maxOutputTokens property: Maximum number of output tokens for a single assistant response,
-     * inclusive of tool calls, that was used in this response.
-     *
-     * @param maxOutputTokens the maxOutputTokens value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    VoiceResponseBase setMaxOutputTokens(BinaryData maxOutputTokens) {
-        // AI Tooling: union type
-        this.maxOutputTokens = maxOutputTokens;
-        return this;
-    }
-
-    /**
-     * {@inheritDoc}
-     */
-    @Override
-    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
-        jsonWriter.writeStartObject();
-        jsonWriter.writeStringField("object", this.object == null ? null : this.object.toString());
-        jsonWriter.writeStringField("status", this.status == null ? null : this.status.asString());
-        // AI Tooling: openai-java de-dup
-        if (this.statusDetails != null) {
-            jsonWriter.writeFieldName("status_details");
-            OpenAIJsonHelper.toBinaryData(this.statusDetails).writeTo(jsonWriter);
-        }
-        if (this.usage != null) {
-            jsonWriter.writeFieldName("usage");
-            OpenAIJsonHelper.toBinaryData(this.usage).writeTo(jsonWriter);
-        }
-        jsonWriter.writeArrayField("output_modalities", this.outputModalities,
-            (writer, element) -> writer.writeString(element == null ? null : element.toString()));
-        if (this.maxOutputTokens != null) {
-            jsonWriter.writeFieldName("max_output_tokens");
-            this.maxOutputTokens.writeTo(jsonWriter);
-        }
-        return jsonWriter.writeEndObject();
-    }
-
-    /**
-     * Reads an instance of VoiceResponseBase from the JsonReader.
-     *
-     * @param jsonReader The JsonReader being read.
-     * @return An instance of VoiceResponseBase if the JsonReader was pointing to an instance of it, or null if it was
-     * pointing to JSON null.
-     * @throws IOException If an error occurs while reading the VoiceResponseBase.
-     */
-    public static VoiceResponseBase fromJson(JsonReader jsonReader) throws IOException {
-        // AI Tooling: openai-java de-dup
-        return jsonReader.readObject(reader -> {
-            VoiceResponseBase deserializedVoiceResponseBase = new VoiceResponseBase();
-            while (reader.nextToken() != JsonToken.END_OBJECT) {
-                String fieldName = reader.getFieldName();
-                reader.nextToken();
-                if ("object".equals(fieldName)) {
-                    deserializedVoiceResponseBase.object = VoiceResponseBaseObject.fromString(reader.getString());
-                } else if ("status".equals(fieldName)) {
-                    deserializedVoiceResponseBase.status = reader.getNullable(r -> Status.of(r.getString()));
-                } else if ("status_details".equals(fieldName)) {
-                    // AI Tooling: openai-java de-dup
-                    BinaryData statusDetailsData
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                    deserializedVoiceResponseBase.statusDetails
-                        = OpenAIJsonHelper.fromBinaryData(statusDetailsData, RealtimeResponseStatus.class);
-                } else if ("usage".equals(fieldName)) {
-                    BinaryData usageData
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                    deserializedVoiceResponseBase.usage
-                        = OpenAIJsonHelper.fromBinaryData(usageData, RealtimeResponseUsage.class);
-                } else if ("output_modalities".equals(fieldName)) {
-                    List<OutputModality> outputModalities
-                        = reader.readArray(reader1 -> reader1.getNullable(r -> OutputModality.of(r.getString())));
-                    deserializedVoiceResponseBase.outputModalities = outputModalities;
-                } else if ("max_output_tokens".equals(fieldName)) {
-                    deserializedVoiceResponseBase.maxOutputTokens
-                        = reader.getNullable(nonNullReader -> BinaryData.fromObject(nonNullReader.readUntyped()));
-                } else {
-                    reader.skipChildren();
-                }
-            }
-            return deserializedVoiceResponseBase;
-        });
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
-     * tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value as a Long, or {@code null} when it is not set or holds another variant.
-     */
-    public final Long getMaxOutputTokensAsLong() {
-        // AI Tooling: union type
-        BinaryData value = getMaxOutputTokens();
-        if (value == null) {
-            return null;
-        }
-        String json = value.toString().trim();
-        if (!(!json.isEmpty() && (Character.isDigit(json.charAt(0)) || json.charAt(0) == '-'))) {
-            return null;
-        }
-        return value.toObject(Long.class);
-    }
-
-    /**
-     * Get the maxOutputTokens property: Maximum number of output tokens for a single assistant response, inclusive of
-     * tool calls, that was used in this response.
-     *
-     * @return the maxOutputTokens value as a String, or {@code null} when it is not set or holds another variant.
-     */
-    public final String getMaxOutputTokensAsString() {
-        // AI Tooling: union type
-        BinaryData value = getMaxOutputTokens();
-        if (value == null) {
-            return null;
-        }
-        String json = value.toString().trim();
-        if (!(json.startsWith("\""))) {
-            return null;
-        }
-        return value.toObject(String.class);
-    }
-
-    /**
-     * Set the status property: The final status of the response (`completed`, `cancelled`, `failed`, or
-     * `incomplete`, `in_progress`).
-     *
-     * @param status the status value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    @Generated
-    VoiceResponseBase setStatus(Status status) {
-        this.status = status;
-        return this;
-    }
-
-    /**
-     * Set the object property: The object type, must be `realtime.response`.
-     *
-     * @param object the object value to set.
-     * @return the VoiceResponseBase object itself.
-     */
-    @Generated
-    VoiceResponseBase setObject(VoiceResponseBaseObject object) {
-        this.object = object;
-        return this;
-    }
-}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBaseObject.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java
similarity index 64%
rename from sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBaseObject.java
rename to sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java
index 1330efb9a5d9f..bbb0f06d6c1be 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseBaseObject.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java
@@ -6,10 +6,10 @@
 import com.azure.ai.agents.implementation.utils.Beta;
 
 /**
- * Defines values for VoiceResponseBaseObject.
+ * Defines values for VoiceResponseObjectType.
  */
 @Beta(warningText = "Preview API.")
-public enum VoiceResponseBaseObject {
+public enum VoiceResponseObjectType {
 
     /**
      * Enum value realtime.response.
@@ -17,26 +17,26 @@ public enum VoiceResponseBaseObject {
     REALTIME_RESPONSE("realtime.response");
 
     /**
-     * The actual serialized value for a VoiceResponseBaseObject instance.
+     * The actual serialized value for a VoiceResponseObjectType instance.
      */
     private final String value;
 
-    VoiceResponseBaseObject(String value) {
+    VoiceResponseObjectType(String value) {
         this.value = value;
     }
 
     /**
-     * Parses a serialized value to a VoiceResponseBaseObject instance.
+     * Parses a serialized value to a VoiceResponseObjectType instance.
      *
      * @param value the serialized value to parse.
-     * @return the parsed VoiceResponseBaseObject object, or null if unable to parse.
+     * @return the parsed VoiceResponseObjectType object, or null if unable to parse.
      */
-    public static VoiceResponseBaseObject fromString(String value) {
+    public static VoiceResponseObjectType fromString(String value) {
         if (value == null) {
             return null;
         }
-        VoiceResponseBaseObject[] items = VoiceResponseBaseObject.values();
-        for (VoiceResponseBaseObject item : items) {
+        VoiceResponseObjectType[] items = VoiceResponseObjectType.values();
+        for (VoiceResponseObjectType item : items) {
             if (item.toString().equalsIgnoreCase(value)) {
                 return item;
             }
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index a44c9b9e4e8e5..258fce868bb62 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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nment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerReferenceEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicy.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicyDisabled.java","src/main/java/com/azure/ai/agents/models/ToolboxSkill.java","src/main/java/com/azure/ai/agents/models/ToolboxSkillReference.java","src/main/java/com/azure/ai/agents/models/ToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxVersionDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxVersions.java","src/main/java/com/azure/ai/agents/models/TranscriptTextInputTokenDetails.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsage.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageDuration.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageTokens.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageType.java","src/main/java/com/azure/ai/agents/models/TranscriptionLanguage.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBinding.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBindingListItem.java","src/main/java/com/azure/ai/agents/models/UpdateAgentDetailsOptions.java","src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffect.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffectsConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationDefaultInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationTestCase.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationUserBehaviorConfiguration.java","src/main/java/com/azure/ai/agents/models/UserProfileMemoryItem.java","src/main/java/com/azure/ai/agents/models/VersionIndicator.java","src/main/java/com/azure/ai/agents/models/VersionIndicatorType.java","src/main/java/com/azure/ai/agents/models/VersionRefIndicator.java","src/main/java/com/azure/ai/agents/models/VersionSelectionRule.java","src/main/java/com/azure/ai/agents/models/VersionSelector.java","src/main/java/com/azure/ai/agents/models/VersionSelectorType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationOutputType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioInputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioOutputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioTimestampType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarIceServer.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarOutputProtocol.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarScene.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoBackground.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoCrop.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoParameters.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoResolution.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadEnglishTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadMultilingualTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellation.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellationReferenceSource.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndConversationSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetectionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceThresholdLevel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionToolType1.java","src/main/java/com/azure/ai/agents/models/VoiceAgentGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeOpenAIDedupSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeOpenAIDedupSerializationTests.java
index f9e2b73b48877..d328f824011f4 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeOpenAIDedupSerializationTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeOpenAIDedupSerializationTests.java
@@ -182,19 +182,10 @@ public void testStatusAndUsageRoundTripThroughPolymorphicServerEvent() throws IO
 
     @Test
     public void testStatusAndUsageAcrossVoiceResponseModels() throws IOException {
-        VoiceResponseBase responseBase;
-        VoiceAgentRealtimeResponseBase realtimeResponseBase;
         VoiceAgentRealtimeResponse realtimeResponse;
         VoiceResponse response;
         VoiceConversation conversation;
 
-        try (JsonReader reader = JsonProviders.createReader(RESPONSE_FIELDS_JSON)) {
-            responseBase = VoiceResponseBase.fromJson(reader);
-        }
-        try (
-            JsonReader reader = JsonProviders.createReader("{\"id\":\"resp_1\"," + RESPONSE_FIELDS_JSON.substring(1))) {
-            realtimeResponseBase = VoiceAgentRealtimeResponseBase.fromJson(reader);
-        }
         try (
             JsonReader reader = JsonProviders.createReader("{\"id\":\"resp_1\"," + RESPONSE_FIELDS_JSON.substring(1))) {
             realtimeResponse = VoiceAgentRealtimeResponse.fromJson(reader);
@@ -208,14 +199,10 @@ public void testStatusAndUsageAcrossVoiceResponseModels() throws IOException {
             conversation = VoiceConversation.fromJson(reader);
         }
 
-        assertResponseFields(responseBase.getStatusDetails(), responseBase.getUsage());
-        assertResponseFields(realtimeResponseBase.getStatusDetails(), realtimeResponseBase.getUsage());
         assertResponseFields(realtimeResponse.getStatusDetails(), realtimeResponse.getUsage());
         assertResponseFields(response.getStatusDetails(), response.getUsage());
         assertUsage(conversation.getUsage());
 
-        assertStable(responseBase, VoiceResponseBase::fromJson);
-        assertStable(realtimeResponseBase, VoiceAgentRealtimeResponseBase::fromJson);
         assertStable(realtimeResponse, VoiceAgentRealtimeResponse::fromJson);
         assertStable(response, VoiceResponse::fromJson);
         assertStable(conversation, VoiceConversation::fromJson);
@@ -223,9 +210,9 @@ public void testStatusAndUsageAcrossVoiceResponseModels() throws IOException {
 
     @Test
     public void testAbsentStatusAndUsageRemainAbsent() throws IOException {
-        VoiceAgentRealtimeResponseBase response;
+        VoiceAgentRealtimeResponse response;
         try (JsonReader reader = JsonProviders.createReader("{\"id\":\"resp_1\"}")) {
-            response = VoiceAgentRealtimeResponseBase.fromJson(reader);
+            response = VoiceAgentRealtimeResponse.fromJson(reader);
         }
 
         assertNull(response.getStatusDetails());
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeStandaloneOpenAIDedupSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeStandaloneOpenAIDedupSerializationTests.java
index d76826ccc3818..13cf3c1537e9a 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeStandaloneOpenAIDedupSerializationTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/RealtimeStandaloneOpenAIDedupSerializationTests.java
@@ -345,8 +345,8 @@ public void testRealtimeResponseEnumsAndAbsentValues() throws IOException {
                 RealtimeResponse.OutputModality.AUDIO }) {
                 String json = "{\"object\":\"realtime.response\",\"status\":\"" + status.asString()
                     + "\",\"output_modalities\":[\"" + modality.asString() + "\"]}";
-                VoiceResponseBase result = deserialize(json, VoiceResponseBase::fromJson);
-                assertEquals(VoiceResponseBaseObject.REALTIME_RESPONSE, result.getObject());
+                VoiceResponse result = deserialize(json, VoiceResponse::fromJson);
+                assertEquals(VoiceResponseObjectType.REALTIME_RESPONSE, result.getObjectType());
                 assertEquals(status, result.getStatus());
                 assertEquals(modality, result.getOutputModalities().get(0));
                 assertEquals(json, serialize(result));
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/ReasoningDedupSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/ReasoningDedupSerializationTests.java
index 3681f96b73cea..dcd68f574395b 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/ReasoningDedupSerializationTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/ReasoningDedupSerializationTests.java
@@ -40,21 +40,20 @@ public void testVoiceResponseAudioConfigRoundTrip() throws IOException {
     public void testVoiceRealtimeResponseObjectRoundTrip() throws IOException {
         try (JsonReader reader = JsonProviders.createReader("{\"object\":\"realtime.response\"}")) {
             VoiceAgentRealtimeResponse response = VoiceAgentRealtimeResponse.fromJson(reader);
-            assertEquals(VoiceResponseBaseObject.REALTIME_RESPONSE, response.getObject());
+            assertEquals(VoiceResponseObjectType.REALTIME_RESPONSE, response.getObjectType());
             VoiceAgentRealtimeResponse roundTrip
                 = BinaryData.fromObject(response).toObject(VoiceAgentRealtimeResponse.class);
-            assertEquals(response.getObject(), roundTrip.getObject());
+            assertEquals(response.getObjectType(), roundTrip.getObjectType());
         }
     }
 
     @Test
-    public void testVoiceRealtimeResponseBaseObjectRoundTrip() throws IOException {
+    public void testVoiceResponseObjectTypeRoundTrip() throws IOException {
         try (JsonReader reader = JsonProviders.createReader("{\"object\":\"realtime.response\"}")) {
-            VoiceAgentRealtimeResponseBase response = VoiceAgentRealtimeResponseBase.fromJson(reader);
-            assertEquals(VoiceResponseBaseObject.REALTIME_RESPONSE, response.getObject());
-            VoiceAgentRealtimeResponseBase roundTrip
-                = BinaryData.fromObject(response).toObject(VoiceAgentRealtimeResponseBase.class);
-            assertEquals(response.getObject(), roundTrip.getObject());
+            VoiceResponse response = VoiceResponse.fromJson(reader);
+            assertEquals(VoiceResponseObjectType.REALTIME_RESPONSE, response.getObjectType());
+            VoiceResponse roundTrip = BinaryData.fromObject(response).toObject(VoiceResponse.class);
+            assertEquals(response.getObjectType(), roundTrip.getObjectType());
         }
     }
 
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBaseSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBaseSerializationTests.java
deleted file mode 100644
index 09c688f29d715..0000000000000
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseBaseSerializationTests.java
+++ /dev/null
@@ -1,42 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT License.
-
-package com.azure.ai.agents.models;
-
-import org.junit.jupiter.api.Test;
-
-import java.io.IOException;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.jupiter.api.Assertions.assertNull;
-import static org.junit.jupiter.api.Assertions.assertTrue;
-
-public class VoiceAgentRealtimeResponseBaseSerializationTests {
-
-    @Test
-    public void maxOutputTokensVariantsRoundTrip() throws IOException {
-        VoiceAgentRealtimeResponseBase longResult = roundTrip("{\"max_output_tokens\":4096}");
-        assertEquals(4096L, longResult.getMaxOutputTokensAsLong());
-        assertNull(longResult.getMaxOutputTokensAsString());
-
-        VoiceAgentRealtimeResponseBase stringResult = roundTrip("{\"max_output_tokens\":\"inf\"}");
-        assertEquals("inf", stringResult.getMaxOutputTokensAsString());
-        assertNull(stringResult.getMaxOutputTokensAsLong());
-    }
-
-    @Test
-    public void absentMaxOutputTokensReturnsNull() throws IOException {
-        VoiceAgentRealtimeResponseBase response
-            = UnionTypeSerializationTestUtils.deserialize("{}", VoiceAgentRealtimeResponseBase::fromJson);
-        assertNull(response.getMaxOutputTokensAsLong());
-        assertNull(response.getMaxOutputTokensAsString());
-    }
-
-    private VoiceAgentRealtimeResponseBase roundTrip(String json) throws IOException {
-        VoiceAgentRealtimeResponseBase value
-            = UnionTypeSerializationTestUtils.deserialize(json, VoiceAgentRealtimeResponseBase::fromJson);
-        String serialized = UnionTypeSerializationTestUtils.serialize(value);
-        assertTrue(serialized.contains("\"max_output_tokens\""));
-        return UnionTypeSerializationTestUtils.deserialize(serialized, VoiceAgentRealtimeResponseBase::fromJson);
-    }
-}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseSerializationTests.java
index 2037a905ce558..31492ab706253 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseSerializationTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponseSerializationTests.java
@@ -8,13 +8,14 @@
 import java.io.IOException;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
 import static org.junit.jupiter.api.Assertions.assertNull;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class VoiceAgentRealtimeResponseSerializationTests {
 
     @Test
-    public void shadowedMaxOutputTokensVariantsRoundTrip() throws IOException {
+    public void maxOutputTokensVariantsRoundTrip() throws IOException {
         VoiceAgentRealtimeResponse longResult = roundTrip("{\"max_output_tokens\":4096}");
         assertEquals(4096L, longResult.getMaxOutputTokensAsLong());
         assertNull(longResult.getMaxOutputTokensAsString());
@@ -32,6 +33,25 @@ public void absentMaxOutputTokensReturnsNull() throws IOException {
         assertNull(response.getMaxOutputTokensAsString());
     }
 
+    @Test
+    public void objectTypeRoundTripsUnderObjectWireName() throws IOException {
+        VoiceAgentRealtimeResponse response = UnionTypeSerializationTestUtils
+            .deserialize("{\"object\":\"realtime.response\"}", VoiceAgentRealtimeResponse::fromJson);
+        assertEquals(VoiceResponseObjectType.REALTIME_RESPONSE, response.getObjectType());
+
+        String serialized = UnionTypeSerializationTestUtils.serialize(response);
+        assertTrue(serialized.contains("\"object\":\"realtime.response\""));
+        assertFalse(serialized.contains("\"objectType\""));
+        assertEquals(response.getObjectType(),
+            UnionTypeSerializationTestUtils.deserialize(serialized, VoiceAgentRealtimeResponse::fromJson)
+                .getObjectType());
+        assertNull(
+            UnionTypeSerializationTestUtils.deserialize("{}", VoiceAgentRealtimeResponse::fromJson).getObjectType());
+        assertNull(
+            UnionTypeSerializationTestUtils.deserialize("{\"object\":null}", VoiceAgentRealtimeResponse::fromJson)
+                .getObjectType());
+    }
+
     private VoiceAgentRealtimeResponse roundTrip(String json) throws IOException {
         VoiceAgentRealtimeResponse value
             = UnionTypeSerializationTestUtils.deserialize(json, VoiceAgentRealtimeResponse::fromJson);
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseBaseSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseBaseSerializationTests.java
deleted file mode 100644
index 9c592294c2ce6..0000000000000
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseBaseSerializationTests.java
+++ /dev/null
@@ -1,40 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT License.
-
-package com.azure.ai.agents.models;
-
-import org.junit.jupiter.api.Test;
-
-import java.io.IOException;
-
-import static org.junit.jupiter.api.Assertions.assertEquals;
-import static org.junit.jupiter.api.Assertions.assertNull;
-import static org.junit.jupiter.api.Assertions.assertTrue;
-
-public class VoiceResponseBaseSerializationTests {
-
-    @Test
-    public void maxOutputTokensVariantsRoundTrip() throws IOException {
-        VoiceResponseBase longResult = roundTrip("{\"max_output_tokens\":4096}");
-        assertEquals(4096L, longResult.getMaxOutputTokensAsLong());
-        assertNull(longResult.getMaxOutputTokensAsString());
-
-        VoiceResponseBase stringResult = roundTrip("{\"max_output_tokens\":\"inf\"}");
-        assertEquals("inf", stringResult.getMaxOutputTokensAsString());
-        assertNull(stringResult.getMaxOutputTokensAsLong());
-    }
-
-    @Test
-    public void absentMaxOutputTokensReturnsNull() throws IOException {
-        VoiceResponseBase response = UnionTypeSerializationTestUtils.deserialize("{}", VoiceResponseBase::fromJson);
-        assertNull(response.getMaxOutputTokensAsLong());
-        assertNull(response.getMaxOutputTokensAsString());
-    }
-
-    private VoiceResponseBase roundTrip(String json) throws IOException {
-        VoiceResponseBase value = UnionTypeSerializationTestUtils.deserialize(json, VoiceResponseBase::fromJson);
-        String serialized = UnionTypeSerializationTestUtils.serialize(value);
-        assertTrue(serialized.contains("\"max_output_tokens\""));
-        return UnionTypeSerializationTestUtils.deserialize(serialized, VoiceResponseBase::fromJson);
-    }
-}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseSerializationTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseSerializationTests.java
index 73805854ccb58..37a4960ae79d7 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseSerializationTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/models/VoiceResponseSerializationTests.java
@@ -8,20 +8,19 @@
 import java.io.IOException;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
 import static org.junit.jupiter.api.Assertions.assertNull;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 
 public class VoiceResponseSerializationTests {
 
     @Test
-    public void shadowedMaxOutputTokensVariantsRoundTrip() throws IOException {
-        VoiceResponse longResult
-            = roundTrip("{\"id\":\"response\",\"conversation_id\":\"conversation\",\"max_output_tokens\":4096}");
+    public void maxOutputTokensVariantsRoundTrip() throws IOException {
+        VoiceResponse longResult = roundTrip("{\"max_output_tokens\":4096}");
         assertEquals(4096L, longResult.getMaxOutputTokensAsLong());
         assertNull(longResult.getMaxOutputTokensAsString());
 
-        VoiceResponse stringResult
-            = roundTrip("{\"id\":\"response\",\"conversation_id\":\"conversation\",\"max_output_tokens\":\"inf\"}");
+        VoiceResponse stringResult = roundTrip("{\"max_output_tokens\":\"inf\"}");
         assertEquals("inf", stringResult.getMaxOutputTokensAsString());
         assertNull(stringResult.getMaxOutputTokensAsLong());
     }
@@ -34,6 +33,25 @@ public void absentMaxOutputTokensReturnsNull() throws IOException {
         assertNull(response.getMaxOutputTokensAsString());
     }
 
+    @Test
+    public void objectTypeRoundTripsUnderObjectWireName() throws IOException {
+        VoiceResponse response = UnionTypeSerializationTestUtils.deserialize(
+            "{\"id\":\"response\",\"conversation_id\":\"conversation\",\"object\":\"realtime.response\"}",
+            VoiceResponse::fromJson);
+        assertEquals(VoiceResponseObjectType.REALTIME_RESPONSE, response.getObjectType());
+        assertEquals("response", response.getId());
+        assertEquals("conversation", response.getConversationId());
+
+        String serialized = UnionTypeSerializationTestUtils.serialize(response);
+        assertTrue(serialized.contains("\"object\":\"realtime.response\""));
+        assertFalse(serialized.contains("\"objectType\""));
+        assertEquals(response.getObjectType(),
+            UnionTypeSerializationTestUtils.deserialize(serialized, VoiceResponse::fromJson).getObjectType());
+        assertNull(UnionTypeSerializationTestUtils.deserialize("{}", VoiceResponse::fromJson).getObjectType());
+        assertNull(
+            UnionTypeSerializationTestUtils.deserialize("{\"object\":null}", VoiceResponse::fromJson).getObjectType());
+    }
+
     private VoiceResponse roundTrip(String json) throws IOException {
         VoiceResponse value = UnionTypeSerializationTestUtils.deserialize(json, VoiceResponse::fromJson);
         String serialized = UnionTypeSerializationTestUtils.serialize(value);
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index 8936a2f6fd6e0..0325a608658e2 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: 040251f8f0685dfc8a9dfe42e85f494bf2d94d6f
+commit: 984af499034be2d021198bedc493ecdc2530409e
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents
diff --git a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
index a826e13813aa2..3e371f2f13213 100644
--- a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
+++ b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
@@ -1 +1 @@
-{"flavor":"azure","apiVersions":{"Azure.AI.Projects":"v1"},"crossLanguagePackageId":"Azure.AI.Projects","crossLanguageVersion":"3585eace6647","crossLanguageDefinitions":{"com.azure.ai.projects.AIProjectClientBuilder":"Azure.AI.Projects","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient":"Azure.AI.Projects.Beta.AgentInsightMonitors","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.beginCreateAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.beginCreateAgentInsightRunWithModel":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.cancelAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.cancelAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.createAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.createAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.deleteAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.deleteAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsightMonitors":"Azure.AI.Projects.AgentInsightMonitors.list","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsightRuns":"Azure.AI.Projects.AgentInsightMonitors.listRuns","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsights":"Azure.AI.Projects.AgentInsightMonitors.listInsights","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.resetAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.resetAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient":"Azure.AI.Projects.Beta.AgentInsightMonitors","com.azure.ai.projects.BetaAgentInsightMonitorsClient.beginCreateAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.beginCreateAgentInsightRunWithModel":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.cancelAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.cancelAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.createAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsClient.createAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsClient.deleteAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsClient.deleteAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient.listAgentInsightMonitors":"Azure.AI.Projects.AgentInsightMonitors.list","com.azure.ai.projects.BetaAgentInsightMonitorsClient.listAgentInsightRuns":"Azure.AI.Projects.AgentInsightMonitors.listRuns","com.azure.ai.projects.BetaAgentInsightMonitorsClient.listAgentInsights":"Azure.AI.Projects.AgentInsightMonitors.listInsights","com.azure.ai.projects.BetaAgentInsightMonitorsClient.resetAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsClient.resetAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsClient.updateAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient.updateAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsClient.updateAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsClient.updateAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient":"Azure.AI.Projects.Beta.EvaluationTaxonomies","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.createEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.create","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.createEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.create","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.deleteEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.delete","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.deleteEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.delete","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.getEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.get","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.getEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.get","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.listEvaluationTaxonomies":"Azure.AI.Projects.EvaluationTaxonomies.list","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.updateEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.update","com.azure.ai.projects.BetaEvaluationTaxonomiesAsyncClient.updateEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.update","com.azure.ai.projects.BetaEvaluationTaxonomiesClient":"Azure.AI.Projects.Beta.EvaluationTaxonomies","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.createEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.create","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.createEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.create","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.deleteEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.delete","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.deleteEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.delete","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.getEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.get","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.getEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.get","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.listEvaluationTaxonomies":"Azure.AI.Projects.EvaluationTaxonomies.list","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.updateEvaluationTaxonomy":"Azure.AI.Projects.EvaluationTaxonomies.update","com.azure.ai.projects.BetaEvaluationTaxonomiesClient.updateEvaluationTaxonomyWithResponse":"Azure.AI.Projects.EvaluationTaxonomies.update","com.azure.ai.projects.BetaEvaluatorsAsyncClient":"Azure.AI.Projects.Beta.Evaluators","com.azure.ai.projects.BetaEvaluatorsAsyncClient.getCredentials":"Azure.AI.Projects.Evaluators.getCredentials","com.azure.ai.projects.BetaEvaluatorsAsyncClient.getCredentialsWithResponse":"Azure.AI.Projects.Evaluators.getCredentials","com.azure.ai.projects.BetaEvaluatorsAsyncClient.startPendingUpload":"Azure.AI.Projects.Evaluators.startPendingUpload","com.azure.ai.projects.BetaEvaluatorsAsyncClient.startPendingUploadWithResponse":"Azure.AI.Projects.Evaluators.startPendingUpload","com.azure.ai.projects.BetaEvaluatorsClient":"Azure.AI.Projects.Beta.Evaluators","com.azure.ai.projects.BetaEvaluatorsClient.getCredentials":"Azure.AI.Projects.Evalua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\ No newline at end of file
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/java/com/azure/ai/projects/models/TracesEvaluatorGenerationJobSource.java","src/main/java/com/azure/ai/projects/models/TreatmentEffectType.java","src/main/java/com/azure/ai/projects/models/Trigger.java","src/main/java/com/azure/ai/projects/models/TriggerType.java","src/main/java/com/azure/ai/projects/models/UpdateModelVersionInput.java","src/main/java/com/azure/ai/projects/models/WeeklyRecurrenceSchedule.java","src/main/java/com/azure/ai/projects/models/package-info.java","src/main/java/com/azure/ai/projects/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-projects/tsp-location.yaml b/sdk/ai/azure-ai-projects/tsp-location.yaml
index 9f407863456d4..0165f08c49b1d 100644
--- a/sdk/ai/azure-ai-projects/tsp-location.yaml
+++ b/sdk/ai/azure-ai-projects/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-projects
-commit: 040251f8f0685dfc8a9dfe42e85f494bf2d94d6f
+commit: 0bfe00ed62b780c6d3c8da93c9b314728c3d283f
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
     - specification/ai-foundry/data-plane/Foundry/src/sdk-common

From cbf08fd7064a0243171e77c9c078b2e9320cd55b Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Wed, 14 Oct 2026 15:16:58 -0700
Subject: [PATCH 08/20] Regen without mem snapshot (#50805)

---
 .../agents/models/HostedAgentDefinition.java  | 38 -------------------
 .../META-INF/azure-ai-agents_metadata.json    |  2 +-
 sdk/ai/azure-ai-agents/tsp-location.yaml      |  2 +-
 3 files changed, 2 insertions(+), 40 deletions(-)

diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
index 0eda15791f90e..bd8467c1ba4af 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
@@ -124,7 +124,6 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeJsonField("code_configuration", this.codeConfiguration);
         jsonWriter.writeJsonField("telemetry_config", this.telemetryConfig);
         jsonWriter.writeJsonField("session_configuration", this.sessionConfiguration);
-        jsonWriter.writeBooleanField("enable_memory_snapshot", this.enableMemorySnapshot);
         return jsonWriter.writeEndObject();
     }
 
@@ -150,7 +149,6 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             CodeConfiguration codeConfiguration = null;
             TelemetryConfig telemetryConfig = null;
             SessionConfiguration sessionConfiguration = null;
-            Boolean enableMemorySnapshot = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
@@ -174,8 +172,6 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
                     telemetryConfig = TelemetryConfig.fromJson(reader);
                 } else if ("session_configuration".equals(fieldName)) {
                     sessionConfiguration = SessionConfiguration.fromJson(reader);
-                } else if ("enable_memory_snapshot".equals(fieldName)) {
-                    enableMemorySnapshot = reader.getNullable(JsonReader::getBoolean);
                 } else {
                     reader.skipChildren();
                 }
@@ -189,7 +185,6 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             deserializedHostedAgentDefinition.codeConfiguration = codeConfiguration;
             deserializedHostedAgentDefinition.telemetryConfig = telemetryConfig;
             deserializedHostedAgentDefinition.sessionConfiguration = sessionConfiguration;
-            deserializedHostedAgentDefinition.enableMemorySnapshot = enableMemorySnapshot;
             return deserializedHostedAgentDefinition;
         });
     }
@@ -355,37 +350,4 @@ public HostedAgentDefinition setSessionConfiguration(SessionConfiguration sessio
         this.sessionConfiguration = sessionConfiguration;
         return this;
     }
-
-    /*
-     * Whether this agent version uses memory snapshots. Sessions for a snapshot-enabled version start from a snapshot
-     * of the agent's initialized process rather than starting the process from its image. Defaults to false.
-     */
-    @Generated
-    private Boolean enableMemorySnapshot;
-
-    /**
-     * Get the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
-     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
-     * process from its image. Defaults to false.
-     *
-     * @return the enableMemorySnapshot value.
-     */
-    @Generated
-    public Boolean isEnableMemorySnapshot() {
-        return this.enableMemorySnapshot;
-    }
-
-    /**
-     * Set the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
-     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
-     * process from its image. Defaults to false.
-     *
-     * @param enableMemorySnapshot the enableMemorySnapshot value to set.
-     * @return the HostedAgentDefinition object itself.
-     */
-    @Generated
-    public HostedAgentDefinition setEnableMemorySnapshot(Boolean enableMemorySnapshot) {
-        this.enableMemorySnapshot = enableMemorySnapshot;
-        return this;
-    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index 258fce868bb62..7aa46ff2f8e1f 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
-{"flavor":"azure","apiVersions":{"Azure.AI.Projects":"v1"},"crossLanguagePackageId":"Azure.AI.Projects","crossLanguageVersion":"da8670faffc9","crossLanguageDefinitions":{"com.azure.ai.agents.AgentsAsyncClient":"Azure.AI.Projects.Agents","com.azure.ai.agents.AgentsAsyncClient.beginCreateOptimizationJob":"Azure.AI.Projects.AgentOptimizationJobs.create","com.azure.ai.agents.AgentsAsyncClient.beginCreateOptimizationJobWithModel":"Azure.AI.Projects.AgentOptimizationJobs.create","com.azure.ai.agents.AgentsAsyncClient.cancelOptimizationJob":"Azure.AI.Projects.AgentOptimizationJobs.cancel","com.azure.ai.agents.AgentsAsyncClient.cancelOptimizationJobWithResponse":"Azure.AI.Projects.AgentOptimizationJobs.cancel","com.azure.ai.agents.AgentsAsyncClient.createAgent":"Azure.AI.Projects.Agents.createAgent","com.azure.ai.agents.AgentsAsyncClient.createAgentFromCode":"Azure.AI.Projects.Agents.createAgentFromCode","com.azure.ai.agents.AgentsAsyncClient.createAgentFromCodeWithResponseInternal":"Azure.AI.Projects.Agents.createAgentFromCode","com.azure.ai.agents.AgentsAsyncClient.createAgentFromManifest":"Azure.AI.Projects.Agents.createAgentFromManifest","com.azure.ai.agents.AgentsAsyncClient.createAgentFromManifestWithResponse":"Azure.AI.Projects.Agents.createAgentFromManifest","com.azure.ai.agents.AgentsAsyncClient.createAgentVersion":"Azure.AI.Projects.Agents.createAgentVersion","com.azure.ai.agents.AgentsAsyncClient.createAgentVersionFromCode":"Azure.AI.Projects.Agents.createAgentVersionFromCode","com.azure.ai.agents.AgentsAsyncClient.createAgentVersionFromCodeWithResponseInternal":"Azure.AI.Projects.Agents.createAgentVersionFromCode","com.azure.ai.agents.AgentsAsyncClient.createAgentVersionFromManifest":"Azure.AI.Projects.Agents.createAgentVersionFromManifest","com.azure.ai.agents.AgentsAsyncClient.createAgentVersionFromManifestWithResponse":"Azure.AI.Projects.Agents.createAgentVersionFromManifest","com.azure.ai.agents.AgentsAsyncClient.createAgentVersionWithResponse":"Azure.AI.Projects.Agents.createAgentVersion","com.azure.ai.agents.AgentsAsyncClient.createAgentWithResponse":"Azure.AI.Projects.Agents.createAgent","com.azure.ai.agents.AgentsAsyncClient.createSession":"Azure.AI.Projects.Agents.createSession","com.azure.ai.agents.AgentsAsyncClient.createSessionWithResponse":"Azure.AI.Projects.Agents.createSession","com.azure.ai.agents.AgentsAsyncClient.deleteOptimizationJob":"Azure.AI.Projects.AgentOptimizationJobs.delete","com.azure.ai.agents.AgentsAsyncClient.deleteOptimizationJobWithResponse":"Azure.AI.Projects.AgentOptimizationJobs.delete","com.azure.ai.agents.AgentsAsyncClient.deleteSession":"Azure.AI.Projects.Agents.deleteSession","com.azure.ai.agents.AgentsAsyncClient.deleteSessionFile":"Azure.AI.Projects.AgentSessionFiles.deleteSessionFile","com.azure.ai.agents.AgentsAsyncClient.deleteSessionFileWithResponse":"Azure.AI.Projects.AgentSessionFiles.deleteSessionFile","com.azure.ai.agents.AgentsAsyncClient.deleteSessionWithResponse":"Azure.AI.Projects.Agents.deleteSession","com.azure.ai.agents.AgentsAsyncClient.disableAgent":"Azure.AI.Projects.Agents.disableAgent","com.azure.ai.agents.AgentsAsyncClient.disableAgentWithResponse":"Azure.AI.Projects.Agents.disableAgent","com.azure.ai.agents.AgentsAsyncClient.downloadAgentCode":"Azure.AI.Projects.Agents.downloadAgentCode","com.azure.ai.agents.AgentsAsyncClient.downloadAgentCodeWithResponse":"Azure.AI.Projects.Agents.downloadAgentCode","com.azure.ai.agents.AgentsAsyncClient.downloadSessionFile":"Azure.AI.Projects.AgentSessionFiles.downloadSessionFile","com.azure.ai.agents.AgentsAsyncClient.downloadSessionFileWithResponse":"Azure.AI.Projects.AgentSessionFiles.downloadSessionFile","com.azure.ai.agents.AgentsAsyncClient.enableAgent":"Azure.AI.Projects.Agents.enableAgent","com.azure.ai.agents.AgentsAsyncClient.enableAgentWithResponse":"Azure.AI.Projects.Agents.enableAgent","com.azure.ai.agents.AgentsAsyncClient.estimateOptimizationJob":"Azure.AI.Projects.AgentOptimizationJobs.estimate","com.azure.ai.agents.AgentsAsyncClient.estimateOptimizationJobWithResponse":"Azure.AI.Projects.AgentOptimizationJobs.estimate","com.azure.ai.agents.AgentsAsyncClient.getAgent":"Azure.AI.Projects.Agents.getAgent","com.azure.ai.agents.AgentsAsyncClient.getAgentVersionDetails":"Azure.AI.Projects.Agents.getAgentVersion","com.azure.ai.agents.AgentsAsyncClient.getAgentVersionDetailsWithResponse":"Azure.AI.Projects.Agents.getAgentVersion","com.azure.ai.agents.AgentsAsyncClient.getAgentWithResponse":"Azure.AI.Projects.Agents.getAgent","com.azure.ai.agents.AgentsAsyncClient.getMicrosoft365AppPackage":"Azure.AI.Projects.Microsoft365Publishing.getMicrosoft365AppPackage","com.azure.ai.agents.AgentsAsyncClient.getMicrosoft365AppPackageWithResponse":"Azure.AI.Projects.Microsoft365Publishing.getMicrosoft365AppPackage","com.azure.ai.agents.AgentsAsyncClient.getMicrosoft365PublishDefaults":"Azure.AI.Projects.Microsoft365Publishing.getMicrosoft365PublishDefaults","com.azure.ai.agents.AgentsAsyncClient.getMicrosoft3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,"src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index 0325a608658e2..cb0f17d781734 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: 984af499034be2d021198bedc493ecdc2530409e
+commit: 5b55ea4d7c1a18676f3f84011aef76f45a535393
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents

From 648f2d063985212d52a9719a3b750679414f6843 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Fri, 16 Oct 2026 13:13:15 -0700
Subject: [PATCH 09/20] Implement Tracing (#50743)

* Add GenAI tracing POC for azure-ai-agents createAgentVersion

Proof of concept re-implementing agent tracing the azure-core way, modeled on
azure-ai-inference's ChatCompletionClientTracer:

- New implementation.telemetry.AgentsClientTracer emits OpenTelemetry GenAI
  semantic-convention spans for createAgentVersion (sync + async).
- Per-client Tracer built by AgentsClientBuilder from
  ClientOptions.getTracingOptions() via TracerProvider (no global static state,
  no public opt-in API).
- Content gated by AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED (off by default).
- Library version sourced from azure-ai-agents.properties (not hardcoded).
- Endpoint injected via constructor (immutable), consistent across clients.
- Unit tests use an in-memory OpenTelemetry SDK; assert span attributes, content
  gating, and error propagation without swallowing exceptions.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Expand GenAI tracing POC to feature parity with PR #49434

Port the full tracing feature set from PR #49434 into the idiomatic per-client
architecture (implementation.telemetry), keeping features close to the original
while fixing the repo best-practice issues:

Telemetry engine (per-client, no global static):
- GenAiInstrumentation holds the azure-core Tracer + Meter (built by the builder
  from ClientOptions tracing/metrics options), content flag, host/port, and the
  GenAI duration/token histograms.
- GenAiTracingScope is a per-op span with the close()/nanoTime metric bugs fixed.
- GenAiMessageFormatter gates content via a parameter (formatToolCallOutput fixed).

Coverage:
- create_agent (prompt/hosted/workflow attributes, gen_ai.agent.workflow event,
  agent id/version enrichment) - sync + async.
- chat / invoke_agent response tracing - sync + streaming (TracedStreamIterable +
  ResponseAccumulator), with model/token/message/finish-reason/conversation attrs
  and gen_ai.workflow.action events.
- create_conversation span.
- Metrics: gen_ai.client.operation.duration and gen_ai.client.token.usage.
- Content gated by AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED (off by default).

Also: GenAiAgentTracingTest + GenAiMessageFormatterTest (14 tests, in-memory OTel,
no exception swallowing); TracingSample + CI-verified README snippet; CHANGELOG.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add async response tracing, port tracing samples, add TRACING_NOTES.md

- ResponsesAsyncClient: trace createAzureResponse (Mono) and
  createStreamingAzureResponse (Flux) via new GenAiResponseTracing async methods
  (Mono/Flux.usingWhen); add createConversation/deleteConversation.
- GenAiResponseTracing: add traceResponseAsync + traceStreamingResponseAsync,
  share request-attribute extraction (ResponseSpanParams/startResponseScope), and
  reuse recordResponseAttributes for both sync-streaming and async-streaming
  finalization (TracedStreamIterable simplified).
- Samples: port TracingConsoleSample and TracingAzureMonitorSample to the
  idiomatic API - no enableGenAiTracing()/disableGenAiTracing() opt-in; tracing
  activates from the configured OpenTelemetry. Added test-scope deps
  (opentelemetry-exporter-logging, opentelemetry-sdk-extension-autoconfigure,
  azure-monitor-opentelemetry-autoconfigure).
- TRACING_NOTES.md: document design decisions and open questions - toggle vs
  config-driven activation, customized-generated-methods vs traced* variants vs
  codegen-customization weaving, async HTTP-span parenting, gen_ai.system vs
  provider.name, metrics/response-path test gaps, and more.

Validated: compile (Java 8 + 21), 14 telemetry tests, 0 checkstyle violations,
samples test-compile.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* restored changelog entries for tracing

* Created roadmap.md

* Added ADR document

* Add GenAI tracing for current agents APIs

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: c2d020f5-af8b-42f8-8fe6-0b79451e6a29

* Replace tracing ADR with parity gap tracker

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: c2d020f5-af8b-42f8-8fe6-0b79451e6a29

* Align GenAI tracing with Python telemetry

Add Python-compatible feature gates, metrics, raw response tracing, and raw stream lifecycle coverage.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: c2d020f5-af8b-42f8-8fe6-0b79451e6a29

* Harden GenAI event serialization

Use azure-json for structured telemetry attributes, expand SDK-local fixture and edge-case coverage, and clarify Python propagation parity.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: c2d020f5-af8b-42f8-8fe6-0b79451e6a29

* fix bad merges

* clean regen

* Cleanup tracing (#50764)

* use azure core uuid

* check enabled before build attributes

* style

* remove dev artifacts

* cspell

* fix links

* bump dependencies

* fix token fetch

* Remove conversation wrapper ops (#50808)

* bump projects dependency to match agents

---------

Co-authored-by: Jose Alvarez <josealvar@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Copilot-Session: c2d020f5-af8b-42f8-8fe6-0b79451e6a29
---
 sdk/ai/azure-ai-agents/CHANGELOG.md           |   7 +
 sdk/ai/azure-ai-agents/README.md              |  38 +
 sdk/ai/azure-ai-agents/pom.xml                |  49 ++
 .../azure/ai/agents/AgentsAsyncClient.java    |  33 +-
 .../com/azure/ai/agents/AgentsClient.java     |  29 +-
 .../azure/ai/agents/AgentsClientBuilder.java  |  71 +-
 .../azure/ai/agents/ResponsesAsyncClient.java |  47 +-
 .../com/azure/ai/agents/ResponsesClient.java  |  47 +-
 .../implementation/OpenAIJsonHelper.java      |  59 ++
 .../implementation/http/HttpClientHelper.java |  41 +-
 .../http/OpenAITracingContextBridge.java      |  62 ++
 .../telemetry/GenAiAgentTracing.java          | 185 ++++
 .../telemetry/GenAiConstants.java             |  95 +++
 .../telemetry/GenAiInstrumentation.java       | 196 +++++
 .../telemetry/GenAiMessageFormatter.java      | 166 ++++
 .../telemetry/GenAiResponseTracing.java       | 794 ++++++++++++++++++
 .../telemetry/GenAiTracingScope.java          | 241 ++++++
 .../telemetry/TracedRawStreamingResponse.java | 169 ++++
 .../telemetry/TracedStreamIterable.java       | 112 +++
 .../ai/agents/TracingAzureMonitorSample.java  |  98 +++
 .../azure/ai/agents/TracingConsoleSample.java |  87 ++
 .../com/azure/ai/agents/TracingSample.java    |  49 ++
 .../http/HttpClientHelperTests.java           |  36 +
 .../telemetry/GenAiAgentTracingTest.java      | 279 ++++++
 .../telemetry/GenAiMessageFormatterTest.java  | 143 ++++
 .../telemetry/GenAiMetricsTest.java           | 124 +++
 .../telemetry/GenAiResponseTracingTest.java   | 418 +++++++++
 sdk/ai/azure-ai-projects/pom.xml              |   2 +-
 sdk/ai/cspell.yml                             |   1 +
 29 files changed, 3614 insertions(+), 64 deletions(-)
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/OpenAITracingContextBridge.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracing.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiConstants.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatter.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracing.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiTracingScope.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedRawStreamingResponse.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedStreamIterable.java
 create mode 100644 sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
 create mode 100644 sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
 create mode 100644 sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
 create mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracingTest.java
 create mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatterTest.java
 create mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMetricsTest.java
 create mode 100644 sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracingTest.java

diff --git a/sdk/ai/azure-ai-agents/CHANGELOG.md b/sdk/ai/azure-ai-agents/CHANGELOG.md
index 72dfd8bf40028..19fab8b58a958 100644
--- a/sdk/ai/azure-ai-agents/CHANGELOG.md
+++ b/sdk/ai/azure-ai-agents/CHANGELOG.md
@@ -2,6 +2,13 @@
 
 ## 2.8.0-beta.1 (Unreleased)
 
+- Added experimental OpenTelemetry GenAI tracing for agent and response operations, following the OpenTelemetry GenAI semantic conventions. Set `AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true` to enable the experimental instrumentation; there is no programmatic opt-in call or process-global mutable state. Tracing/metrics are configured per client through `AgentsClientBuilder.clientOptions(...)` (`TracingOptions` / `MetricsOptions`), and message/agent content is only captured when `OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true` (off by default). The former `AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED` setting remains a compatibility fallback. Coverage:
+    - All current `AgentsClient.createAgentVersion` / `AgentsAsyncClient.createAgentVersion` convenience overloads — `create_agent` spans with prompt/hosted agent attributes and the created agent id/version. Retiring workflow-agent telemetry is intentionally excluded.
+    - `ResponsesClient.createAzureResponse` and `createStreamingAzureResponse`, including their asynchronous equivalents — `chat` / `invoke_agent` spans with request/response model, token usage, input/output messages, finish reasons, and conversation id (streaming spans stay open until completion, error, cancellation, or explicit close).
+    - Raw-response create and streaming protocol methods, including synchronous and asynchronous lifecycle handling and direct HTTP parenting.
+    - `ResponsesClient.createConversation` and `ResponsesAsyncClient.createConversation` — `create_conversation` spans that surround the service call and record its result or failure.
+    - Metrics: `gen_ai.client.operation.duration` and `gen_ai.client.token.usage`.
+
 ### Features Added
 
 ### Breaking Changes
diff --git a/sdk/ai/azure-ai-agents/README.md b/sdk/ai/azure-ai-agents/README.md
index ef1b417e57f1d..1bf24482a1cc7 100644
--- a/sdk/ai/azure-ai-agents/README.md
+++ b/sdk/ai/azure-ai-agents/README.md
@@ -1115,6 +1115,44 @@ If there are significant differences, API calls may fail due to incompatibility.
 
 Always ensure that the chosen API version is fully supported and operational for your specific use case and that it aligns with the service's versioning policy.
 
+## Tracing
+
+`azure-ai-agents` emits experimental [OpenTelemetry GenAI](https://opentelemetry.io/docs/specs/semconv/gen-ai/) spans
+and metrics for agent creation, response (`chat` / `invoke_agent`) and conversation operations. To use this
+experimental feature, set `AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true` and configure an OpenTelemetry implementation
+for the client through `ClientOptions` or globally. There is no programmatic opt-in call or process-global mutable
+tracing state. Customer-controlled prompts, responses, messages, instructions, function arguments, tool results, and
+equivalent agent content are omitted unless you also set
+`OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true`. Review your privacy requirements before enabling content
+recording. The former `AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED` setting remains available as a compatibility
+fallback when the OpenTelemetry setting is absent.
+
+Typed and raw-response methods are covered, including synchronous and
+asynchronous streaming. Streaming spans remain open until the stream completes,
+fails, is cancelled, or is explicitly closed.
+
+```java com.azure.ai.agents.tracing
+// Configure any OpenTelemetry SDK (exporters, sampling, etc.) and pass it through ClientOptions. The client
+// then emits GenAI spans (create_agent, chat / invoke_agent, create_conversation) and metrics automatically.
+OpenTelemetrySdk openTelemetry = OpenTelemetrySdk.builder().build();
+AgentsClient agentsClient = new AgentsClientBuilder().endpoint(endpoint)
+    .credential(new DefaultAzureCredentialBuilder().build())
+    .clientOptions(new ClientOptions()
+        .setTracingOptions(new OpenTelemetryTracingOptions().setOpenTelemetry(openTelemetry)))
+    .buildAgentsClient();
+
+AgentDefinition definition
+    = new PromptAgentDefinition("gpt-4o").setInstructions("You are a helpful assistant.");
+AgentVersionDetails agent = agentsClient.createAgentVersion("my-agent", definition);
+System.out.printf("Created agent %s (traced).%n", agent.getName());
+```
+
+See [`TracingSample.java`](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java) for a runnable example.
+To inspect exported traces in the Foundry tracing UI, connect the Foundry project to an Application Insights resource
+and configure an Azure Monitor OpenTelemetry exporter. See
+[`TracingAzureMonitorSample.java`](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java) for the exporter
+setup.
+
 ## Troubleshooting
 
 ### Enable client logging
diff --git a/sdk/ai/azure-ai-agents/pom.xml b/sdk/ai/azure-ai-agents/pom.xml
index d35dcf69ec983..9f79bbf326801 100644
--- a/sdk/ai/azure-ai-agents/pom.xml
+++ b/sdk/ai/azure-ai-agents/pom.xml
@@ -51,6 +51,8 @@
       --add-reads com.azure.ai.agents=java.desktop
       --add-exports com.azure.core/com.azure.core.implementation.util=ALL-UNNAMED
       --add-opens com.azure.core/com.azure.core.implementation.util=ALL-UNNAMED
+      --add-reads com.azure.ai.agents=com.azure.core.tracing.opentelemetry
+      --add-reads com.azure.ai.agents=com.azure.core.metrics.opentelemetry
     </javaModulesSurefireArgLine>
   </properties>
   <dependencies>
@@ -65,6 +67,11 @@
       <artifactId>azure-core</artifactId>
       <version>1.61.0-beta.1</version> <!-- {x-version-update;unreleased_com.azure:azure-core;dependency} -->
     </dependency>
+    <dependency>
+      <groupId>com.azure</groupId>
+      <artifactId>azure-json</artifactId>
+      <version>1.5.1</version> <!-- {x-version-update;com.azure:azure-json;dependency} -->
+    </dependency>
     <dependency>
       <groupId>com.azure</groupId>
       <artifactId>azure-core-http-netty</artifactId>
@@ -136,6 +143,48 @@
       <version>1.27.0-beta.20</version> <!-- {x-version-update;unreleased_com.azure:azure-core-test;dependency} -->
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>com.azure</groupId>
+      <artifactId>azure-core-tracing-opentelemetry</artifactId>
+      <version>1.0.0-beta.67</version> <!-- {x-version-update;com.azure:azure-core-tracing-opentelemetry;dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>com.azure</groupId>
+      <artifactId>azure-core-metrics-opentelemetry</artifactId>
+      <version>1.0.0-beta.40</version> <!-- {x-version-update;com.azure:azure-core-metrics-opentelemetry;dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>io.opentelemetry</groupId>
+      <artifactId>opentelemetry-sdk</artifactId>
+      <version>1.65.0</version> <!-- {x-version-update;io.opentelemetry:opentelemetry-sdk;external_dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>io.opentelemetry</groupId>
+      <artifactId>opentelemetry-sdk-testing</artifactId>
+      <version>1.65.0</version> <!-- {x-version-update;io.opentelemetry:opentelemetry-sdk-testing;external_dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>io.opentelemetry</groupId>
+      <artifactId>opentelemetry-exporter-logging</artifactId>
+      <version>1.65.0</version> <!-- {x-version-update;io.opentelemetry:opentelemetry-exporter-logging;external_dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>io.opentelemetry</groupId>
+      <artifactId>opentelemetry-sdk-extension-autoconfigure</artifactId>
+      <version>1.65.0</version> <!-- {x-version-update;io.opentelemetry:opentelemetry-sdk-extension-autoconfigure;external_dependency} -->
+      <scope>test</scope>
+    </dependency>
+    <dependency>
+      <groupId>com.azure</groupId>
+      <artifactId>azure-monitor-opentelemetry-autoconfigure</artifactId>
+      <version>1.8.0</version> <!-- {x-version-update;com.azure:azure-monitor-opentelemetry-autoconfigure;dependency} -->
+      <scope>test</scope>
+    </dependency>
 
   </dependencies>
 
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsAsyncClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsAsyncClient.java
index dc725a93db444..9b5a7fa44bc6c 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsAsyncClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsAsyncClient.java
@@ -18,6 +18,7 @@
 import com.azure.ai.agents.implementation.models.PublishAgentToMicrosoft365Request;
 import com.azure.ai.agents.implementation.models.UpdateAgentFromManifestRequest;
 import com.azure.ai.agents.implementation.models.UpdateAgentRequest;
+import com.azure.ai.agents.implementation.telemetry.GenAiAgentTracing;
 import com.azure.ai.agents.implementation.utils.FileUtils;
 import com.azure.ai.agents.models.AgentBlueprintReference;
 import com.azure.ai.agents.models.AgentDefinition;
@@ -83,6 +84,8 @@ public final class AgentsAsyncClient {
     @Generated
     private final AgentsImpl serviceClient;
 
+    private final GenAiAgentTracing tracer;
+
     /**
      * Get an agent
      *
@@ -1029,10 +1032,11 @@ Mono<AgentDetails> updateAgent(String agentName, AgentDefinition definition) {
      * Initializes an instance of AgentsAsyncClient class.
      *
      * @param serviceClient the service client implementation.
+     * @param tracer the tracer used to emit GenAI spans for agent operations.
      */
-    @Generated
-    AgentsAsyncClient(AgentsImpl serviceClient) {
+    AgentsAsyncClient(AgentsImpl serviceClient, GenAiAgentTracing tracer) {
         this.serviceClient = serviceClient;
+        this.tracer = tracer;
     }
 
     /**
@@ -2281,9 +2285,10 @@ public Mono<AgentVersionDetails> createAgentVersion(String agentName, AgentDefin
         RequestOptions requestOptions = new RequestOptions();
         CreateAgentVersionRequest createAgentVersionRequestObj = new CreateAgentVersionRequest(definition);
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionRequestObj);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions)
-            .flatMap(FluxUtil::toMono)
-            .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class));
+        return tracer.traceCreateAgentVersionAsync(agentName, definition,
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).flatMap(FluxUtil::toMono)
+                .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class)),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
@@ -2312,14 +2317,15 @@ public Mono<AgentVersionDetails> createAgentVersion(String agentName, AgentDefin
     @ServiceMethod(returns = ReturnType.SINGLE)
     public Mono<AgentVersionDetails> createAgentVersion(String agentName, AgentDefinition definition,
         Map<String, String> metadata, String description) {
-        // Generated convenience method for createAgentVersionWithResponse
+        // Customized convenience method for createAgentVersionWithResponse (removed @Generated to add tracing).
         RequestOptions requestOptions = new RequestOptions();
         CreateAgentVersionRequest createAgentVersionRequestObj
             = new CreateAgentVersionRequest(definition).setMetadata(metadata).setDescription(description);
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionRequestObj);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions)
-            .flatMap(FluxUtil::toMono)
-            .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class));
+        return tracer.traceCreateAgentVersionAsync(agentName, definition,
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).flatMap(FluxUtil::toMono)
+                .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class)),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
@@ -2342,12 +2348,13 @@ public Mono<AgentVersionDetails> createAgentVersion(String agentName, AgentDefin
     @ServiceMethod(returns = ReturnType.SINGLE)
     public Mono<AgentVersionDetails> createAgentVersion(String agentName,
         CreateAgentVersionInput createAgentVersionInput) {
-        // Generated convenience method for createAgentVersionWithResponse
+        // Customized convenience method for createAgentVersionWithResponse (removed @Generated to add tracing).
         RequestOptions requestOptions = new RequestOptions();
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionInput);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions)
-            .flatMap(FluxUtil::toMono)
-            .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class));
+        return tracer.traceCreateAgentVersionAsync(agentName, createAgentVersionInput.getDefinition(),
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).flatMap(FluxUtil::toMono)
+                .map(protocolMethodData -> protocolMethodData.toObject(AgentVersionDetails.class)),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClient.java
index bf66e9e5f533b..899ba4931daac 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClient.java
@@ -18,6 +18,7 @@
 import com.azure.ai.agents.implementation.models.PublishAgentToMicrosoft365Request;
 import com.azure.ai.agents.implementation.models.UpdateAgentFromManifestRequest;
 import com.azure.ai.agents.implementation.models.UpdateAgentRequest;
+import com.azure.ai.agents.implementation.telemetry.GenAiAgentTracing;
 import com.azure.ai.agents.implementation.utils.FileUtils;
 import com.azure.ai.agents.models.AgentBlueprintReference;
 import com.azure.ai.agents.models.AgentDefinition;
@@ -80,6 +81,8 @@ public final class AgentsClient {
     @Generated
     private final AgentsImpl serviceClient;
 
+    private final GenAiAgentTracing tracer;
+
     /**
      * Get an agent
      *
@@ -985,10 +988,11 @@ AgentDetails updateAgent(String agentName, AgentDefinition definition) {
      * Initializes an instance of AgentsClient class.
      *
      * @param serviceClient the service client implementation.
+     * @param tracer the tracer used to emit GenAI spans for agent operations.
      */
-    @Generated
-    AgentsClient(AgentsImpl serviceClient) {
+    AgentsClient(AgentsImpl serviceClient, GenAiAgentTracing tracer) {
         this.serviceClient = serviceClient;
+        this.tracer = tracer;
     }
 
     /**
@@ -2187,8 +2191,10 @@ public AgentVersionDetails createAgentVersion(String agentName, AgentDefinition
         RequestOptions requestOptions = new RequestOptions();
         CreateAgentVersionRequest createAgentVersionRequestObj = new CreateAgentVersionRequest(definition);
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionRequestObj);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions).getValue()
-            .toObject(AgentVersionDetails.class);
+        return tracer.traceCreateAgentVersion(agentName, definition,
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).getValue()
+                .toObject(AgentVersionDetails.class),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
@@ -2217,13 +2223,15 @@ public AgentVersionDetails createAgentVersion(String agentName, AgentDefinition
     @ServiceMethod(returns = ReturnType.SINGLE)
     public AgentVersionDetails createAgentVersion(String agentName, AgentDefinition definition,
         Map<String, String> metadata, String description) {
-        // Generated convenience method for createAgentVersionWithResponse
+        // Customized convenience method for createAgentVersionWithResponse (removed @Generated to add tracing).
         RequestOptions requestOptions = new RequestOptions();
         CreateAgentVersionRequest createAgentVersionRequestObj
             = new CreateAgentVersionRequest(definition).setMetadata(metadata).setDescription(description);
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionRequestObj);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions).getValue()
-            .toObject(AgentVersionDetails.class);
+        return tracer.traceCreateAgentVersion(agentName, definition,
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).getValue()
+                .toObject(AgentVersionDetails.class),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
@@ -2245,10 +2253,13 @@ public AgentVersionDetails createAgentVersion(String agentName, AgentDefinition
      */
     @ServiceMethod(returns = ReturnType.SINGLE)
     public AgentVersionDetails createAgentVersion(String agentName, CreateAgentVersionInput createAgentVersionInput) {
+        // Customized convenience method for createAgentVersionWithResponse (removed @Generated to add tracing).
         RequestOptions requestOptions = new RequestOptions();
         BinaryData createAgentVersionRequest = BinaryData.fromObject(createAgentVersionInput);
-        return createAgentVersionWithResponse(agentName, createAgentVersionRequest, requestOptions).getValue()
-            .toObject(AgentVersionDetails.class);
+        return tracer.traceCreateAgentVersion(agentName, createAgentVersionInput.getDefinition(),
+            (request, options) -> createAgentVersionWithResponse(agentName, request, options).getValue()
+                .toObject(AgentVersionDetails.class),
+            createAgentVersionRequest, requestOptions);
     }
 
     /**
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClientBuilder.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClientBuilder.java
index c113a9fc84c25..c31bb48920f9a 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClientBuilder.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/AgentsClientBuilder.java
@@ -6,9 +6,13 @@
 import com.azure.ai.agents.implementation.AgentsClientImpl;
 import com.azure.ai.agents.implementation.http.FoundryPolicyHelper;
 import com.azure.ai.agents.implementation.http.HttpClientHelper;
+import com.azure.ai.agents.implementation.http.OpenAITracingContextBridge;
 import com.azure.ai.agents.implementation.models.AgentDefinitionOptInKeys;
 import com.azure.ai.agents.implementation.models.FoundryFeaturesOptInKeys;
 import com.azure.ai.agents.implementation.realtime.VoiceAgentWebSocketClientConfiguration;
+import com.azure.ai.agents.implementation.telemetry.GenAiAgentTracing;
+import com.azure.ai.agents.implementation.telemetry.GenAiInstrumentation;
+import com.azure.ai.agents.implementation.telemetry.GenAiResponseTracing;
 import com.azure.ai.agents.implementation.utils.Beta;
 import com.azure.core.annotation.Generated;
 import com.azure.core.annotation.ServiceClientBuilder;
@@ -388,12 +392,21 @@ private HttpPipeline resolvePipeline(String foundryFeatures) {
     }
 
     private com.openai.core.http.HttpClient createOpenAIHttpClient(String foundryFeatures) {
+        return HttpClientHelper.mapToOpenAIHttpClient(resolveOpenAIHttpPipeline(foundryFeatures));
+    }
+
+    private HttpPipeline resolveOpenAIHttpPipeline(String foundryFeatures) {
         HttpPipeline localPipeline = resolvePipeline(foundryFeatures);
         if (pipeline != null && tokenCredential != null) {
             localPipeline = FoundryPolicyHelper.prependPolicy(localPipeline,
                 new BearerTokenAuthenticationPolicy(tokenCredential, DEFAULT_SCOPES));
         }
-        return HttpClientHelper.mapToOpenAIHttpClient(localPipeline);
+        return localPipeline;
+    }
+
+    private com.openai.core.http.HttpClient createOpenAIHttpClient(String foundryFeatures,
+        OpenAITracingContextBridge contextBridge) {
+        return HttpClientHelper.mapToOpenAIHttpClient(resolveOpenAIHttpPipeline(foundryFeatures), contextBridge);
     }
 
     /**
@@ -402,8 +415,12 @@ private com.openai.core.http.HttpClient createOpenAIHttpClient(String foundryFea
      * @return an instance of ResponsesClient
      */
     public ResponsesClient buildResponsesClient() {
-        return new ResponsesClient(getOpenAIClientBuilder(null).build()
-            .withOptions(optionBuilder -> optionBuilder.httpClient(createOpenAIHttpClient(null))));
+        final com.azure.core.util.tracing.Tracer tracer = createTracer();
+        final OpenAITracingContextBridge contextBridge = new OpenAITracingContextBridge();
+        return new ResponsesClient(
+            getOpenAIClientBuilder(null).build()
+                .withOptions(optionBuilder -> optionBuilder.httpClient(createOpenAIHttpClient(null, contextBridge))),
+            new GenAiResponseTracing(createInstrumentation(tracer), contextBridge));
     }
 
     /**
@@ -412,8 +429,12 @@ public ResponsesClient buildResponsesClient() {
      * @return an instance of ResponsesAsyncClient
      */
     public ResponsesAsyncClient buildResponsesAsyncClient() {
-        return new ResponsesAsyncClient(getOpenAIAsyncClientBuilder(null).build()
-            .withOptions(optionBuilder -> optionBuilder.httpClient(createOpenAIHttpClient(null))));
+        final com.azure.core.util.tracing.Tracer tracer = createTracer();
+        final OpenAITracingContextBridge contextBridge = new OpenAITracingContextBridge();
+        return new ResponsesAsyncClient(
+            getOpenAIAsyncClientBuilder(null).build()
+                .withOptions(optionBuilder -> optionBuilder.httpClient(createOpenAIHttpClient(null, contextBridge))),
+            new GenAiResponseTracing(createInstrumentation(tracer), contextBridge));
     }
 
     /**
@@ -524,7 +545,8 @@ private OpenAIOkHttpClientAsync.Builder getOpenAIAsyncClientBuilder(String agent
      * @return an instance of AgentsAsyncClient.
      */
     public AgentsAsyncClient buildAgentsAsyncClient() {
-        return new AgentsAsyncClient(buildInnerClient(allowPreview ? AGENT_PREVIEW_FEATURES : null).getAgents());
+        return new AgentsAsyncClient(buildInnerClient(allowPreview ? AGENT_PREVIEW_FEATURES : null).getAgents(),
+            new GenAiAgentTracing(createInstrumentation()));
     }
 
     /**
@@ -533,7 +555,42 @@ public AgentsAsyncClient buildAgentsAsyncClient() {
      * @return an instance of AgentsClient.
      */
     public AgentsClient buildAgentsClient() {
-        return new AgentsClient(buildInnerClient(allowPreview ? AGENT_PREVIEW_FEATURES : null).getAgents());
+        return new AgentsClient(buildInnerClient(allowPreview ? AGENT_PREVIEW_FEATURES : null).getAgents(),
+            new GenAiAgentTracing(createInstrumentation()));
+    }
+
+    /**
+     * Builds the azure-core {@link com.azure.core.util.tracing.Tracer} for the agents clients from the configured
+     * {@link ClientOptions#getTracingOptions()}. The tracer is a no-op unless an OpenTelemetry implementation is
+     * present and tracing is enabled for the process.
+     *
+     * @return the tracer instance.
+     */
+    private com.azure.core.util.tracing.Tracer createTracer() {
+        final String clientName = PROPERTIES.getOrDefault(SDK_NAME, "UnknownName");
+        final String clientVersion = PROPERTIES.getOrDefault(SDK_VERSION, "UnknownVersion");
+        final com.azure.core.util.LibraryTelemetryOptions telemetryOptions
+            = new com.azure.core.util.LibraryTelemetryOptions(clientName).setLibraryVersion(clientVersion)
+                .setResourceProviderNamespace("Microsoft.CognitiveServices")
+                .setSchemaUrl(GenAiInstrumentation.OTEL_SCHEMA_URL);
+        final com.azure.core.util.TracingOptions tracingOptions
+            = this.clientOptions == null ? null : this.clientOptions.getTracingOptions();
+        return com.azure.core.util.tracing.TracerProvider.getDefaultProvider()
+            .createTracer(telemetryOptions, tracingOptions);
+    }
+
+    private GenAiInstrumentation createInstrumentation() {
+        return createInstrumentation(createTracer());
+    }
+
+    private GenAiInstrumentation createInstrumentation(com.azure.core.util.tracing.Tracer tracer) {
+        final String clientName = PROPERTIES.getOrDefault(SDK_NAME, "UnknownName");
+        final String clientVersion = PROPERTIES.getOrDefault(SDK_VERSION, "UnknownVersion");
+        final com.azure.core.util.MetricsOptions metricsOptions
+            = this.clientOptions == null ? null : this.clientOptions.getMetricsOptions();
+        final com.azure.core.util.metrics.Meter meter = com.azure.core.util.metrics.MeterProvider.getDefaultProvider()
+            .createMeter(clientName, clientVersion, metricsOptions);
+        return new GenAiInstrumentation(this.endpoint, this.configuration, tracer, meter);
     }
 
     /**
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesAsyncClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesAsyncClient.java
index 16ada87bfcb37..f04769b3fc513 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesAsyncClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesAsyncClient.java
@@ -5,6 +5,7 @@
 package com.azure.ai.agents;
 
 import com.azure.ai.agents.implementation.OpenAIJsonHelper;
+import com.azure.ai.agents.implementation.telemetry.GenAiResponseTracing;
 import com.azure.ai.agents.models.AzureCreateResponseOptions;
 import com.azure.ai.agents.util.StreamingResponseUtils;
 import com.azure.core.annotation.ReturnType;
@@ -32,14 +33,17 @@
 @ServiceClient(builder = AgentsClientBuilder.class, isAsync = true)
 public final class ResponsesAsyncClient {
     private final ResponseServiceAsync responseServiceAsync;
+    private final GenAiResponseTracing tracer;
 
     /**
      * Initializes an instance of ResponsesAsyncClient class using the official OpenAI client library.
      *
      * @param openAIClientAsync the OpenAI async client.
+     * @param tracer the tracer used to emit GenAI spans for response operations.
      */
-    ResponsesAsyncClient(OpenAIClientAsync openAIClientAsync) {
+    ResponsesAsyncClient(OpenAIClientAsync openAIClientAsync, GenAiResponseTracing tracer) {
         this.responseServiceAsync = openAIClientAsync.responses();
+        this.tracer = tracer;
     }
 
     /**
@@ -67,7 +71,14 @@ public Mono<Response> createAzureResponse(AzureCreateResponseOptions createRespo
 
         Map<String, JsonValue> additionalBodyProperties = OpenAIJsonHelper.toJsonValueMap(createResponse);
         params.additionalBodyProperties(additionalBodyProperties);
-        return Mono.fromFuture(this.responseServiceAsync.create(params.build()));
+
+        if (!tracer.isEnabled()) {
+            return Mono.fromFuture(this.responseServiceAsync.create(params.build()));
+        }
+
+        ResponseCreateParams builtParams = params.build();
+        return tracer.traceResponseAsync(createResponse, builtParams,
+            tracedParams -> Mono.fromFuture(this.responseServiceAsync.create(tracedParams)));
     }
 
     /**
@@ -86,7 +97,14 @@ public Flux<ResponseStreamEvent> createStreamingAzureResponse(AzureCreateRespons
 
         Map<String, JsonValue> additionalBodyProperties = OpenAIJsonHelper.toJsonValueMap(createResponse);
         params.additionalBodyProperties(additionalBodyProperties);
-        return StreamingResponseUtils.toFlux(this.responseServiceAsync.createStreaming(params.build()));
+
+        if (!tracer.isEnabled()) {
+            return StreamingResponseUtils.toFlux(this.responseServiceAsync.createStreaming(params.build()));
+        }
+
+        ResponseCreateParams builtParams = params.build();
+        return tracer.traceStreamingResponseAsync(createResponse, builtParams,
+            tracedParams -> StreamingResponseUtils.toFlux(this.responseServiceAsync.createStreaming(tracedParams)));
     }
 
     /**
@@ -120,11 +138,12 @@ public Mono<HttpResponseFor<Response>> createResponseWithResponse(BinaryData cre
         RequestOptions requestOptions) {
         Objects.requireNonNull(createResponseRequest, "createResponseRequest cannot be null");
 
-        ResponseCreateParams params = ResponseCreateParams.builder()
-            .additionalBodyProperties(OpenAIJsonHelper.jsonBodyToValueMap(createResponseRequest))
-            .build();
-        return Mono.fromFuture(this.responseServiceAsync.withRawResponse()
-            .create(params, requestOptions == null ? RequestOptions.none() : requestOptions));
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(createResponseRequest);
+        AzureCreateResponseOptions azureOptions = OpenAIJsonHelper
+            .fromAdditionalProperties(params._additionalBodyProperties(), AzureCreateResponseOptions::fromJson);
+        return tracer.traceRawResponseAsync(azureOptions == null ? new AzureCreateResponseOptions() : azureOptions,
+            params, tracedParams -> Mono.fromFuture(this.responseServiceAsync.withRawResponse()
+                .create(tracedParams, requestOptions == null ? RequestOptions.none() : requestOptions)));
     }
 
     /**
@@ -152,10 +171,12 @@ public Mono<HttpResponseFor<Response>> createResponseWithResponse(BinaryData cre
         createResponseStreamWithResponse(BinaryData createResponseRequest, RequestOptions requestOptions) {
         Objects.requireNonNull(createResponseRequest, "createResponseRequest cannot be null");
 
-        ResponseCreateParams params = ResponseCreateParams.builder()
-            .additionalBodyProperties(OpenAIJsonHelper.jsonBodyToValueMap(createResponseRequest))
-            .build();
-        return Mono.fromFuture(this.responseServiceAsync.withRawResponse()
-            .createStreaming(params, requestOptions == null ? RequestOptions.none() : requestOptions));
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(createResponseRequest);
+        AzureCreateResponseOptions azureOptions = OpenAIJsonHelper
+            .fromAdditionalProperties(params._additionalBodyProperties(), AzureCreateResponseOptions::fromJson);
+        return tracer.traceRawStreamingResponseAsync(
+            azureOptions == null ? new AzureCreateResponseOptions() : azureOptions, params,
+            tracedParams -> Mono.fromFuture(this.responseServiceAsync.withRawResponse()
+                .createStreaming(tracedParams, requestOptions == null ? RequestOptions.none() : requestOptions)));
     }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesClient.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesClient.java
index 834772db0f0ad..736db65c92e29 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesClient.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/ResponsesClient.java
@@ -5,6 +5,8 @@
 package com.azure.ai.agents;
 
 import com.azure.ai.agents.implementation.OpenAIJsonHelper;
+import com.azure.ai.agents.implementation.telemetry.GenAiResponseTracing;
+import com.azure.ai.agents.implementation.telemetry.TracedStreamIterable;
 import com.azure.ai.agents.models.AzureCreateResponseDetails;
 import com.azure.ai.agents.models.AzureCreateResponseOptions;
 import com.azure.ai.agents.util.StreamingResponseUtils;
@@ -32,14 +34,17 @@
 @ServiceClient(builder = AgentsClientBuilder.class)
 public final class ResponsesClient {
     private final ResponseService responseService;
+    private final GenAiResponseTracing tracer;
 
     /**
      * Initializes an instance of ResponsesClient class using the official OpenAI client library.
      *
      * @param openAIClient the OpenAI client.
+     * @param tracer the tracer used to emit GenAI spans for response operations.
      */
-    ResponsesClient(OpenAIClient openAIClient) {
+    ResponsesClient(OpenAIClient openAIClient, GenAiResponseTracing tracer) {
         this.responseService = openAIClient.responses();
+        this.tracer = tracer;
     }
 
     /**
@@ -67,7 +72,13 @@ public Response createAzureResponse(AzureCreateResponseOptions createResponse,
 
         Map<String, JsonValue> additionalBodyProperties = OpenAIJsonHelper.toJsonValueMap(createResponse);
         params.additionalBodyProperties(additionalBodyProperties);
-        return this.responseService.create(params.build());
+
+        if (!tracer.isEnabled()) {
+            return this.responseService.create(params.build());
+        }
+
+        ResponseCreateParams builtParams = params.build();
+        return tracer.traceResponse(createResponse, builtParams, () -> this.responseService.create(builtParams));
     }
 
     /**
@@ -86,7 +97,15 @@ public IterableStream<ResponseStreamEvent> createStreamingAzureResponse(AzureCre
 
         Map<String, JsonValue> additionalBodyProperties = OpenAIJsonHelper.toJsonValueMap(createResponse);
         params.additionalBodyProperties(additionalBodyProperties);
-        return StreamingResponseUtils.toIterableStream(this.responseService.createStreaming(params.build()));
+
+        if (!tracer.isEnabled()) {
+            return StreamingResponseUtils.toIterableStream(this.responseService.createStreaming(params.build()));
+        }
+
+        ResponseCreateParams builtParams = params.build();
+        TracedStreamIterable traced = tracer.traceStreamingResponse(createResponse, builtParams,
+            () -> StreamingResponseUtils.toIterableStream(this.responseService.createStreaming(builtParams)));
+        return new IterableStream<>(traced);
     }
 
     /**
@@ -132,11 +151,12 @@ public HttpResponseFor<Response> createResponseWithResponse(BinaryData createRes
         RequestOptions requestOptions) {
         Objects.requireNonNull(createResponseRequest, "createResponseRequest cannot be null");
 
-        ResponseCreateParams params = ResponseCreateParams.builder()
-            .additionalBodyProperties(OpenAIJsonHelper.jsonBodyToValueMap(createResponseRequest))
-            .build();
-        return this.responseService.withRawResponse()
-            .create(params, requestOptions == null ? RequestOptions.none() : requestOptions);
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(createResponseRequest);
+        AzureCreateResponseOptions azureOptions = OpenAIJsonHelper
+            .fromAdditionalProperties(params._additionalBodyProperties(), AzureCreateResponseOptions::fromJson);
+        return tracer.traceRawResponse(azureOptions == null ? new AzureCreateResponseOptions() : azureOptions, params,
+            () -> this.responseService.withRawResponse()
+                .create(params, requestOptions == null ? RequestOptions.none() : requestOptions));
     }
 
     /**
@@ -162,11 +182,12 @@ public HttpResponseFor<Response> createResponseWithResponse(BinaryData createRes
         createResponseStreamWithResponse(BinaryData createResponseRequest, RequestOptions requestOptions) {
         Objects.requireNonNull(createResponseRequest, "createResponseRequest cannot be null");
 
-        ResponseCreateParams params = ResponseCreateParams.builder()
-            .additionalBodyProperties(OpenAIJsonHelper.jsonBodyToValueMap(createResponseRequest))
-            .build();
-        return this.responseService.withRawResponse()
-            .createStreaming(params, requestOptions == null ? RequestOptions.none() : requestOptions);
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(createResponseRequest);
+        AzureCreateResponseOptions azureOptions = OpenAIJsonHelper
+            .fromAdditionalProperties(params._additionalBodyProperties(), AzureCreateResponseOptions::fromJson);
+        return tracer.traceRawStreamingResponse(azureOptions == null ? new AzureCreateResponseOptions() : azureOptions,
+            params, () -> this.responseService.withRawResponse()
+                .createStreaming(params, requestOptions == null ? RequestOptions.none() : requestOptions));
     }
 
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/OpenAIJsonHelper.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/OpenAIJsonHelper.java
index cf7d056f0be04..6d7c41624bd0f 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/OpenAIJsonHelper.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/OpenAIJsonHelper.java
@@ -13,6 +13,7 @@
 import com.fasterxml.jackson.databind.ObjectMapper;
 import com.openai.core.JsonValue;
 import com.openai.core.ObjectMappers;
+import com.openai.models.responses.ResponseCreateParams;
 
 import java.io.IOException;
 import java.io.StringReader;
@@ -219,6 +220,64 @@ public static Map<String, JsonValue> jsonBodyToValueMap(BinaryData body) {
         }
     }
 
+    /**
+     * Converts a raw create-response body to OpenAI request parameters while promoting the fields used by tracing to
+     * their strongly typed builder properties. All remaining fields, including Azure extensions, stay in the
+     * additional body-property map.
+     *
+     * @param body the raw create-response body.
+     * @return request parameters preserving all top-level fields.
+     */
+    public static ResponseCreateParams toRawResponseCreateParams(BinaryData body) {
+        Map<String, JsonValue> properties = jsonBodyToValueMap(body);
+        ResponseCreateParams.Builder builder = ResponseCreateParams.builder();
+
+        JsonValue model = properties.remove("model");
+        if (model != null) {
+            String modelName = model.convert(String.class);
+            if (modelName != null) {
+                builder.model(modelName);
+            } else {
+                properties.put("model", model);
+            }
+        }
+        JsonValue input = properties.get("input");
+        if (input != null) {
+            try {
+                String inputText = input.convert(String.class);
+                if (inputText != null) {
+                    properties.remove("input");
+                    builder.input(inputText);
+                }
+            } catch (IllegalArgumentException ignored) {
+                // Structured input remains an additional body property and is preserved on the wire.
+            }
+        }
+        JsonValue instructions = properties.remove("instructions");
+        if (instructions != null) {
+            String instructionsText = instructions.convert(String.class);
+            if (instructionsText != null) {
+                builder.instructions(instructionsText);
+            } else {
+                properties.put("instructions", instructions);
+            }
+        }
+        JsonValue conversation = properties.get("conversation");
+        if (conversation != null) {
+            try {
+                String conversationId = conversation.convert(String.class);
+                if (conversationId != null) {
+                    properties.remove("conversation");
+                    builder.conversation(conversationId);
+                }
+            } catch (IllegalArgumentException ignored) {
+                // Structured conversation parameters remain additional body properties.
+            }
+        }
+
+        return builder.additionalBodyProperties(properties).build();
+    }
+
     private static Map<String, JsonValue> jsonStringToJsonValueMap(String json) throws IOException {
         Map<String, Object> map = MAPPER.readValue(json, new TypeReference<Map<String, Object>>() {
         });
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/HttpClientHelper.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/HttpClientHelper.java
index 67c01ba40d62e..c2f33266b6b97 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/HttpClientHelper.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/HttpClientHelper.java
@@ -61,15 +61,32 @@ private HttpClientHelper() {
      * @return A bridge client that honors the OpenAI interface but delegates execution to the Azure pipeline.
      */
     public static HttpClient mapToOpenAIHttpClient(HttpPipeline httpPipeline) {
-        return new HttpClientWrapper(httpPipeline);
+        return new HttpClientWrapper(httpPipeline, null);
+    }
+
+    /**
+     * Implements the OpenAI {@link HttpClient} interface and restores request-carried trace context before the Azure
+     * HTTP pipeline starts. This is required for OpenAI asynchronous clients, which may invoke the HTTP client on a
+     * different thread from the GenAI operation span.
+     *
+     * @param httpPipeline The Azure HTTP pipeline that will execute HTTP requests.
+     * @param contextBridge The bridge used to restore the Azure context associated with the OpenAI request.
+     * @return A bridge client that honors the OpenAI interface but delegates execution to the Azure pipeline.
+     */
+    public static HttpClient mapToOpenAIHttpClient(HttpPipeline httpPipeline,
+        OpenAITracingContextBridge contextBridge) {
+        return new HttpClientWrapper(httpPipeline,
+            Objects.requireNonNull(contextBridge, "'contextBridge' cannot be null."));
     }
 
     private static final class HttpClientWrapper implements HttpClient {
 
         private final HttpPipeline httpPipeline;
+        private final OpenAITracingContextBridge contextBridge;
 
-        private HttpClientWrapper(HttpPipeline httpPipeline) {
+        private HttpClientWrapper(HttpPipeline httpPipeline, OpenAITracingContextBridge contextBridge) {
             this.httpPipeline = Objects.requireNonNull(httpPipeline, "'httpPipeline' cannot be null.");
+            this.contextBridge = contextBridge;
         }
 
         @Override
@@ -89,8 +106,8 @@ public HttpResponse execute(HttpRequest request, RequestOptions requestOptions)
 
             try {
                 com.azure.core.http.HttpRequest azureRequest = buildAzureRequest(request);
-                return new AzureHttpResponseAdapter(
-                    this.httpPipeline.sendSync(azureRequest, buildRequestContext(requestOptions)));
+                return new AzureHttpResponseAdapter(this.httpPipeline.sendSync(azureRequest,
+                    buildRequestContext(request, requestOptions, contextBridge)));
             } catch (MalformedURLException exception) {
                 throw new OpenAIException("Invalid URL in request: " + exception.getMessage(),
                     LOGGER.logThrowableAsError(exception));
@@ -108,7 +125,8 @@ public CompletableFuture<HttpResponse> executeAsync(HttpRequest request, Request
             Objects.requireNonNull(requestOptions, "requestOptions");
 
             return Mono.fromCallable(() -> buildAzureRequest(request))
-                .flatMap(azureRequest -> this.httpPipeline.send(azureRequest, buildRequestContext(requestOptions)))
+                .flatMap(azureRequest -> this.httpPipeline.send(azureRequest,
+                    buildRequestContext(request, requestOptions, contextBridge)))
                 .map(response -> (HttpResponse) new AzureHttpResponseAdapter(response))
                 .onErrorMap(HttpClientWrapper::mapAzureExceptionToOpenAI)
                 // publishOn moves the CompletableFuture completion (and all OpenAI SDK continuations that
@@ -228,6 +246,9 @@ private static com.azure.core.http.HttpRequest buildAzureRequest(HttpRequest req
         private static HttpHeaders toAzureHeaders(Headers sourceHeaders) {
             HttpHeaders target = new HttpHeaders();
             sourceHeaders.names().forEach(name -> {
+                if (OpenAITracingContextBridge.TRACE_CONTEXT_HEADER.equalsIgnoreCase(name)) {
+                    return;
+                }
                 List<String> values = sourceHeaders.values(name);
                 HttpHeaderName headerName = HttpHeaderName.fromString(name);
                 if (values.isEmpty()) {
@@ -240,12 +261,16 @@ private static HttpHeaders toAzureHeaders(Headers sourceHeaders) {
         }
 
         /**
-         * Builds the request context from the given request options.
+         * Builds the request context from the internal context token and request options.
+         * @param request OpenAI SDK request containing any propagated context token
          * @param requestOptions OpenAI SDK request options
          * @return Azure request {@link Context}
          */
-        private static Context buildRequestContext(RequestOptions requestOptions) {
-            Context context = Context.NONE;
+        private static Context buildRequestContext(HttpRequest request, RequestOptions requestOptions,
+            OpenAITracingContextBridge contextBridge) {
+            List<String> tokens = request.headers().values(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER);
+            Context context
+                = contextBridge == null || tokens.isEmpty() ? Context.NONE : contextBridge.take(tokens.get(0));
             Timeout timeout = requestOptions.getTimeout();
             // we use "read" as it's the closest thing to the "response timeout"
             if (timeout != null && !timeout.read().isZero() && !timeout.read().isNegative()) {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/OpenAITracingContextBridge.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/OpenAITracingContextBridge.java
new file mode 100644
index 0000000000000..17692eff175cc
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/http/OpenAITracingContextBridge.java
@@ -0,0 +1,62 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.http;
+
+import com.azure.core.util.Context;
+import com.azure.core.util.CoreUtils;
+
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.ConcurrentMap;
+
+/**
+ * Carries an Azure tracing context across openai-java's asynchronous request preparation boundary.
+ *
+ * <p>The opaque header is consumed by {@link HttpClientHelper} and is never sent to the service. Entries are scoped
+ * to a single client and removed either when the HTTP adapter consumes them or when the traced operation ends.</p>
+ */
+public final class OpenAITracingContextBridge {
+    /**
+     * Internal header used only between openai-java request preparation and the Azure HTTP adapter.
+     */
+    public static final String TRACE_CONTEXT_HEADER = "x-ms-azure-ai-agents-trace-context";
+
+    private final ConcurrentMap<String, Context> contexts = new ConcurrentHashMap<>();
+
+    /**
+     * Registers a context and returns its opaque request token.
+     *
+     * @param context the Azure tracing context.
+     * @return the opaque request token.
+     */
+    public String register(Context context) {
+        String token = CoreUtils.randomUuid().toString();
+        contexts.put(token, context);
+        return token;
+    }
+
+    /**
+     * Removes and returns the context associated with a request token.
+     *
+     * @param token the opaque request token.
+     * @return the context, or {@link Context#NONE} when the token is absent or already consumed.
+     */
+    public Context take(String token) {
+        if (token == null) {
+            return Context.NONE;
+        }
+        Context context = contexts.remove(token);
+        return context == null ? Context.NONE : context;
+    }
+
+    /**
+     * Removes an unconsumed request token.
+     *
+     * @param token the opaque request token.
+     */
+    public void discard(String token) {
+        if (token != null) {
+            contexts.remove(token);
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracing.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracing.java
new file mode 100644
index 0000000000000..5f9b0d03dfc39
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracing.java
@@ -0,0 +1,185 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.ai.agents.models.AgentDefinition;
+import com.azure.ai.agents.models.AgentVersionDetails;
+import com.azure.ai.agents.models.HostedAgentDefinition;
+import com.azure.ai.agents.models.PromptAgentDefinition;
+import com.azure.ai.agents.models.ProtocolVersionRecord;
+import com.azure.core.http.rest.RequestOptions;
+import com.azure.core.util.BinaryData;
+import reactor.core.publisher.Mono;
+
+import java.util.List;
+import java.util.function.Function;
+
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.AGENT_TYPE_HOSTED;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.AGENT_TYPE_PROMPT;
+
+/**
+ * Tracing for the agent-management convenience methods on {@link com.azure.ai.agents.AgentsClient} and
+ * {@link com.azure.ai.agents.AgentsAsyncClient}. Wraps {@code createAgentVersion} with a {@code create_agent} span,
+ * extracting agent-type-specific attributes for supported prompt and hosted agents.
+ *
+ * <p>Constructed with a per-client {@link GenAiInstrumentation}; there is no global state.</p>
+ */
+public final class GenAiAgentTracing {
+
+    private final GenAiInstrumentation instrumentation;
+
+    /**
+     * Creates a {@link GenAiAgentTracing}.
+     *
+     * @param instrumentation the per-client telemetry holder.
+     */
+    public GenAiAgentTracing(GenAiInstrumentation instrumentation) {
+        this.instrumentation = instrumentation;
+    }
+
+    /**
+     * Reference to the synchronous operation performing the actual create-agent-version call.
+     */
+    @FunctionalInterface
+    public interface SyncCreateAgentVersionOperation {
+        /**
+         * Invokes the operation.
+         *
+         * @param request the serialized request body.
+         * @param requestOptions the request options (carries the tracing context).
+         * @return the created agent version details.
+         */
+        AgentVersionDetails invoke(BinaryData request, RequestOptions requestOptions);
+    }
+
+    /**
+     * Reference to the asynchronous operation performing the actual create-agent-version call.
+     */
+    @FunctionalInterface
+    public interface CreateAgentVersionOperation {
+        /**
+         * Invokes the operation.
+         *
+         * @param request the serialized request body.
+         * @param requestOptions the request options (carries the tracing context).
+         * @return the created agent version details.
+         */
+        Mono<AgentVersionDetails> invoke(BinaryData request, RequestOptions requestOptions);
+    }
+
+    /**
+     * Traces the synchronous {@code createAgentVersion} convenience method.
+     *
+     * @param agentName the agent name.
+     * @param definition the agent definition being created.
+     * @param operation the operation performing the actual call.
+     * @param request the serialized request body.
+     * @param requestOptions the request options.
+     * @return the created agent version details.
+     */
+    @SuppressWarnings("try")
+    public AgentVersionDetails traceCreateAgentVersion(String agentName, AgentDefinition definition,
+        SyncCreateAgentVersionOperation operation, BinaryData request, RequestOptions requestOptions) {
+        GenAiTracingScope scope = instrumentation.startCreateAgent(agentName);
+        if (scope == null) {
+            return operation.invoke(request, requestOptions);
+        }
+        try {
+            applyDefinitionAttributes(scope, agentName, definition);
+            AgentVersionDetails result;
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                result = operation.invoke(request, requestOptions.setContext(scope.getSpanContext()));
+            }
+            enrichFromResult(scope, result);
+            return result;
+        } catch (Exception e) {
+            scope.recordError(e);
+            sneakyThrows(e);
+            return null;
+        } finally {
+            scope.close();
+        }
+    }
+
+    /**
+     * Traces the asynchronous {@code createAgentVersion} convenience method.
+     *
+     * @param agentName the agent name.
+     * @param definition the agent definition being created.
+     * @param operation the operation performing the actual call.
+     * @param request the serialized request body.
+     * @param requestOptions the request options.
+     * @return a {@link Mono} emitting the created agent version details.
+     */
+    public Mono<AgentVersionDetails> traceCreateAgentVersionAsync(String agentName, AgentDefinition definition,
+        CreateAgentVersionOperation operation, BinaryData request, RequestOptions requestOptions) {
+        if (!instrumentation.isEnabled()) {
+            return operation.invoke(request, requestOptions);
+        }
+
+        final Mono<GenAiTracingScope> resourceSupplier = Mono.fromSupplier(() -> {
+            GenAiTracingScope scope = instrumentation.startCreateAgent(agentName);
+            applyDefinitionAttributes(scope, agentName, definition);
+            return scope;
+        });
+
+        final Function<GenAiTracingScope, Mono<AgentVersionDetails>> resourceClosure
+            = scope -> operation.invoke(request, requestOptions.setContext(scope.getSpanContext())).map(result -> {
+                enrichFromResult(scope, result);
+                return result;
+            });
+
+        return Mono.usingWhen(resourceSupplier, resourceClosure, scope -> {
+            scope.close();
+            return Mono.empty();
+        }, (scope, throwable) -> {
+            scope.recordError(throwable);
+            scope.close();
+            return Mono.empty();
+        }, scope -> {
+            scope.close();
+            return Mono.empty();
+        });
+    }
+
+    private void applyDefinitionAttributes(GenAiTracingScope scope, String agentName, AgentDefinition definition) {
+        if (definition instanceof PromptAgentDefinition) {
+            PromptAgentDefinition prompt = (PromptAgentDefinition) definition;
+            scope.setAgentAttributes(null, agentName, null, AGENT_TYPE_PROMPT);
+            scope.setRequestModelAttributes(prompt.getModel(), prompt.getTemperature(), prompt.getTopP());
+            scope.setSystemInstructions(prompt.getInstructions());
+        } else if (definition instanceof HostedAgentDefinition) {
+            HostedAgentDefinition hosted = (HostedAgentDefinition) definition;
+            String protocol = null;
+            String protocolVersion = null;
+            List<ProtocolVersionRecord> protocolVersions = hosted.getProtocolVersions();
+            if (protocolVersions != null && !protocolVersions.isEmpty()) {
+                ProtocolVersionRecord record = protocolVersions.get(0);
+                protocol = record.getProtocol() != null ? record.getProtocol().toString() : null;
+                protocolVersion = record.getVersion();
+            }
+            String image
+                = hosted.getContainerConfiguration() != null ? hosted.getContainerConfiguration().getImage() : null;
+            scope.setAgentAttributes(null, agentName, null, AGENT_TYPE_HOSTED);
+            scope.setHostedAgentAttributes(hosted.getCpu(), hosted.getMemory(), image, protocol, protocolVersion);
+        } else {
+            scope.setAgentAttributes(null, agentName, null, null);
+        }
+    }
+
+    private static void enrichFromResult(GenAiTracingScope scope, AgentVersionDetails result) {
+        if (result != null) {
+            String name = result.getName();
+            String version = result.getVersion();
+            if (name != null && version != null) {
+                scope.setAgentIdAndVersion(name + ":" + version, version);
+            }
+        }
+    }
+
+    @SuppressWarnings("unchecked")
+    private static <E extends Throwable> void sneakyThrows(Throwable e) throws E {
+        throw (E) e;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiConstants.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiConstants.java
new file mode 100644
index 0000000000000..3639c35346ca2
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiConstants.java
@@ -0,0 +1,95 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+/**
+ * Constants for GenAI semantic convention attribute names, event names, metric names, and operation names.
+ * <p>
+ * These follow the OpenTelemetry GenAI semantic conventions:
+ * <a href="https://opentelemetry.io/docs/specs/semconv/gen-ai/">GenAI Semantic Conventions</a>.
+ */
+final class GenAiConstants {
+
+    private GenAiConstants() {
+        // utility class
+    }
+
+    // --- Operation names ---
+    static final String OPERATION_CREATE_AGENT = "create_agent";
+    static final String OPERATION_INVOKE_AGENT = "invoke_agent";
+    static final String OPERATION_CHAT = "chat";
+    static final String OPERATION_RESPONSES = "responses";
+    static final String OPERATION_CREATE_CONVERSATION = "create_conversation";
+
+    // --- System / Provider ---
+    static final String GEN_AI_PROVIDER_NAME = "gen_ai.provider.name";
+    static final String GEN_AI_PROVIDER_NAME_VALUE = "microsoft.foundry";
+    static final String AZ_NAMESPACE_VALUE = "Microsoft.CognitiveServices";
+
+    // --- Operation ---
+    static final String GEN_AI_OPERATION_NAME = "gen_ai.operation.name";
+
+    // --- Agent attributes ---
+    static final String GEN_AI_AGENT_ID = "gen_ai.agent.id";
+    static final String GEN_AI_AGENT_NAME = "gen_ai.agent.name";
+    static final String GEN_AI_AGENT_DESCRIPTION = "gen_ai.agent.description";
+    static final String GEN_AI_AGENT_VERSION = "gen_ai.agent.version";
+    static final String GEN_AI_AGENT_TYPE = "gen_ai.agent.type";
+
+    // --- Hosted agent attributes ---
+    static final String GEN_AI_AGENT_HOSTED_CPU = "gen_ai.agent.hosted.cpu";
+    static final String GEN_AI_AGENT_HOSTED_MEMORY = "gen_ai.agent.hosted.memory";
+    static final String GEN_AI_AGENT_HOSTED_IMAGE = "gen_ai.agent.hosted.image";
+    static final String GEN_AI_AGENT_HOSTED_PROTOCOL = "gen_ai.agent.hosted.protocol";
+    static final String GEN_AI_AGENT_HOSTED_PROTOCOL_VERSION = "gen_ai.agent.hosted.protocol_version";
+
+    // --- Request parameters ---
+    static final String GEN_AI_REQUEST_MODEL = "gen_ai.request.model";
+    static final String GEN_AI_REQUEST_TEMPERATURE = "gen_ai.request.temperature";
+    static final String GEN_AI_REQUEST_TOP_P = "gen_ai.request.top_p";
+
+    // --- Response attributes ---
+    static final String GEN_AI_RESPONSE_MODEL = "gen_ai.response.model";
+    static final String GEN_AI_RESPONSE_ID = "gen_ai.response.id";
+    static final String GEN_AI_RESPONSE_FINISH_REASONS = "gen_ai.response.finish_reasons";
+
+    // --- Token usage ---
+    static final String GEN_AI_USAGE_INPUT_TOKENS = "gen_ai.usage.input_tokens";
+    static final String GEN_AI_USAGE_OUTPUT_TOKENS = "gen_ai.usage.output_tokens";
+
+    // --- Messages (content-gated) ---
+    static final String GEN_AI_SYSTEM_INSTRUCTIONS = "gen_ai.system_instructions";
+    static final String GEN_AI_INPUT_MESSAGES = "gen_ai.input.messages";
+    static final String GEN_AI_OUTPUT_MESSAGES = "gen_ai.output.messages";
+
+    // --- Conversation ---
+    static final String GEN_AI_CONVERSATION_ID = "gen_ai.conversation.id";
+
+    // --- Server ---
+    static final String SERVER_ADDRESS = "server.address";
+    static final String SERVER_PORT = "server.port";
+
+    // --- Error ---
+    static final String ERROR_TYPE = "error.type";
+
+    // --- Token type (for metrics) ---
+    static final String GEN_AI_TOKEN_TYPE = "gen_ai.token.type";
+    static final String TOKEN_TYPE_INPUT = "input";
+    static final String TOKEN_TYPE_OUTPUT = "completion";
+
+    // --- Metric names ---
+    static final String METRIC_OPERATION_DURATION = "gen_ai.client.operation.duration";
+    static final String METRIC_TOKEN_USAGE = "gen_ai.client.token.usage";
+
+    // --- Metric units ---
+    static final String METRIC_UNIT_SECONDS = "s";
+    static final String METRIC_UNIT_TOKENS = "token";
+
+    // --- Agent type values ---
+    static final String AGENT_TYPE_PROMPT = "prompt";
+    static final String AGENT_TYPE_HOSTED = "hosted";
+
+    // --- Default port (HTTPS) ---
+    static final int DEFAULT_HTTPS_PORT = 443;
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
new file mode 100644
index 0000000000000..a0d06239ba2b8
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
@@ -0,0 +1,196 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.util.Configuration;
+import com.azure.core.util.ConfigurationProperty;
+import com.azure.core.util.ConfigurationPropertyBuilder;
+import com.azure.core.util.Context;
+import com.azure.core.util.CoreUtils;
+import com.azure.core.util.logging.ClientLogger;
+import com.azure.core.util.metrics.DoubleHistogram;
+import com.azure.core.util.metrics.Meter;
+import com.azure.core.util.tracing.SpanKind;
+import com.azure.core.util.tracing.StartSpanOptions;
+import com.azure.core.util.tracing.Tracer;
+
+import java.net.MalformedURLException;
+import java.net.URI;
+import java.net.URISyntaxException;
+import java.net.URL;
+
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.DEFAULT_HTTPS_PORT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_OPERATION_NAME;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_PROVIDER_NAME;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_PROVIDER_NAME_VALUE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.METRIC_OPERATION_DURATION;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.METRIC_TOKEN_USAGE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.METRIC_UNIT_SECONDS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.METRIC_UNIT_TOKENS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_CHAT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_CREATE_AGENT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_CREATE_CONVERSATION;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_INVOKE_AGENT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.SERVER_ADDRESS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.SERVER_PORT;
+
+/**
+ * Per-client GenAI telemetry holder. Owns the azure-core {@link Tracer} and {@link Meter} (and the GenAI
+ * histograms) that the client builder created from {@code ClientOptions} tracing/metrics options, along with the
+ * resolved endpoint host/port and the content-recording flag.
+ *
+ * <p>This replaces the process-global static state used elsewhere: an instance is created per client by
+ * {@code AgentsClientBuilder} and injected into the clients. Tracing/metrics are emitted only when an
+ * OpenTelemetry implementation is configured for the process (i.e. {@link Tracer#isEnabled()} or a histogram is
+ * enabled).</p>
+ */
+public final class GenAiInstrumentation {
+
+    /**
+     * OpenTelemetry schema URL for the GenAI semantic conventions emitted by this instrumentation.
+     */
+    public static final String OTEL_SCHEMA_URL = "https://opentelemetry.io/schemas/1.34.0";
+
+    private static final ClientLogger LOGGER = new ClientLogger(GenAiInstrumentation.class);
+
+    private static final ConfigurationProperty<Boolean> EXPERIMENTAL_GEN_AI_TRACING
+        = ConfigurationPropertyBuilder.ofBoolean("experimental.enable_genai_tracing")
+            .environmentVariableName("AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING")
+            .systemPropertyName("azure.experimental.enable_genai_tracing")
+            .shared(true)
+            .defaultValue(false)
+            .build();
+    private static final ConfigurationProperty<Boolean> CAPTURE_MESSAGE_CONTENT
+        = ConfigurationPropertyBuilder.ofBoolean("otel.instrumentation.genai.capture_message_content")
+            .environmentVariableName("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT")
+            .systemPropertyName("otel.instrumentation.genai.capture_message_content")
+            .shared(true)
+            .build();
+    private static final ConfigurationProperty<Boolean> LEGACY_CAPTURE_MESSAGE_CONTENT
+        = ConfigurationPropertyBuilder.ofBoolean("azure.tracing.gen_ai.content_recording_enabled")
+            .environmentVariableName("AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED")
+            .systemPropertyName("azure.tracing.gen_ai.content_recording_enabled")
+            .shared(true)
+            .defaultValue(false)
+            .build();
+    private static final Configuration GLOBAL_CONFIG = Configuration.getGlobalConfiguration();
+
+    private final Tracer tracer;
+    private final Meter meter;
+    private final DoubleHistogram durationHistogram;
+    private final DoubleHistogram tokenUsageHistogram;
+    private final boolean experimentalEnabled;
+    private final boolean captureContent;
+    private final String host;
+    private final int port;
+
+    /**
+     * Creates a {@link GenAiInstrumentation}.
+     *
+     * @param endpoint the service endpoint; used to populate {@code server.address}/{@code server.port}.
+     * @param configuration the {@link Configuration} used to resolve the content-recording flag; if {@code null}
+     *     the global configuration is used.
+     * @param tracer the azure-core {@link Tracer} built from the client's tracing options.
+     * @param meter the azure-core {@link Meter} built from the client's metrics options.
+     */
+    public GenAiInstrumentation(String endpoint, Configuration configuration, Tracer tracer, Meter meter) {
+        final URL url = parse(endpoint);
+        if (url != null) {
+            this.host = url.getHost();
+            this.port = url.getPort() == -1 ? url.getDefaultPort() : url.getPort();
+        } else {
+            this.host = null;
+            this.port = -1;
+        }
+        Configuration resolvedConfiguration = configuration == null ? GLOBAL_CONFIG : configuration;
+        this.experimentalEnabled = resolvedConfiguration.get(EXPERIMENTAL_GEN_AI_TRACING);
+        Boolean captureMessageContent = resolvedConfiguration.get(CAPTURE_MESSAGE_CONTENT);
+        this.captureContent = captureMessageContent == null
+            ? resolvedConfiguration.get(LEGACY_CAPTURE_MESSAGE_CONTENT)
+            : captureMessageContent;
+        this.tracer = tracer;
+        this.meter = meter;
+        this.durationHistogram = meter.createDoubleHistogram(METRIC_OPERATION_DURATION, "Duration of GenAI operations",
+            METRIC_UNIT_SECONDS);
+        this.tokenUsageHistogram = meter.createDoubleHistogram(METRIC_TOKEN_USAGE,
+            "Number of input and output tokens used", METRIC_UNIT_TOKENS);
+    }
+
+    /**
+     * @return whether any span or metric collection is active for this instrumentation.
+     */
+    public boolean isEnabled() {
+        return experimentalEnabled
+            && (tracer.isEnabled() || durationHistogram.isEnabled() || tokenUsageHistogram.isEnabled());
+    }
+
+    boolean isContentRecordingEnabled() {
+        return captureContent;
+    }
+
+    Tracer tracer() {
+        return tracer;
+    }
+
+    Meter meter() {
+        return meter;
+    }
+
+    DoubleHistogram durationHistogram() {
+        return durationHistogram;
+    }
+
+    DoubleHistogram tokenUsageHistogram() {
+        return tokenUsageHistogram;
+    }
+
+    GenAiTracingScope startCreateAgent(String agentName) {
+        return startScope(OPERATION_CREATE_AGENT, agentName);
+    }
+
+    GenAiTracingScope startInvokeAgent(String agentName) {
+        return startScope(OPERATION_INVOKE_AGENT, agentName);
+    }
+
+    GenAiTracingScope startChat(String modelName) {
+        return startScope(OPERATION_CHAT, modelName);
+    }
+
+    GenAiTracingScope startCreateConversation() {
+        return startScope(OPERATION_CREATE_CONVERSATION, null);
+    }
+
+    private GenAiTracingScope startScope(String operationName, String spanNameSuffix) {
+        if (!isEnabled()) {
+            return null;
+        }
+
+        String spanName = spanNameSuffix != null ? operationName + " " + spanNameSuffix : operationName;
+        String serverAddress = host != null ? host : "unknown";
+        int serverPort = port > 0 ? port : DEFAULT_HTTPS_PORT;
+
+        StartSpanOptions options
+            = new StartSpanOptions(SpanKind.CLIENT).setAttribute(GEN_AI_OPERATION_NAME, operationName)
+                .setAttribute(GEN_AI_PROVIDER_NAME, GEN_AI_PROVIDER_NAME_VALUE)
+                .setAttribute(SERVER_ADDRESS, serverAddress);
+        if (serverPort != DEFAULT_HTTPS_PORT) {
+            options.setAttribute(SERVER_PORT, (long) serverPort);
+        }
+
+        Context spanContext = tracer.start(spanName, options, Context.NONE);
+        return new GenAiTracingScope(this, spanContext, operationName, serverAddress, serverPort);
+    }
+
+    private static URL parse(String endpoint) {
+        if (CoreUtils.isNullOrEmpty(endpoint)) {
+            return null;
+        }
+        try {
+            return new URI(endpoint).toURL();
+        } catch (MalformedURLException | URISyntaxException e) {
+            LOGGER.atWarning().log("Service endpoint URI parse error.", e);
+        }
+        return null;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatter.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatter.java
new file mode 100644
index 0000000000000..d2a1723daadd7
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatter.java
@@ -0,0 +1,166 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.util.logging.ClientLogger;
+import com.azure.json.JsonProviders;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+
+import java.io.ByteArrayOutputStream;
+import java.io.IOException;
+import java.io.UncheckedIOException;
+import java.nio.charset.StandardCharsets;
+import java.util.Arrays;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Formats messages for span attributes, respecting the content-recording privacy gate.
+ *
+ * <p>When content recording is OFF, messages include only structural information (roles and types)
+ * without any user content. When ON, full message text is included. The {@code captureContent} flag is
+ * passed in from the per-client {@link GenAiInstrumentation} rather than read from global state.</p>
+ */
+final class GenAiMessageFormatter {
+    private static final ClientLogger LOGGER = new ClientLogger(GenAiMessageFormatter.class);
+
+    private GenAiMessageFormatter() {
+        // utility class
+    }
+
+    /**
+     * Formats the {@code gen_ai.system_instructions} attribute value (content-gated).
+     */
+    static String formatSystemInstructions(boolean captureContent, String instructions) {
+        Map<String, Object> textPart = jsonObject("type", "text");
+        if (captureContent && instructions != null && !instructions.isEmpty()) {
+            textPart.put("content", instructions);
+        }
+        return toJson(jsonArray(textPart));
+    }
+
+    /**
+     * Formats a user text input message for the {@code gen_ai.input.messages} attribute.
+     */
+    static String formatUserTextInput(boolean captureContent, String text) {
+        Map<String, Object> textPart = jsonObject("type", "text");
+        if (captureContent) {
+            textPart.put("content", text);
+        }
+        return toJson(jsonArray(jsonObject("role", "user", "parts", jsonArray(textPart))));
+    }
+
+    /**
+     * Formats a tool response input message for the {@code gen_ai.input.messages} attribute.
+     */
+    static String formatToolResponseInput(boolean captureContent, String toolCallId, String content) {
+        Map<String, Object> toolPart = jsonObject("type", "tool_call_response", "id", toolCallId);
+        if (captureContent) {
+            toolPart.put("result", parseResultValue(content));
+        }
+        return toJson(jsonArray(jsonObject("role", "tool", "parts", jsonArray(toolPart))));
+    }
+
+    /**
+     * Formats a text output message for the {@code gen_ai.output.messages} attribute.
+     */
+    static String formatTextOutput(boolean captureContent, String text, String finishReason) {
+        Map<String, Object> textPart = jsonObject("type", "text");
+        if (captureContent) {
+            textPart.put("content", text);
+        }
+        Map<String, Object> message = jsonObject("role", "assistant", "parts", jsonArray(textPart));
+        if (finishReason != null) {
+            message.put("finish_reason", finishReason);
+        }
+        return toJson(jsonArray(message));
+    }
+
+    /**
+     * Formats a tool call output message for the {@code gen_ai.output.messages} attribute. The nested content object
+     * (tool type and, when content recording is enabled, the extra content) is always emitted since the tool type is
+     * always known.
+     */
+    static String formatToolCallOutput(boolean captureContent, String toolCallId, String toolType, String content) {
+        Map<String, Object> nestedContent = jsonObject("type", toolType);
+        Map<String, Object> toolPart = jsonObject("type", "tool_call");
+        if (toolCallId != null) {
+            toolPart.put("id", toolCallId);
+            nestedContent.put("id", toolCallId);
+        }
+        if (captureContent && content != null) {
+            nestedContent.put("content", content);
+        }
+        toolPart.put("content", nestedContent);
+        return toJson(jsonArray(jsonObject("role", "assistant", "parts", jsonArray(toolPart))));
+    }
+
+    static Map<String, Object> jsonObject(Object... fields) {
+        Map<String, Object> result = new LinkedHashMap<>();
+        for (int i = 0; i < fields.length; i += 2) {
+            result.put((String) fields[i], fields[i + 1]);
+        }
+        return result;
+    }
+
+    static List<Object> jsonArray(Object... values) {
+        return Arrays.asList(values);
+    }
+
+    static String toJson(Object value) {
+        ByteArrayOutputStream stream = new ByteArrayOutputStream();
+        try (JsonWriter writer = JsonProviders.createWriter(stream)) {
+            writeValue(writer, value);
+        } catch (IOException e) {
+            throw LOGGER.logExceptionAsError(new UncheckedIOException("Failed to serialize GenAI telemetry.", e));
+        }
+        return new String(stream.toByteArray(), StandardCharsets.UTF_8);
+    }
+
+    private static void writeValue(JsonWriter writer, Object value) throws IOException {
+        if (value instanceof Number) {
+            writer.writeNumber((Number) value);
+        } else if (value instanceof Map<?, ?>) {
+            writer.writeStartObject();
+            for (Map.Entry<?, ?> entry : ((Map<?, ?>) value).entrySet()) {
+                writer.writeFieldName(String.valueOf(entry.getKey()));
+                writeValue(writer, entry.getValue());
+            }
+            writer.writeEndObject();
+        } else if (value instanceof Iterable<?>) {
+            writer.writeStartArray();
+            for (Object element : (Iterable<?>) value) {
+                writeValue(writer, element);
+            }
+            writer.writeEndArray();
+        } else if (value instanceof JsonSerializable<?>) {
+            ((JsonSerializable<?>) value).toJson(writer);
+        } else {
+            writer.writeUntyped(value);
+        }
+    }
+
+    private static Object parseResultValue(String value) {
+        if (value == null) {
+            return null;
+        }
+        String trimmed = value.trim();
+        if ((trimmed.startsWith("{") && trimmed.endsWith("}")) || (trimmed.startsWith("[") && trimmed.endsWith("]"))) {
+            try (JsonReader reader = JsonProviders.createReader(trimmed)) {
+                Object result = reader.readUntyped();
+                JsonToken trailingToken = reader.nextToken();
+                if (trailingToken == null || trailingToken == JsonToken.END_DOCUMENT) {
+                    return result;
+                }
+            } catch (IOException | IllegalStateException ignored) {
+                // Preserve malformed or non-JSON tool output as a string.
+            }
+        }
+        return value;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracing.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracing.java
new file mode 100644
index 0000000000000..d926e17f6f6d8
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracing.java
@@ -0,0 +1,794 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.ai.agents.implementation.http.OpenAITracingContextBridge;
+import com.azure.ai.agents.models.AgentReference;
+import com.azure.ai.agents.models.AzureCreateResponseOptions;
+import com.openai.helpers.ResponseAccumulator;
+import com.openai.core.http.HttpResponseFor;
+import com.openai.core.http.StreamResponse;
+import com.openai.models.responses.EasyInputMessage;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseCodeInterpreterToolCall;
+import com.openai.models.responses.ResponseComputerToolCall;
+import com.openai.models.responses.ResponseCreateParams;
+import com.openai.models.responses.ResponseFileSearchToolCall;
+import com.openai.models.responses.ResponseFunctionToolCall;
+import com.openai.models.responses.ResponseFunctionWebSearch;
+import com.openai.models.responses.ResponseInputItem;
+import com.openai.models.responses.ResponseOutputItem;
+import com.openai.models.responses.ResponseOutputMessage;
+import com.openai.models.responses.ResponseOutputText;
+import com.openai.models.responses.ResponseStreamEvent;
+import com.openai.models.responses.ResponseUsage;
+import com.openai.models.conversations.Conversation;
+import com.openai.models.conversations.ConversationCreateParams;
+import reactor.core.publisher.Flux;
+import reactor.core.publisher.Mono;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.function.Function;
+import java.util.function.Supplier;
+
+/**
+ * Tracing for the response convenience methods on {@link com.azure.ai.agents.ResponsesClient}. Wraps response
+ * creation with a {@code chat} or {@code invoke_agent} span (based on whether an {@link AgentReference} is present),
+ * recording request/response attributes, token usage, input/output messages (content-gated), and metrics. Also
+ * traces {@code create_conversation}.
+ *
+ * <p>Constructed with a per-client {@link GenAiInstrumentation}; there is no global state.</p>
+ */
+public final class GenAiResponseTracing {
+
+    private final GenAiInstrumentation instrumentation;
+    private final OpenAITracingContextBridge contextBridge;
+
+    /**
+     * Creates a {@link GenAiResponseTracing}.
+     *
+     * @param instrumentation the per-client telemetry holder.
+     */
+    public GenAiResponseTracing(GenAiInstrumentation instrumentation) {
+        this(instrumentation, null);
+    }
+
+    /**
+     * Creates a {@link GenAiResponseTracing} with an asynchronous OpenAI context bridge.
+     *
+     * @param instrumentation the per-client telemetry holder.
+     * @param contextBridge the per-client bridge used by the OpenAI HTTP adapter.
+     */
+    public GenAiResponseTracing(GenAiInstrumentation instrumentation, OpenAITracingContextBridge contextBridge) {
+        this.instrumentation = instrumentation;
+        this.contextBridge = contextBridge;
+    }
+
+    /**
+     * @return whether any span/metric collection is active.
+     */
+    public boolean isEnabled() {
+        return instrumentation.isEnabled();
+    }
+
+    private boolean captureContent() {
+        return instrumentation.isContentRecordingEnabled();
+    }
+
+    /**
+     * Traces a non-streaming response operation, extracting tracing parameters from the request objects.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the built request parameters.
+     * @param operation the supplier that performs the actual API call.
+     * @return the response from the operation.
+     */
+    @SuppressWarnings("try")
+    public Response traceResponse(AzureCreateResponseOptions createResponse, ResponseCreateParams builtParams,
+        Supplier<Response> operation) {
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        GenAiTracingScope scope = startResponseScope(params);
+        if (scope == null) {
+            return operation.get();
+        }
+
+        try {
+            Response response;
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                response = operation.get();
+            }
+            recordResponseAttributes(scope, response, params.isInvokeAgent);
+            return response;
+        } catch (Exception e) {
+            scope.recordError(e);
+            sneakyThrows(e);
+            return null;
+        } finally {
+            scope.close();
+        }
+    }
+
+    /**
+     * Traces a streaming response operation. The span remains open until the returned iterable is fully consumed.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the built request parameters.
+     * @param operation the supplier that starts the streaming operation.
+     * @return a traced iterable that wraps the stream and records attributes on completion.
+     */
+    @SuppressWarnings("try")
+    public TracedStreamIterable traceStreamingResponse(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams, Supplier<Iterable<ResponseStreamEvent>> operation) {
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        GenAiTracingScope scope = startResponseScope(params);
+        if (scope == null) {
+            return new TracedStreamIterable(operation.get(), null, this, false);
+        }
+
+        try {
+            Iterable<ResponseStreamEvent> stream;
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                stream = operation.get();
+            }
+            return new TracedStreamIterable(stream, scope, this, params.isInvokeAgent);
+        } catch (Exception e) {
+            scope.recordError(e);
+            scope.close();
+            sneakyThrows(e);
+            return null;
+        }
+    }
+
+    /**
+     * Traces an asynchronous non-streaming response operation.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the built request parameters.
+     * @param operation the function that starts the asynchronous API call with trace context in the request headers.
+     * @return a {@link Mono} emitting the response from the operation.
+     */
+    public Mono<Response> traceResponseAsync(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams, Function<ResponseCreateParams, Mono<Response>> operation) {
+        if (!instrumentation.isEnabled()) {
+            return operation.apply(builtParams);
+        }
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+
+        Mono<GenAiTracingScope> resourceSupplier = Mono.fromSupplier(() -> startResponseScope(params));
+        Function<GenAiTracingScope, Mono<Response>> resourceClosure
+            = scope -> startMonoWithContext(scope, builtParams, operation).map(response -> {
+                recordResponseAttributes(scope, response, params.isInvokeAgent);
+                return response;
+            });
+        return Mono.usingWhen(resourceSupplier, resourceClosure, scope -> {
+            scope.close();
+            return Mono.empty();
+        }, (scope, throwable) -> {
+            scope.recordError(throwable);
+            scope.close();
+            return Mono.empty();
+        }, scope -> {
+            scope.close();
+            return Mono.empty();
+        });
+    }
+
+    /**
+     * Traces an asynchronous streaming response operation. The span remains open until the returned {@link Flux} is
+     * fully consumed, cancelled, or errors.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the built request parameters.
+     * @param operation the function that starts the streaming operation with trace context in the request headers.
+     * @return a {@link Flux} that wraps the stream and records attributes on completion.
+     */
+    public Flux<ResponseStreamEvent> traceStreamingResponseAsync(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams, Function<ResponseCreateParams, Flux<ResponseStreamEvent>> operation) {
+        if (!instrumentation.isEnabled()) {
+            return operation.apply(builtParams);
+        }
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+
+        Mono<StreamingState> resourceSupplier
+            = Mono.fromSupplier(() -> new StreamingState(startResponseScope(params), params.isInvokeAgent));
+        Function<StreamingState, Flux<ResponseStreamEvent>> resourceClosure
+            = state -> startFluxWithContext(state.scope, builtParams, operation).doOnNext(state::accumulate);
+        return Flux.usingWhen(resourceSupplier, resourceClosure, state -> {
+            state.finalizeStream(this);
+            return Mono.empty();
+        }, (state, throwable) -> {
+            state.recordError(throwable);
+            return Mono.empty();
+        }, state -> {
+            state.close();
+            return Mono.empty();
+        });
+    }
+
+    private <T> Mono<T> startMonoWithContext(GenAiTracingScope scope, ResponseCreateParams params,
+        Function<ResponseCreateParams, Mono<T>> operation) {
+        if (contextBridge == null) {
+            return startMono(scope, () -> operation.apply(params));
+        }
+        String token = contextBridge.register(scope.getSpanContext());
+        ResponseCreateParams.Builder builder = params.toBuilder();
+        builder.replaceAdditionalHeaders(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER, token);
+        return startMono(scope, () -> operation.apply(builder.build()))
+            .doFinally(signalType -> contextBridge.discard(token));
+    }
+
+    /**
+     * Traces a synchronous raw-response operation.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the raw request represented as OpenAI parameters.
+     * @param operation the raw-response operation.
+     * @return the raw HTTP response.
+     */
+    @SuppressWarnings("try")
+    public HttpResponseFor<Response> traceRawResponse(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams, Supplier<HttpResponseFor<Response>> operation) {
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        GenAiTracingScope scope = startResponseScope(params);
+        if (scope == null) {
+            return operation.get();
+        }
+        try {
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                return operation.get();
+            }
+        } catch (Exception e) {
+            scope.recordError(e);
+            sneakyThrows(e);
+            return null;
+        } finally {
+            scope.close();
+        }
+    }
+
+    /**
+     * Traces an asynchronous raw-response operation.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the raw request represented as OpenAI parameters.
+     * @param operation the raw-response operation.
+     * @return the raw HTTP response publisher.
+     */
+    public Mono<HttpResponseFor<Response>> traceRawResponseAsync(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams, Function<ResponseCreateParams, Mono<HttpResponseFor<Response>>> operation) {
+        if (!instrumentation.isEnabled()) {
+            return operation.apply(builtParams);
+        }
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        Mono<GenAiTracingScope> resourceSupplier = Mono.fromSupplier(() -> startResponseScope(params));
+        return Mono.usingWhen(resourceSupplier, scope -> startMonoWithContext(scope, builtParams, operation), scope -> {
+            scope.close();
+            return Mono.empty();
+        }, (scope, throwable) -> {
+            scope.recordError(throwable);
+            scope.close();
+            return Mono.empty();
+        }, scope -> {
+            scope.close();
+            return Mono.empty();
+        });
+    }
+
+    /**
+     * Traces a synchronous raw streaming operation. The returned response owns the span until its parsed stream is
+     * exhausted, fails, or is closed.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the raw request represented as OpenAI parameters.
+     * @param operation the raw streaming operation.
+     * @return the traced raw streaming response.
+     */
+    @SuppressWarnings("try")
+    public HttpResponseFor<StreamResponse<ResponseStreamEvent>> traceRawStreamingResponse(
+        AzureCreateResponseOptions createResponse, ResponseCreateParams builtParams,
+        Supplier<HttpResponseFor<StreamResponse<ResponseStreamEvent>>> operation) {
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        GenAiTracingScope scope = startResponseScope(params);
+        if (scope == null) {
+            return operation.get();
+        }
+        try {
+            HttpResponseFor<StreamResponse<ResponseStreamEvent>> response;
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                response = operation.get();
+            }
+            return new TracedRawStreamingResponse(response, scope, this, params.isInvokeAgent);
+        } catch (Exception e) {
+            scope.recordError(e);
+            scope.close();
+            sneakyThrows(e);
+            return null;
+        }
+    }
+
+    /**
+     * Traces an asynchronous raw streaming operation. The emitted response owns the span until its parsed stream is
+     * exhausted, fails, or is closed.
+     *
+     * @param createResponse the Azure-specific create response options.
+     * @param builtParams the raw request represented as OpenAI parameters.
+     * @param operation the raw streaming operation.
+     * @return the traced raw streaming response publisher.
+     */
+    public Mono<HttpResponseFor<StreamResponse<ResponseStreamEvent>>> traceRawStreamingResponseAsync(
+        AzureCreateResponseOptions createResponse, ResponseCreateParams builtParams,
+        Function<ResponseCreateParams, Mono<HttpResponseFor<StreamResponse<ResponseStreamEvent>>>> operation) {
+        if (!instrumentation.isEnabled()) {
+            return operation.apply(builtParams);
+        }
+        ResponseSpanParams params = extractParams(createResponse, builtParams);
+        return Mono.defer(() -> {
+            GenAiTracingScope scope = startResponseScope(params);
+            AtomicBoolean ownershipTransferred = new AtomicBoolean();
+            return startMonoWithContext(scope, builtParams, operation).map(response -> {
+                HttpResponseFor<StreamResponse<ResponseStreamEvent>> tracedResponse
+                    = new TracedRawStreamingResponse(response, scope, this, params.isInvokeAgent);
+                ownershipTransferred.set(true);
+                return tracedResponse;
+            }).doOnError(throwable -> {
+                scope.recordError(throwable);
+                scope.close();
+            }).doOnCancel(() -> {
+                if (!ownershipTransferred.get()) {
+                    scope.close();
+                }
+            });
+        });
+    }
+
+    private Flux<ResponseStreamEvent> startFluxWithContext(GenAiTracingScope scope, ResponseCreateParams params,
+        Function<ResponseCreateParams, Flux<ResponseStreamEvent>> operation) {
+        if (contextBridge == null) {
+            return startFlux(scope, () -> operation.apply(params));
+        }
+        String token = contextBridge.register(scope.getSpanContext());
+        ResponseCreateParams.Builder builder = params.toBuilder();
+        builder.replaceAdditionalHeaders(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER, token);
+        return startFlux(scope, () -> operation.apply(builder.build()))
+            .doFinally(signalType -> contextBridge.discard(token));
+    }
+
+    private Mono<Conversation> startConversationWithContext(GenAiTracingScope scope,
+        Function<ConversationCreateParams, Mono<Conversation>> operation) {
+        if (contextBridge == null) {
+            return startMono(scope, () -> operation.apply(ConversationCreateParams.builder().build()));
+        }
+        String token = contextBridge.register(scope.getSpanContext());
+        ConversationCreateParams.Builder builder = ConversationCreateParams.builder();
+        builder.replaceAdditionalHeaders(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER, token);
+        return startMono(scope, () -> operation.apply(builder.build()))
+            .doFinally(signalType -> contextBridge.discard(token));
+    }
+
+    /**
+     * Traces a synchronous {@code create_conversation} operation.
+     *
+     * @param operation the supplier that performs the API call.
+     * @return the created conversation.
+     */
+    @SuppressWarnings("try")
+    public Conversation traceCreateConversation(Supplier<Conversation> operation) {
+        GenAiTracingScope scope = instrumentation.startCreateConversation();
+        if (scope == null) {
+            return operation.get();
+        }
+        try {
+            Conversation conversation;
+            try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+                conversation = operation.get();
+            }
+            scope.setConversationId(conversation.id());
+            return conversation;
+        } catch (Exception e) {
+            scope.recordError(e);
+            sneakyThrows(e);
+            return null;
+        } finally {
+            scope.close();
+        }
+    }
+
+    /**
+     * Traces an asynchronous {@code create_conversation} operation.
+     *
+     * @param operation the function that performs the asynchronous API call with trace context in the request headers.
+     * @return a {@link Mono} emitting the created conversation.
+     */
+    public Mono<Conversation>
+        traceCreateConversationAsync(Function<ConversationCreateParams, Mono<Conversation>> operation) {
+        if (!instrumentation.isEnabled()) {
+            return operation.apply(ConversationCreateParams.builder().build());
+        }
+
+        Mono<GenAiTracingScope> resourceSupplier = Mono.fromSupplier(instrumentation::startCreateConversation);
+        Function<GenAiTracingScope, Mono<Conversation>> resourceClosure
+            = scope -> startConversationWithContext(scope, operation).map(conversation -> {
+                scope.setConversationId(conversation.id());
+                return conversation;
+            });
+        return Mono.usingWhen(resourceSupplier, resourceClosure, scope -> {
+            scope.close();
+            return Mono.empty();
+        }, (scope, throwable) -> {
+            scope.recordError(throwable);
+            scope.close();
+            return Mono.empty();
+        }, scope -> {
+            scope.close();
+            return Mono.empty();
+        });
+    }
+
+    @SuppressWarnings("try")
+    private static <T> Mono<T> startMono(GenAiTracingScope scope, Supplier<Mono<T>> operation) {
+        try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+            return operation.get();
+        } catch (Exception e) {
+            return Mono.error(e);
+        }
+    }
+
+    @SuppressWarnings("try")
+    private static <T> Flux<T> startFlux(GenAiTracingScope scope, Supplier<Flux<T>> operation) {
+        try (AutoCloseable ignored = scope.makeSpanCurrent()) {
+            return operation.get();
+        } catch (Exception e) {
+            return Flux.error(e);
+        }
+    }
+
+    /**
+     * Extracts and formats input messages from {@link ResponseCreateParams} for tracing.
+     */
+    String extractInputMessages(ResponseCreateParams builtParams) {
+        if (!builtParams.input().isPresent()) {
+            return null;
+        }
+
+        ResponseCreateParams.Input input = builtParams.input().get();
+        if (input.isText()) {
+            return GenAiMessageFormatter.formatUserTextInput(captureContent(), input.asText());
+        }
+
+        if (input.isResponse()) {
+            List<ResponseInputItem> items = input.asResponse();
+            for (int i = items.size() - 1; i >= 0; i--) {
+                ResponseInputItem item = items.get(i);
+                if (item.easyInputMessage().isPresent()) {
+                    EasyInputMessage msg = item.easyInputMessage().get();
+                    if (EasyInputMessage.Role.USER.equals(msg.role()) && msg.content().isTextInput()) {
+                        return GenAiMessageFormatter.formatUserTextInput(captureContent(), msg.content().asTextInput());
+                    }
+                }
+                if (item.functionCallOutput().isPresent()) {
+                    ResponseInputItem.FunctionCallOutput fco = item.functionCallOutput().get();
+                    String output = fco.output().isString() ? fco.output().asString() : null;
+                    return GenAiMessageFormatter.formatToolResponseInput(captureContent(), fco.callId().orElse(null),
+                        output);
+                }
+            }
+        }
+
+        return null;
+    }
+
+    void recordResponseAttributes(GenAiTracingScope scope, Response response, boolean isInvokeAgent) {
+        if (response == null) {
+            return;
+        }
+
+        String responseId = response.id();
+        String responseModel = extractModelString(response.model());
+        Long inputTokens = null;
+        Long outputTokens = null;
+
+        Optional<ResponseUsage> usageOpt = response.usage();
+        if (usageOpt.isPresent()) {
+            ResponseUsage usage = usageOpt.get();
+            inputTokens = usage.inputTokens();
+            outputTokens = usage.outputTokens();
+        }
+
+        String outputMessages = formatOutputFromResponse(response);
+
+        scope.setResponseAttributes(responseId, responseModel, inputTokens, outputTokens, null);
+        scope.setOutputMessages(outputMessages);
+
+    }
+
+    String formatOutputFromResponse(Response response) {
+        if (response.output() == null || response.output().isEmpty()) {
+            return null;
+        }
+
+        List<Object> messages = new ArrayList<>();
+        for (ResponseOutputItem item : response.output()) {
+            Map<String, Object> message = formatOutputItem(item);
+            if (message != null) {
+                messages.add(message);
+            }
+        }
+
+        if (messages.isEmpty()) {
+            messages.add(GenAiMessageFormatter.jsonObject("role", "assistant", "parts",
+                GenAiMessageFormatter.jsonArray(GenAiMessageFormatter.jsonObject("type", "text")), "finish_reason",
+                "completed"));
+        }
+
+        return GenAiMessageFormatter.toJson(messages);
+    }
+
+    private Map<String, Object> formatOutputItem(ResponseOutputItem item) {
+        if (item.isMessage()) {
+            return formatOutputMessage(item.asMessage());
+        } else if (item.isFunctionCall()) {
+            return formatFunctionCall(item.asFunctionCall());
+        } else if (item.isFileSearchCall()) {
+            return formatFileSearchCall(item.asFileSearchCall());
+        } else if (item.isWebSearchCall()) {
+            return formatWebSearchCall(item.asWebSearchCall());
+        } else if (item.isCodeInterpreterCall()) {
+            return formatCodeInterpreterCall(item.asCodeInterpreterCall());
+        } else if (item.isComputerCall()) {
+            return formatComputerCall(item.asComputerCall());
+        } else if (item.isMcpCall()) {
+            return formatMcpCall(item.asMcpCall());
+        } else if (item.isImageGenerationCall()) {
+            return formatImageGenerationCall(item.asImageGenerationCall());
+        } else if (item.isMcpApprovalRequest()) {
+            return formatMcpApprovalRequest(item.asMcpApprovalRequest());
+        } else if (item.isMcpListTools()) {
+            return formatMcpListTools(item.asMcpListTools());
+        }
+        return null;
+    }
+
+    private Map<String, Object> formatFunctionCall(ResponseFunctionToolCall funcCall) {
+        Map<String, Object> part = GenAiMessageFormatter.jsonObject("type", "tool_call", "id", funcCall.callId());
+        if (captureContent()) {
+            part.put("name", funcCall.name());
+            part.put("arguments", funcCall.arguments());
+        }
+        return assistantMessage(part);
+    }
+
+    private Map<String, Object> formatFileSearchCall(ResponseFileSearchToolCall fileSearch) {
+        Map<String, Object> content
+            = GenAiMessageFormatter.jsonObject("type", "file_search_call", "id", fileSearch.id());
+        if (captureContent()) {
+            List<String> queries = fileSearch.queries();
+            if (queries != null && !queries.isEmpty()) {
+                content.put("queries", queries);
+            }
+            Optional<List<ResponseFileSearchToolCall.Result>> results = fileSearch.results();
+            if (results.isPresent() && !results.get().isEmpty()) {
+                List<Object> serializedResults = new ArrayList<>();
+                for (ResponseFileSearchToolCall.Result result : results.get()) {
+                    Map<String, Object> serializedResult = GenAiMessageFormatter.jsonObject();
+                    if (result.fileId().isPresent()) {
+                        serializedResult.put("file_id", result.fileId().get());
+                    }
+                    if (result.filename().isPresent()) {
+                        serializedResult.put("filename", result.filename().get());
+                    }
+                    if (result.score().isPresent()) {
+                        serializedResult.put("score", result.score().get());
+                    }
+                    serializedResults.add(serializedResult);
+                }
+                content.put("results", serializedResults);
+            }
+        }
+        return assistantMessage(GenAiMessageFormatter.jsonObject("type", "tool_call", "content", content));
+    }
+
+    private Map<String, Object> formatWebSearchCall(ResponseFunctionWebSearch webSearch) {
+        return assistantMessage(GenAiMessageFormatter.jsonObject("type", "tool_call", "content",
+            GenAiMessageFormatter.jsonObject("type", "web_search_call", "id", webSearch.id())));
+    }
+
+    private Map<String, Object> formatCodeInterpreterCall(ResponseCodeInterpreterToolCall codeInterpreter) {
+        Map<String, Object> content
+            = GenAiMessageFormatter.jsonObject("type", "code_interpreter_call", "id", codeInterpreter.id());
+        if (captureContent()) {
+            Optional<String> code = codeInterpreter.code();
+            if (code.isPresent()) {
+                content.put("code", code.get());
+            }
+        }
+        return assistantMessage(GenAiMessageFormatter.jsonObject("type", "tool_call", "content", content));
+    }
+
+    private Map<String, Object> formatComputerCall(ResponseComputerToolCall computerCall) {
+        return assistantMessage(GenAiMessageFormatter.jsonObject("type", "computer_call", "id", computerCall.callId()));
+    }
+
+    private Map<String, Object> formatMcpCall(ResponseOutputItem.McpCall mcpCall) {
+        Map<String, Object> part = GenAiMessageFormatter.jsonObject("type", "mcp_call", "id", mcpCall.id());
+        if (captureContent()) {
+            part.put("name", mcpCall.name());
+            part.put("server_label", mcpCall.serverLabel());
+            part.put("arguments", mcpCall.arguments());
+        }
+        return assistantMessage(part);
+    }
+
+    private Map<String, Object> formatImageGenerationCall(ResponseOutputItem.ImageGenerationCall imageGen) {
+        return assistantMessage(GenAiMessageFormatter.jsonObject("type", "image_generation_call", "id", imageGen.id()));
+    }
+
+    private Map<String, Object> formatMcpApprovalRequest(ResponseOutputItem.McpApprovalRequest approval) {
+        Map<String, Object> part
+            = GenAiMessageFormatter.jsonObject("type", "mcp_approval_request", "id", approval.id());
+        if (captureContent()) {
+            part.put("name", approval.name());
+            part.put("server_label", approval.serverLabel());
+            part.put("arguments", approval.arguments());
+        }
+        return assistantMessage(part);
+    }
+
+    private Map<String, Object> formatMcpListTools(ResponseOutputItem.McpListTools mcpListTools) {
+        Map<String, Object> part = GenAiMessageFormatter.jsonObject("type", "mcp_list_tools", "id", mcpListTools.id());
+        if (captureContent()) {
+            part.put("server_label", mcpListTools.serverLabel());
+        }
+        return assistantMessage(part);
+    }
+
+    private Map<String, Object> formatOutputMessage(ResponseOutputMessage message) {
+        List<Object> parts = new ArrayList<>();
+        if (message.content() != null) {
+            for (ResponseOutputMessage.Content contentPart : message.content()) {
+                if (contentPart.isOutputText() && captureContent()) {
+                    ResponseOutputText textPart = contentPart.asOutputText();
+                    parts.add(GenAiMessageFormatter.jsonObject("type", "text", "content", textPart.text()));
+                } else {
+                    parts.add(GenAiMessageFormatter.jsonObject("type", "text"));
+                }
+            }
+        }
+
+        return GenAiMessageFormatter.jsonObject("role", "assistant", "parts", parts, "finish_reason", "completed");
+    }
+
+    private static Map<String, Object> assistantMessage(Map<String, Object> part) {
+        return GenAiMessageFormatter.jsonObject("role", "assistant", "parts", GenAiMessageFormatter.jsonArray(part));
+    }
+
+    /**
+     * Extracts the model name string from a {@code ResponsesModel} union type.
+     */
+    static String extractModelString(com.openai.models.ResponsesModel model) {
+        if (model == null) {
+            return null;
+        }
+        if (model.isString()) {
+            return model.asString();
+        }
+        if (model.isChat()) {
+            return model.asChat().asString();
+        }
+        if (model.isOnly()) {
+            return model.asOnly().asString();
+        }
+        return model.toString();
+    }
+
+    private ResponseSpanParams extractParams(AzureCreateResponseOptions createResponse,
+        ResponseCreateParams builtParams) {
+        String model = builtParams.model().isPresent() ? extractModelString(builtParams.model().get()) : null;
+        AgentReference agentRef = createResponse.getAgentReference();
+        String agentName = agentRef != null ? agentRef.getName() : null;
+        boolean isInvokeAgent = agentName != null;
+        String nameForSpan = isInvokeAgent ? agentName : model;
+        String inputMessages = extractInputMessages(builtParams);
+        String instructions = builtParams.instructions().orElse("");
+        String conversationId = builtParams.conversation().isPresent() ? builtParams.conversation().get().asId() : null;
+        return new ResponseSpanParams(isInvokeAgent, nameForSpan, agentName, model, inputMessages, instructions,
+            conversationId);
+    }
+
+    private GenAiTracingScope startResponseScope(ResponseSpanParams params) {
+        GenAiTracingScope scope = params.isInvokeAgent
+            ? instrumentation.startInvokeAgent(params.nameForSpan)
+            : instrumentation.startChat(params.nameForSpan);
+        if (scope == null) {
+            return null;
+        }
+        if (params.agentName != null) {
+            scope.setAgentAttributes(null, params.agentName, null, null);
+        }
+        scope.setRequestModelAttributes(params.model, null, null);
+        scope.setInputMessages(params.inputMessages);
+        if (!params.isInvokeAgent && params.instructions != null && captureContent()) {
+            scope.setSystemInstructions(params.instructions);
+        }
+        if (params.conversationId != null) {
+            scope.setConversationId(params.conversationId);
+        }
+        return scope;
+    }
+
+    private static final class ResponseSpanParams {
+        private final boolean isInvokeAgent;
+        private final String nameForSpan;
+        private final String agentName;
+        private final String model;
+        private final String inputMessages;
+        private final String instructions;
+        private final String conversationId;
+
+        ResponseSpanParams(boolean isInvokeAgent, String nameForSpan, String agentName, String model,
+            String inputMessages, String instructions, String conversationId) {
+            this.isInvokeAgent = isInvokeAgent;
+            this.nameForSpan = nameForSpan;
+            this.agentName = agentName;
+            this.model = model;
+            this.inputMessages = inputMessages;
+            this.instructions = instructions;
+            this.conversationId = conversationId;
+        }
+    }
+
+    private static final class StreamingState {
+        private final GenAiTracingScope scope;
+        private final boolean isInvokeAgent;
+        private final ResponseAccumulator accumulator;
+        private volatile boolean finalized;
+
+        StreamingState(GenAiTracingScope scope, boolean isInvokeAgent) {
+            this.scope = scope;
+            this.isInvokeAgent = isInvokeAgent;
+            this.accumulator = ResponseAccumulator.create();
+        }
+
+        void accumulate(ResponseStreamEvent event) {
+            accumulator.accumulate(event);
+        }
+
+        void finalizeStream(GenAiResponseTracing responseTracing) {
+            if (finalized) {
+                return;
+            }
+            finalized = true;
+            Response response = accumulator.response();
+            if (response != null) {
+                responseTracing.recordResponseAttributes(scope, response, isInvokeAgent);
+            }
+            scope.close();
+        }
+
+        void recordError(Throwable throwable) {
+            if (finalized) {
+                return;
+            }
+            finalized = true;
+            scope.recordError(throwable);
+            scope.close();
+        }
+
+        void close() {
+            if (finalized) {
+                return;
+            }
+            finalized = true;
+            scope.close();
+        }
+    }
+
+    @SuppressWarnings("unchecked")
+    private static <E extends Throwable> void sneakyThrows(Throwable e) throws E {
+        throw (E) e;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiTracingScope.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiTracingScope.java
new file mode 100644
index 0000000000000..5e1eabcf85d01
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiTracingScope.java
@@ -0,0 +1,241 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.util.Context;
+import com.azure.core.util.TelemetryAttributes;
+import com.azure.core.util.metrics.DoubleHistogram;
+import com.azure.core.util.metrics.Meter;
+
+import java.time.OffsetDateTime;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.concurrent.atomic.AtomicInteger;
+
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.DEFAULT_HTTPS_PORT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.ERROR_TYPE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_HOSTED_CPU;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_HOSTED_IMAGE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_HOSTED_MEMORY;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_HOSTED_PROTOCOL;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_HOSTED_PROTOCOL_VERSION;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_ID;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_NAME;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_TYPE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_AGENT_VERSION;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_CONVERSATION_ID;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_INPUT_MESSAGES;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_OPERATION_NAME;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_OUTPUT_MESSAGES;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_PROVIDER_NAME;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_PROVIDER_NAME_VALUE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_REQUEST_MODEL;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_REQUEST_TEMPERATURE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_REQUEST_TOP_P;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_RESPONSE_FINISH_REASONS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_RESPONSE_ID;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_RESPONSE_MODEL;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_SYSTEM_INSTRUCTIONS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_TOKEN_TYPE;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_USAGE_INPUT_TOKENS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.GEN_AI_USAGE_OUTPUT_TOKENS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_CHAT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_INVOKE_AGENT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.OPERATION_RESPONSES;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.SERVER_ADDRESS;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.SERVER_PORT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.TOKEN_TYPE_INPUT;
+import static com.azure.ai.agents.implementation.telemetry.GenAiConstants.TOKEN_TYPE_OUTPUT;
+
+/**
+ * Manages the lifecycle of a single GenAI tracing span, including attribute setting, metrics recording, and content
+ * privacy gating. Created by {@link GenAiInstrumentation}; all telemetry primitives (tracer, meter, histograms,
+ * content flag) come from that per-client instance rather than global state.
+ */
+final class GenAiTracingScope implements AutoCloseable {
+
+    private final GenAiInstrumentation instrumentation;
+    private final Context spanContext;
+    private final String operationName;
+    private final String serverAddress;
+    private final int serverPort;
+    private final long startTimeNanos;
+    private final AtomicInteger ended = new AtomicInteger(0);
+
+    // Deferred attributes for metrics.
+    private String requestModel;
+    private String responseModel;
+    private String errorType;
+    private Throwable error;
+    private Long inputTokens;
+    private Long outputTokens;
+
+    GenAiTracingScope(GenAiInstrumentation instrumentation, Context spanContext, String operationName,
+        String serverAddress, int serverPort) {
+        this.instrumentation = instrumentation;
+        this.spanContext = spanContext;
+        this.operationName = operationName;
+        this.serverAddress = serverAddress;
+        this.serverPort = serverPort;
+        this.startTimeNanos = System.nanoTime();
+    }
+
+    void setAgentAttributes(String agentId, String agentName, String agentVersion, String agentType) {
+        setAttributeIfNotEmpty(GEN_AI_AGENT_ID, agentId);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_NAME, agentName);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_VERSION, agentVersion);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_TYPE, agentType);
+    }
+
+    void setAgentIdAndVersion(String agentId, String agentVersion) {
+        setAttributeIfNotEmpty(GEN_AI_AGENT_ID, agentId);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_VERSION, agentVersion);
+    }
+
+    void setHostedAgentAttributes(String cpu, String memory, String image, String protocol, String protocolVersion) {
+        setAttributeIfNotEmpty(GEN_AI_AGENT_HOSTED_CPU, cpu);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_HOSTED_MEMORY, memory);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_HOSTED_IMAGE, image);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_HOSTED_PROTOCOL, protocol);
+        setAttributeIfNotEmpty(GEN_AI_AGENT_HOSTED_PROTOCOL_VERSION, protocolVersion);
+    }
+
+    void setRequestModelAttributes(String model, Double temperature, Double topP) {
+        setAttributeIfNotEmpty(GEN_AI_REQUEST_MODEL, model);
+        this.requestModel = model;
+        if (temperature != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_REQUEST_TEMPERATURE, String.valueOf(temperature), spanContext);
+        }
+        if (topP != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_REQUEST_TOP_P, String.valueOf(topP), spanContext);
+        }
+    }
+
+    void setSystemInstructions(String instructions) {
+        if (instructions == null) {
+            return;
+        }
+        String value
+            = GenAiMessageFormatter.formatSystemInstructions(instrumentation.isContentRecordingEnabled(), instructions);
+        instrumentation.tracer().setAttribute(GEN_AI_SYSTEM_INSTRUCTIONS, value, spanContext);
+    }
+
+    void setInputMessages(String messages) {
+        if (messages != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_INPUT_MESSAGES, messages, spanContext);
+        }
+    }
+
+    void setOutputMessages(String messages) {
+        if (messages != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_OUTPUT_MESSAGES, messages, spanContext);
+        }
+    }
+
+    void setResponseAttributes(String responseId, String model, Long inputTokenCount, Long outputTokenCount,
+        String finishReasons) {
+        setAttributeIfNotEmpty(GEN_AI_RESPONSE_ID, responseId);
+        setAttributeIfNotEmpty(GEN_AI_RESPONSE_MODEL, model);
+        if (inputTokenCount != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_USAGE_INPUT_TOKENS, inputTokenCount, spanContext);
+        }
+        if (outputTokenCount != null) {
+            instrumentation.tracer().setAttribute(GEN_AI_USAGE_OUTPUT_TOKENS, outputTokenCount, spanContext);
+        }
+        setAttributeIfNotEmpty(GEN_AI_RESPONSE_FINISH_REASONS, finishReasons);
+
+        this.responseModel = model;
+        this.inputTokens = inputTokenCount;
+        this.outputTokens = outputTokenCount;
+    }
+
+    void setConversationId(String conversationId) {
+        setAttributeIfNotEmpty(GEN_AI_CONVERSATION_ID, conversationId);
+    }
+
+    void addEvent(String eventName, Map<String, Object> attributes) {
+        instrumentation.tracer().addEvent(eventName, attributes, OffsetDateTime.now(), spanContext);
+    }
+
+    void recordError(Throwable error) {
+        if (error != null) {
+            this.error = error;
+            this.errorType = error.getClass().getName();
+            instrumentation.tracer().setAttribute(ERROR_TYPE, this.errorType, spanContext);
+        }
+    }
+
+    Context getSpanContext() {
+        return spanContext;
+    }
+
+    boolean isContentRecordingEnabled() {
+        return instrumentation.isContentRecordingEnabled();
+    }
+
+    AutoCloseable makeSpanCurrent() {
+        return instrumentation.tracer().makeSpanCurrent(spanContext);
+    }
+
+    @Override
+    public void close() {
+        if (ended.compareAndSet(0, 1)) {
+            recordMetrics();
+            instrumentation.tracer().end(errorType, error, spanContext);
+        }
+    }
+
+    private void recordMetrics() {
+        double durationSeconds = (System.nanoTime() - startTimeNanos) / 1_000_000_000.0;
+        if (instrumentation.tokenUsageHistogram().isEnabled() || instrumentation.durationHistogram().isEnabled()) {
+            Map<String, Object> baseAttributes = new HashMap<>();
+            String metricOperationName
+                = OPERATION_CHAT.equals(operationName) || OPERATION_INVOKE_AGENT.equals(operationName)
+                    ? OPERATION_RESPONSES
+                    : operationName;
+            baseAttributes.put(GEN_AI_OPERATION_NAME, metricOperationName);
+            baseAttributes.put(GEN_AI_PROVIDER_NAME, GEN_AI_PROVIDER_NAME_VALUE);
+            baseAttributes.put(SERVER_ADDRESS, serverAddress);
+            if (serverPort != DEFAULT_HTTPS_PORT) {
+                baseAttributes.put(SERVER_PORT, (long) serverPort);
+            }
+            String model = responseModel == null ? requestModel : responseModel;
+            if (model != null) {
+                baseAttributes.put(GEN_AI_REQUEST_MODEL, model);
+            }
+            if (errorType != null) {
+                baseAttributes.put(ERROR_TYPE, errorType);
+            }
+
+            final Meter meter = instrumentation.meter();
+            final DoubleHistogram durationHistogram = instrumentation.durationHistogram();
+            if (durationHistogram.isEnabled()) {
+                TelemetryAttributes durationAttrs = meter.createAttributes(baseAttributes);
+                durationHistogram.record(durationSeconds, durationAttrs, spanContext);
+            }
+
+            final DoubleHistogram tokenUsageHistogram = instrumentation.tokenUsageHistogram();
+            if (tokenUsageHistogram.isEnabled()) {
+                if (inputTokens != null && inputTokens > 0) {
+                    Map<String, Object> inputAttrs = new HashMap<>(baseAttributes);
+                    inputAttrs.put(GEN_AI_TOKEN_TYPE, TOKEN_TYPE_INPUT);
+                    tokenUsageHistogram.record(inputTokens.doubleValue(), meter.createAttributes(inputAttrs),
+                        spanContext);
+                }
+                if (outputTokens != null && outputTokens > 0) {
+                    Map<String, Object> outputAttrs = new HashMap<>(baseAttributes);
+                    outputAttrs.put(GEN_AI_TOKEN_TYPE, TOKEN_TYPE_OUTPUT);
+                    tokenUsageHistogram.record(outputTokens.doubleValue(), meter.createAttributes(outputAttrs),
+                        spanContext);
+                }
+            }
+        }
+    }
+
+    private void setAttributeIfNotEmpty(String key, String value) {
+        if (value != null && !value.isEmpty()) {
+            instrumentation.tracer().setAttribute(key, value, spanContext);
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedRawStreamingResponse.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedRawStreamingResponse.java
new file mode 100644
index 0000000000000..01e57afe2040b
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedRawStreamingResponse.java
@@ -0,0 +1,169 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.util.logging.ClientLogger;
+import com.openai.core.http.Headers;
+import com.openai.core.http.HttpResponseFor;
+import com.openai.core.http.StreamResponse;
+import com.openai.helpers.ResponseAccumulator;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseStreamEvent;
+
+import java.io.InputStream;
+import java.util.Iterator;
+import java.util.Spliterator;
+import java.util.Spliterators;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.stream.Stream;
+import java.util.stream.StreamSupport;
+
+/**
+ * Raw OpenAI streaming response that keeps a GenAI span open for the parsed stream lifecycle.
+ */
+final class TracedRawStreamingResponse implements HttpResponseFor<StreamResponse<ResponseStreamEvent>> {
+    private static final ClientLogger LOGGER = new ClientLogger(TracedRawStreamingResponse.class);
+
+    private final HttpResponseFor<StreamResponse<ResponseStreamEvent>> delegate;
+    private final GenAiTracingScope scope;
+    private final GenAiResponseTracing responseTracing;
+    private final boolean invokeAgent;
+    private final AtomicBoolean closed = new AtomicBoolean();
+    private TracedStreamResponse parsed;
+
+    TracedRawStreamingResponse(HttpResponseFor<StreamResponse<ResponseStreamEvent>> delegate, GenAiTracingScope scope,
+        GenAiResponseTracing responseTracing, boolean invokeAgent) {
+        this.delegate = delegate;
+        this.scope = scope;
+        this.responseTracing = responseTracing;
+        this.invokeAgent = invokeAgent;
+    }
+
+    @Override
+    public int statusCode() {
+        return delegate.statusCode();
+    }
+
+    @Override
+    public Headers headers() {
+        return delegate.headers();
+    }
+
+    @Override
+    public InputStream body() {
+        return delegate.body();
+    }
+
+    @Override
+    public synchronized StreamResponse<ResponseStreamEvent> parse() {
+        if (parsed == null) {
+            try {
+                parsed = new TracedStreamResponse(delegate.parse());
+            } catch (RuntimeException e) {
+                scope.recordError(e);
+                close();
+                throw LOGGER.logThrowableAsError(e);
+            }
+        }
+        return parsed;
+    }
+
+    @Override
+    public void close() {
+        if (closed.compareAndSet(false, true)) {
+            try {
+                if (parsed != null) {
+                    parsed.close();
+                } else {
+                    scope.close();
+                }
+            } finally {
+                delegate.close();
+            }
+        }
+    }
+
+    private final class TracedStreamResponse implements StreamResponse<ResponseStreamEvent> {
+        private final StreamResponse<ResponseStreamEvent> streamDelegate;
+        private final ResponseAccumulator accumulator = ResponseAccumulator.create();
+        private final AtomicBoolean streamCreated = new AtomicBoolean();
+        private final AtomicBoolean streamClosed = new AtomicBoolean();
+
+        private TracedStreamResponse(StreamResponse<ResponseStreamEvent> streamDelegate) {
+            this.streamDelegate = streamDelegate;
+        }
+
+        @Override
+        public Stream<ResponseStreamEvent> stream() {
+            if (!streamCreated.compareAndSet(false, true)) {
+                throw LOGGER.logExceptionAsError(
+                    new IllegalStateException("This raw streaming response has already been consumed."));
+            }
+            Iterator<ResponseStreamEvent> iterator;
+            try {
+                iterator = streamDelegate.stream().iterator();
+            } catch (RuntimeException e) {
+                fail(e);
+                throw LOGGER.logThrowableAsError(e);
+            }
+            Iterator<ResponseStreamEvent> tracedIterator = new Iterator<ResponseStreamEvent>() {
+                @Override
+                public boolean hasNext() {
+                    try {
+                        boolean hasNext = iterator.hasNext();
+                        if (!hasNext) {
+                            close();
+                        }
+                        return hasNext;
+                    } catch (RuntimeException e) {
+                        fail(e);
+                        throw LOGGER.logThrowableAsError(e);
+                    }
+                }
+
+                @Override
+                public ResponseStreamEvent next() {
+                    try {
+                        ResponseStreamEvent event = iterator.next();
+                        accumulator.accumulate(event);
+                        return event;
+                    } catch (RuntimeException e) {
+                        fail(e);
+                        throw LOGGER.logThrowableAsError(e);
+                    }
+                }
+            };
+            return StreamSupport.stream(Spliterators.spliteratorUnknownSize(tracedIterator, Spliterator.ORDERED), false)
+                .onClose(this::close);
+        }
+
+        @Override
+        public void close() {
+            if (streamClosed.compareAndSet(false, true)) {
+                try {
+                    Response response = completedResponse();
+                    if (response != null) {
+                        responseTracing.recordResponseAttributes(scope, response, invokeAgent);
+                    }
+                    scope.close();
+                } finally {
+                    streamDelegate.close();
+                }
+            }
+        }
+
+        private void fail(RuntimeException error) {
+            scope.recordError(error);
+            close();
+        }
+
+        private Response completedResponse() {
+            try {
+                return accumulator.response();
+            } catch (IllegalStateException ignored) {
+                return null;
+            }
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedStreamIterable.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedStreamIterable.java
new file mode 100644
index 0000000000000..b3b29e072ab66
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/TracedStreamIterable.java
@@ -0,0 +1,112 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.util.logging.ClientLogger;
+import com.openai.helpers.ResponseAccumulator;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseStreamEvent;
+
+import java.util.Iterator;
+import java.util.NoSuchElementException;
+
+/**
+ * A wrapper around a streaming response iterable that records tracing attributes and metrics as the stream is
+ * consumed.
+ *
+ * <p>The span remains open until the stream is fully consumed or an error occurs. Token counts and response
+ * metadata are captured from the accumulated stream using the OpenAI SDK's {@link ResponseAccumulator}.</p>
+ */
+public final class TracedStreamIterable implements Iterable<ResponseStreamEvent>, AutoCloseable {
+
+    private static final ClientLogger LOGGER = new ClientLogger(TracedStreamIterable.class);
+
+    private final Iterable<ResponseStreamEvent> inner;
+    private final GenAiTracingScope scope;
+    private final GenAiResponseTracing responseTracing;
+    private final boolean isInvokeAgent;
+    private volatile boolean consumed;
+
+    TracedStreamIterable(Iterable<ResponseStreamEvent> inner, GenAiTracingScope scope,
+        GenAiResponseTracing responseTracing, boolean isInvokeAgent) {
+        this.inner = inner;
+        this.scope = scope;
+        this.responseTracing = responseTracing;
+        this.isInvokeAgent = isInvokeAgent;
+    }
+
+    @Override
+    public Iterator<ResponseStreamEvent> iterator() {
+        return new TracedIterator(inner.iterator());
+    }
+
+    @Override
+    public void close() {
+        if (!consumed && scope != null) {
+            consumed = true;
+            scope.close();
+        }
+    }
+
+    private final class TracedIterator implements Iterator<ResponseStreamEvent> {
+        private final Iterator<ResponseStreamEvent> innerIterator;
+        private final ResponseAccumulator accumulator;
+
+        TracedIterator(Iterator<ResponseStreamEvent> innerIterator) {
+            this.innerIterator = innerIterator;
+            this.accumulator = ResponseAccumulator.create();
+        }
+
+        @Override
+        public boolean hasNext() {
+            try {
+                boolean hasNext = innerIterator.hasNext();
+                if (!hasNext) {
+                    finalizeStream();
+                }
+                return hasNext;
+            } catch (RuntimeException ex) {
+                recordErrorAndClose(ex);
+                throw LOGGER.logExceptionAsError(ex);
+            }
+        }
+
+        @Override
+        public ResponseStreamEvent next() {
+            try {
+                ResponseStreamEvent event = innerIterator.next();
+                accumulator.accumulate(event);
+                return event;
+            } catch (NoSuchElementException ex) {
+                finalizeStream();
+                throw LOGGER.logExceptionAsError(ex);
+            } catch (RuntimeException ex) {
+                recordErrorAndClose(ex);
+                throw LOGGER.logExceptionAsError(ex);
+            }
+        }
+
+        private void recordErrorAndClose(Throwable ex) {
+            if (scope != null && !consumed) {
+                scope.recordError(ex);
+                scope.close();
+                consumed = true;
+            }
+        }
+
+        private void finalizeStream() {
+            if (scope == null || consumed) {
+                return;
+            }
+            consumed = true;
+
+            Response response = accumulator.response();
+            if (response != null) {
+                responseTracing.recordResponseAttributes(scope, response, isInvokeAgent);
+            }
+
+            scope.close();
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
new file mode 100644
index 0000000000000..12ccaacfea3bf
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
@@ -0,0 +1,98 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents;
+
+import com.azure.ai.agents.models.AgentReference;
+import com.azure.ai.agents.models.AgentVersionDetails;
+import com.azure.ai.agents.models.AzureCreateResponseOptions;
+import com.azure.ai.agents.models.PromptAgentDefinition;
+import com.azure.identity.DefaultAzureCredentialBuilder;
+import com.azure.monitor.opentelemetry.autoconfigure.AzureMonitorAutoConfigure;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseCreateParams;
+import io.opentelemetry.api.trace.Span;
+import io.opentelemetry.api.trace.Tracer;
+import io.opentelemetry.context.Scope;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+import io.opentelemetry.sdk.autoconfigure.AutoConfiguredOpenTelemetrySdk;
+import io.opentelemetry.sdk.autoconfigure.AutoConfiguredOpenTelemetrySdkBuilder;
+
+/**
+ * Sample demonstrating GenAI tracing exported to Azure Monitor (Application Insights).
+ *
+ * <p>As with the console sample, there is no {@code enableGenAiTracing()} opt-in: tracing activates automatically
+ * once OpenTelemetry is configured (here via Azure Monitor autoconfigure, registered globally). Set the
+ * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to {@code true} to also capture
+ * message/agent content.</p>
+ *
+ * <p>Prerequisites:</p>
+ * <ul>
+ *   <li>{@code FOUNDRY_PROJECT_ENDPOINT} and {@code FOUNDRY_MODEL_NAME} environment variables set</li>
+ *   <li>{@code APPLICATIONINSIGHTS_CONNECTION_STRING} environment variable set</li>
+ *   <li>Logged in via {@code az login}</li>
+ * </ul>
+ *
+ * <p>To run this sample, add these dependencies to your project:</p>
+ * <ul>
+ *   <li>{@code com.azure:azure-ai-agents}</li>
+ *   <li>{@code com.azure:azure-monitor-opentelemetry-autoconfigure}</li>
+ *   <li>{@code com.azure:azure-identity}</li>
+ *   <li>{@code com.azure:azure-core-tracing-opentelemetry}</li>
+ * </ul>
+ */
+public final class TracingAzureMonitorSample {
+
+    /**
+     * Runs the Azure Monitor tracing sample.
+     *
+     * @param args unused.
+     */
+    @SuppressWarnings("try")
+    public static void main(String[] args) {
+        String endpoint = System.getenv("FOUNDRY_PROJECT_ENDPOINT");
+        String model = System.getenv("FOUNDRY_MODEL_NAME");
+        String appInsightsConnectionString = System.getenv("APPLICATIONINSIGHTS_CONNECTION_STRING");
+
+        // 1. Configure the Azure Monitor OpenTelemetry exporter and register it globally.
+        AutoConfiguredOpenTelemetrySdkBuilder sdkBuilder = AutoConfiguredOpenTelemetrySdk.builder();
+        AzureMonitorAutoConfigure.customize(sdkBuilder, appInsightsConnectionString);
+        sdkBuilder.setResultAsGlobal();
+        OpenTelemetrySdk openTelemetry = sdkBuilder.build().getOpenTelemetrySdk();
+
+        // 2. Optionally group the operations under a parent span.
+        Tracer tracer = openTelemetry.getTracer("azure-monitor-tracing-sample");
+        Span parentSpan = tracer.spanBuilder("travel-assistant-workflow").startSpan();
+        try (Scope scope = parentSpan.makeCurrent()) {
+            // 3. Build the clients. The configured OpenTelemetry is picked up automatically.
+            AgentsClientBuilder builder
+                = new AgentsClientBuilder().endpoint(endpoint).credential(new DefaultAzureCredentialBuilder().build());
+            AgentsClient agentsClient = builder.buildAgentsClient();
+            ResponsesClient responsesClient = builder.buildResponsesClient();
+
+            // 4. Create an agent - produces a "create_agent" span nested under the parent span.
+            String agentName = "AzureMonitorTracingSample";
+            AgentVersionDetails agent = agentsClient.createAgentVersion(agentName,
+                new PromptAgentDefinition(model).setInstructions("You are a travel assistant. Help users plan trips."));
+            System.out.println("Agent created: " + agent.getName());
+
+            // 5. Generate a response - produces an "invoke_agent" span.
+            AzureCreateResponseOptions azureOptions
+                = new AzureCreateResponseOptions().setAgentReference(new AgentReference(agentName));
+            ResponseCreateParams.Builder params = ResponseCreateParams.builder().input("Plan a 3-day trip to Tokyo.");
+            Response response = responsesClient.createAzureResponse(azureOptions, params);
+            System.out.println("Response ID: " + response.id());
+
+            agentsClient.deleteAgent(agentName);
+        } finally {
+            parentSpan.end();
+        }
+
+        // 6. Flush all pending spans to Azure Monitor before exiting.
+        openTelemetry.close();
+        System.out.println("Done. Traces will appear in Application Insights within a few minutes.");
+    }
+
+    private TracingAzureMonitorSample() {
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
new file mode 100644
index 0000000000000..183b17c4238a2
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
@@ -0,0 +1,87 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents;
+
+import com.azure.ai.agents.models.AgentReference;
+import com.azure.ai.agents.models.AgentVersionDetails;
+import com.azure.ai.agents.models.AzureCreateResponseOptions;
+import com.azure.ai.agents.models.PromptAgentDefinition;
+import com.azure.identity.DefaultAzureCredentialBuilder;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseCreateParams;
+import io.opentelemetry.api.common.AttributeKey;
+import io.opentelemetry.exporter.logging.LoggingSpanExporter;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+import io.opentelemetry.sdk.resources.Resource;
+import io.opentelemetry.sdk.trace.SdkTracerProvider;
+import io.opentelemetry.sdk.trace.export.SimpleSpanProcessor;
+
+/**
+ * Sample demonstrating GenAI tracing exported to the console.
+ *
+ * <p>Unlike the original experimental design, there is no {@code enableGenAiTracing()} / {@code disableGenAiTracing()}
+ * opt-in: tracing activates automatically once an OpenTelemetry implementation is configured (here registered
+ * globally). To also capture message/agent content, set the
+ * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to {@code true} (it is off by
+ * default).</p>
+ *
+ * <p>To run this sample, add these dependencies to your project:</p>
+ * <ul>
+ *   <li>{@code com.azure:azure-ai-agents}</li>
+ *   <li>{@code com.azure:azure-core-tracing-opentelemetry}</li>
+ *   <li>{@code com.azure:azure-identity}</li>
+ *   <li>{@code io.opentelemetry:opentelemetry-sdk}</li>
+ *   <li>{@code io.opentelemetry:opentelemetry-exporter-logging}</li>
+ * </ul>
+ */
+public final class TracingConsoleSample {
+
+    /**
+     * Runs the console tracing sample.
+     *
+     * @param args unused.
+     */
+    public static void main(String[] args) {
+        // 1. Configure OpenTelemetry with a console span exporter and register it globally.
+        SdkTracerProvider tracerProvider = SdkTracerProvider.builder()
+            .addSpanProcessor(SimpleSpanProcessor.create(LoggingSpanExporter.create()))
+            .setResource(Resource.getDefault()
+                .toBuilder()
+                .put(AttributeKey.stringKey("service.name"), "genai-tracing-sample")
+                .build())
+            .build();
+        OpenTelemetrySdk openTelemetry
+            = OpenTelemetrySdk.builder().setTracerProvider(tracerProvider).buildAndRegisterGlobal();
+
+        // 2. Build the clients. No tracing opt-in call is required; the configured OpenTelemetry is picked up.
+        String endpoint = System.getenv("FOUNDRY_PROJECT_ENDPOINT");
+        String model = System.getenv("FOUNDRY_MODEL_NAME");
+        AgentsClientBuilder builder
+            = new AgentsClientBuilder().endpoint(endpoint).credential(new DefaultAzureCredentialBuilder().build());
+        AgentsClient agentsClient = builder.buildAgentsClient();
+        ResponsesClient responsesClient = builder.buildResponsesClient();
+
+        // 3. Create an agent - produces a "create_agent" span.
+        String agentName = "TracingSampleAgent";
+        AgentVersionDetails agent = agentsClient.createAgentVersion(agentName,
+            new PromptAgentDefinition(model).setInstructions("You are a helpful assistant that answers concisely.")
+                .setTemperature(0.7));
+        System.out.println("Agent created: " + agent.getName() + ":" + agent.getVersion());
+
+        // 4. Generate a response - produces an "invoke_agent" span.
+        AzureCreateResponseOptions azureOptions
+            = new AzureCreateResponseOptions().setAgentReference(new AgentReference(agentName));
+        ResponseCreateParams.Builder params = ResponseCreateParams.builder().input("What is the capital of France?");
+        Response response = responsesClient.createAzureResponse(azureOptions, params);
+        System.out.println("Response ID: " + response.id());
+
+        // 5. Clean up and flush the spans to the console.
+        agentsClient.deleteAgent(agentName);
+        tracerProvider.close();
+        System.out.println("Done. Check the console output for spans.");
+    }
+
+    private TracingConsoleSample() {
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
new file mode 100644
index 0000000000000..cddd632eb6043
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
@@ -0,0 +1,49 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents;
+
+import com.azure.ai.agents.models.AgentDefinition;
+import com.azure.ai.agents.models.AgentVersionDetails;
+import com.azure.ai.agents.models.PromptAgentDefinition;
+import com.azure.core.tracing.opentelemetry.OpenTelemetryTracingOptions;
+import com.azure.core.util.ClientOptions;
+import com.azure.identity.DefaultAzureCredentialBuilder;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+
+/**
+ * Sample showing how experimental GenAI tracing is enabled for {@link AgentsClient} by configuring an OpenTelemetry
+ * implementation through the client's {@link ClientOptions}. When an OpenTelemetry SDK is configured the client emits
+ * GenAI semantic-convention spans and metrics automatically; there is no explicit opt-in call. Set the
+ * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to also capture message/agent content.
+ */
+public final class TracingSample {
+
+    /**
+     * Runs the tracing sample.
+     *
+     * @param args ignored.
+     */
+    public static void main(String[] args) {
+        String endpoint = System.getenv("FOUNDRY_PROJECT_ENDPOINT");
+
+        // BEGIN: com.azure.ai.agents.tracing
+        // Configure any OpenTelemetry SDK (exporters, sampling, etc.) and pass it through ClientOptions. The client
+        // then emits GenAI spans (create_agent, chat / invoke_agent, create_conversation) and metrics automatically.
+        OpenTelemetrySdk openTelemetry = OpenTelemetrySdk.builder().build();
+        AgentsClient agentsClient = new AgentsClientBuilder().endpoint(endpoint)
+            .credential(new DefaultAzureCredentialBuilder().build())
+            .clientOptions(new ClientOptions()
+                .setTracingOptions(new OpenTelemetryTracingOptions().setOpenTelemetry(openTelemetry)))
+            .buildAgentsClient();
+
+        AgentDefinition definition
+            = new PromptAgentDefinition("gpt-4o").setInstructions("You are a helpful assistant.");
+        AgentVersionDetails agent = agentsClient.createAgentVersion("my-agent", definition);
+        System.out.printf("Created agent %s (traced).%n", agent.getName());
+        // END: com.azure.ai.agents.tracing
+    }
+
+    private TracingSample() {
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
index bf3b9a4bd77bc..b406c08a52ec1 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
@@ -8,6 +8,7 @@
 import com.azure.core.http.HttpPipelineBuilder;
 import com.azure.core.http.HttpRequest;
 import com.azure.core.http.HttpResponse;
+import com.azure.core.http.policy.HttpPipelinePolicy;
 import com.azure.core.test.http.MockHttpResponse;
 import com.azure.core.util.Context;
 import com.openai.core.http.HttpRequestBody;
@@ -23,10 +24,13 @@
 import java.nio.charset.StandardCharsets;
 import java.util.Arrays;
 import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.atomic.AtomicReference;
 import java.util.function.Function;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNull;
+import static org.junit.jupiter.api.Assertions.assertSame;
 import static org.junit.jupiter.api.Assertions.assertThrows;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 import static org.junit.jupiter.api.Assertions.fail;
@@ -51,6 +55,37 @@ void executeAsyncCompletesSuccessfully() {
         assertEquals(1, recordingClient.getSendCount());
     }
 
+    @Test
+    void executeAsyncRestoresTraceContextFromRequestHeaders() {
+        Context parent = new Context("parent", "chat");
+        OpenAITracingContextBridge contextBridge = new OpenAITracingContextBridge();
+        String token = contextBridge.register(parent);
+
+        RecordingHttpClient recordingClient
+            = new RecordingHttpClient(request -> createMockResponse(request, 204, new HttpHeaders(), ""));
+        AtomicReference<Context> pipelineContext = new AtomicReference<>();
+        HttpPipelinePolicy captureContextPolicy = (context, next) -> {
+            pipelineContext.set(context.getContext());
+            return next.process();
+        };
+        com.openai.core.http.HttpClient openAiClient = HttpClientHelper.mapToOpenAIHttpClient(
+            new HttpPipelineBuilder().policies(captureContextPolicy).httpClient(recordingClient).build(),
+            contextBridge);
+        com.openai.core.http.HttpRequest request = com.openai.core.http.HttpRequest.builder()
+            .method(com.openai.core.http.HttpMethod.GET)
+            .baseUrl("https://example.com")
+            .putHeader(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER, token)
+            .build();
+
+        try (com.openai.core.http.HttpResponse response = openAiClient.executeAsync(request).join()) {
+            assertEquals(204, response.statusCode());
+            assertSame(parent, pipelineContext.get());
+            assertNull(recordingClient.getLastRequest()
+                .getHeaders()
+                .getValue(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER));
+        }
+    }
+
     @Test
     void executeWithNullRequestBodySucceeds() throws Exception {
         RecordingHttpClient recordingClient = new RecordingHttpClient(request -> {
@@ -217,6 +252,7 @@ HttpRequest getLastRequest() {
         int getSendCount() {
             return sendCount;
         }
+
     }
 
     private static final class TestHttpRequestBody implements HttpRequestBody {
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracingTest.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracingTest.java
new file mode 100644
index 0000000000000..f6cce33d5ccf1
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiAgentTracingTest.java
@@ -0,0 +1,279 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.ai.agents.models.AgentVersionDetails;
+import com.azure.ai.agents.models.PromptAgentDefinition;
+import com.azure.core.http.rest.RequestOptions;
+import com.azure.core.tracing.opentelemetry.OpenTelemetryTracingOptions;
+import com.azure.core.util.BinaryData;
+import com.azure.core.util.Configuration;
+import com.azure.core.util.ConfigurationBuilder;
+import com.azure.core.util.LibraryTelemetryOptions;
+import com.azure.core.util.metrics.Meter;
+import com.azure.core.util.metrics.MeterProvider;
+import com.azure.core.util.tracing.Tracer;
+import com.azure.core.util.tracing.TracerProvider;
+import com.azure.json.JsonProviders;
+import com.azure.json.JsonReader;
+import io.opentelemetry.api.common.AttributeKey;
+import io.opentelemetry.api.common.Attributes;
+import io.opentelemetry.api.trace.StatusCode;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+import io.opentelemetry.sdk.trace.ReadWriteSpan;
+import io.opentelemetry.sdk.trace.ReadableSpan;
+import io.opentelemetry.sdk.trace.SdkTracerProvider;
+import io.opentelemetry.sdk.trace.SpanProcessor;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.params.ParameterizedTest;
+import org.junit.jupiter.params.provider.ValueSource;
+import reactor.core.publisher.Mono;
+
+import java.io.IOException;
+import java.io.UncheckedIOException;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.atomic.AtomicBoolean;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertSame;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Unit tests for {@link GenAiAgentTracing} against a real in-memory OpenTelemetry SDK (no live service).
+ */
+public final class GenAiAgentTracingTest {
+
+    private static final String ENDPOINT_HOST = "contoso.services.ai.azure.com";
+    private static final String ENDPOINT = "https://" + ENDPOINT_HOST;
+    private static final String AZ_NAMESPACE_NAME = "Microsoft.CognitiveServices";
+    private static final String AGENT_NAME = "weather-agent";
+
+    private static final AttributeKey<String> AZ_NAMESPACE = AttributeKey.stringKey("az.namespace");
+    private static final AttributeKey<String> GEN_AI_PROVIDER_NAME = AttributeKey.stringKey("gen_ai.provider.name");
+    private static final AttributeKey<String> GEN_AI_OPERATION_NAME = AttributeKey.stringKey("gen_ai.operation.name");
+    private static final AttributeKey<String> GEN_AI_AGENT_NAME = AttributeKey.stringKey("gen_ai.agent.name");
+    private static final AttributeKey<String> GEN_AI_AGENT_ID = AttributeKey.stringKey("gen_ai.agent.id");
+    private static final AttributeKey<String> GEN_AI_AGENT_VERSION = AttributeKey.stringKey("gen_ai.agent.version");
+    private static final AttributeKey<String> GEN_AI_AGENT_TYPE = AttributeKey.stringKey("gen_ai.agent.type");
+    private static final AttributeKey<String> GEN_AI_REQUEST_MODEL = AttributeKey.stringKey("gen_ai.request.model");
+    private static final AttributeKey<String> GEN_AI_SYSTEM_INSTRUCTIONS
+        = AttributeKey.stringKey("gen_ai.system_instructions");
+    private static final AttributeKey<String> SERVER_ADDRESS = AttributeKey.stringKey("server.address");
+
+    private TestSpanProcessor spanProcessor;
+    private Tracer tracer;
+    private Meter meter;
+
+    @BeforeEach
+    public void setup() {
+        spanProcessor = new TestSpanProcessor();
+        final OpenTelemetryTracingOptions tracingOptions
+            = new OpenTelemetryTracingOptions().setOpenTelemetry(OpenTelemetrySdk.builder()
+                .setTracerProvider(SdkTracerProvider.builder().addSpanProcessor(spanProcessor).build())
+                .build());
+        tracer = TracerProvider.getDefaultProvider()
+            .createTracer(new LibraryTelemetryOptions("test").setResourceProviderNamespace(AZ_NAMESPACE_NAME)
+                .setSchemaUrl(GenAiInstrumentation.OTEL_SCHEMA_URL), tracingOptions);
+        meter = MeterProvider.getDefaultProvider().createMeter("test", null, null);
+    }
+
+    private GenAiAgentTracing agentTracing(boolean captureContent) {
+        return new GenAiAgentTracing(new GenAiInstrumentation(ENDPOINT, configuration(captureContent), tracer, meter));
+    }
+
+    @ParameterizedTest
+    @ValueSource(booleans = { true, false })
+    public void tracesPromptAgentCreation(boolean captureContent) {
+        PromptAgentDefinition definition
+            = new PromptAgentDefinition("gpt-4o").setTemperature(0.5).setTopP(0.9).setInstructions("Be helpful");
+        AgentVersionDetails response = agentVersionResponse();
+
+        AgentVersionDetails result = agentTracing(captureContent).traceCreateAgentVersion(AGENT_NAME, definition,
+            (request, options) -> response, BinaryData.fromString("{}"), new RequestOptions());
+
+        assertSame(response, result);
+        ReadableSpan span = getSpan();
+        Attributes attrs = span.getAttributes();
+        assertEquals(AZ_NAMESPACE_NAME, attrs.get(AZ_NAMESPACE));
+        assertEquals("create_agent", attrs.get(GEN_AI_OPERATION_NAME));
+        assertEquals("microsoft.foundry", attrs.get(GEN_AI_PROVIDER_NAME));
+        assertEquals(AGENT_NAME, attrs.get(GEN_AI_AGENT_NAME));
+        assertEquals("prompt", attrs.get(GEN_AI_AGENT_TYPE));
+        assertEquals("gpt-4o", attrs.get(GEN_AI_REQUEST_MODEL));
+        assertEquals(ENDPOINT_HOST, attrs.get(SERVER_ADDRESS));
+        // Enriched from the response: agent id is "name:version".
+        assertEquals(AGENT_NAME + ":1", attrs.get(GEN_AI_AGENT_ID));
+        assertEquals("1", attrs.get(GEN_AI_AGENT_VERSION));
+        // System instructions attribute is always present but content is gated.
+        String instructions = attrs.get(GEN_AI_SYSTEM_INSTRUCTIONS);
+        assertNotNull(instructions);
+        assertEquals(captureContent, instructions.contains("Be helpful"));
+        assertEquals(GenAiInstrumentation.OTEL_SCHEMA_URL,
+            span.toSpanData().getInstrumentationScopeInfo().getSchemaUrl());
+    }
+
+    @Test
+    public void tracesAsyncPromptAgentCreation() {
+        PromptAgentDefinition definition = new PromptAgentDefinition("gpt-4o");
+        AgentVersionDetails response = agentVersionResponse();
+
+        AgentVersionDetails result = agentTracing(false).traceCreateAgentVersionAsync(AGENT_NAME, definition,
+            (request, options) -> Mono.just(response), BinaryData.fromString("{}"), new RequestOptions()).block();
+
+        assertSame(response, result);
+        Attributes attrs = getSpan().getAttributes();
+        assertEquals("create_agent", attrs.get(GEN_AI_OPERATION_NAME));
+        assertEquals(AGENT_NAME, attrs.get(GEN_AI_AGENT_NAME));
+        assertEquals(AGENT_NAME + ":1", attrs.get(GEN_AI_AGENT_ID));
+    }
+
+    @Test
+    public void syncOperationThrowsPropagatesAndEndsSpan() {
+        RuntimeException failure = new RuntimeException("boom");
+        RuntimeException thrown = assertThrows(RuntimeException.class, () -> agentTracing(false)
+            .traceCreateAgentVersion(AGENT_NAME, new PromptAgentDefinition("gpt-4o"), (request, options) -> {
+                throw failure;
+            }, BinaryData.fromString("{}"), new RequestOptions()));
+
+        assertSame(failure, thrown);
+        assertEquals(StatusCode.ERROR, getSpan().toSpanData().getStatus().getStatusCode());
+    }
+
+    @Test
+    public void asyncOperationErrorPropagatesAndEndsSpan() {
+        RuntimeException failure = new RuntimeException("boom");
+        RuntimeException thrown = assertThrows(RuntimeException.class,
+            () -> agentTracing(false)
+                .traceCreateAgentVersionAsync(AGENT_NAME, new PromptAgentDefinition("gpt-4o"),
+                    (request, options) -> Mono.error(failure), BinaryData.fromString("{}"), new RequestOptions())
+                .block());
+
+        assertSame(failure, thrown);
+        assertEquals(StatusCode.ERROR, getSpan().toSpanData().getStatus().getStatusCode());
+    }
+
+    @Test
+    public void tracingDisabledOperationStillRuns() {
+        Tracer disabled = TracerProvider.getDefaultProvider().createTracer("test", null, AZ_NAMESPACE_NAME, null);
+        GenAiAgentTracing tracing
+            = new GenAiAgentTracing(new GenAiInstrumentation(ENDPOINT, configuration(false), disabled, meter));
+        AtomicBoolean invoked = new AtomicBoolean(false);
+        AgentVersionDetails response = agentVersionResponse();
+
+        AgentVersionDetails result
+            = tracing.traceCreateAgentVersion(AGENT_NAME, new PromptAgentDefinition("gpt-4o"), (request, options) -> {
+                invoked.set(true);
+                return response;
+            }, BinaryData.fromString("{}"), new RequestOptions());
+
+        assertTrue(invoked.get());
+        assertSame(response, result);
+        assertTrue(spanProcessor.getEndedSpans().isEmpty());
+    }
+
+    @Test
+    public void experimentalGateDisabledOperationDoesNotEmitGenAiSpan() {
+        GenAiAgentTracing tracing = new GenAiAgentTracing(
+            new GenAiInstrumentation(ENDPOINT, new ConfigurationBuilder().build(), tracer, meter));
+        AgentVersionDetails response = agentVersionResponse();
+
+        AgentVersionDetails result = tracing.traceCreateAgentVersion(AGENT_NAME, new PromptAgentDefinition("gpt-4o"),
+            (request, options) -> response, BinaryData.fromString("{}"), new RequestOptions());
+
+        assertSame(response, result);
+        assertTrue(spanProcessor.getEndedSpans().isEmpty());
+    }
+
+    @Test
+    public void standardContentSettingOverridesLegacySetting() {
+        Configuration configuration
+            = new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true")
+                .putProperty("otel.instrumentation.genai.capture_message_content", "false")
+                .putProperty("azure.tracing.gen_ai.content_recording_enabled", "true")
+                .build();
+        GenAiAgentTracing tracing
+            = new GenAiAgentTracing(new GenAiInstrumentation(ENDPOINT, configuration, tracer, meter));
+
+        tracing.traceCreateAgentVersion(AGENT_NAME,
+            new PromptAgentDefinition("gpt-4o").setInstructions("Sensitive instructions"),
+            (request, options) -> agentVersionResponse(), BinaryData.fromString("{}"), new RequestOptions());
+
+        String instructions = getSpan().getAttributes().get(GEN_AI_SYSTEM_INSTRUCTIONS);
+        assertNotNull(instructions);
+        assertFalse(instructions.contains("Sensitive instructions"));
+    }
+
+    @Test
+    public void legacyContentSettingRemainsSupported() {
+        Configuration configuration
+            = new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true")
+                .putProperty("azure.tracing.gen_ai.content_recording_enabled", "true")
+                .build();
+        GenAiAgentTracing tracing
+            = new GenAiAgentTracing(new GenAiInstrumentation(ENDPOINT, configuration, tracer, meter));
+
+        tracing.traceCreateAgentVersion(AGENT_NAME,
+            new PromptAgentDefinition("gpt-4o").setInstructions("Legacy opt-in"),
+            (request, options) -> agentVersionResponse(), BinaryData.fromString("{}"), new RequestOptions());
+
+        assertTrue(getSpan().getAttributes().get(GEN_AI_SYSTEM_INSTRUCTIONS).contains("Legacy opt-in"));
+    }
+
+    private ReadableSpan getSpan() {
+        List<ReadableSpan> spans = spanProcessor.getEndedSpans();
+        assertFalse(spans.isEmpty(), "Expected at least one ended span.");
+        ReadableSpan span
+            = spans.stream().filter(s -> ("create_agent " + AGENT_NAME).equals(s.getName())).findFirst().orElse(null);
+        assertNotNull(span, "create_agent span not found.");
+        return span;
+    }
+
+    private static AgentVersionDetails agentVersionResponse() {
+        String json = "{\"name\":\"" + AGENT_NAME + "\",\"version\":\"1\"}";
+        try (JsonReader reader = JsonProviders.createReader(json)) {
+            return AgentVersionDetails.fromJson(reader);
+        } catch (IOException e) {
+            throw new UncheckedIOException(e);
+        }
+    }
+
+    private static Configuration configuration(boolean captureContent) {
+        return new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true")
+            .putProperty("otel.instrumentation.genai.capture_message_content", Boolean.toString(captureContent))
+            .build();
+    }
+
+    private static final class TestSpanProcessor implements SpanProcessor {
+        private final ConcurrentLinkedDeque<ReadableSpan> spans = new ConcurrentLinkedDeque<>();
+
+        List<ReadableSpan> getEndedSpans() {
+            return new ArrayList<>(spans);
+        }
+
+        @Override
+        public void onStart(io.opentelemetry.context.Context parentContext, ReadWriteSpan span) {
+        }
+
+        @Override
+        public boolean isStartRequired() {
+            return false;
+        }
+
+        @Override
+        public void onEnd(ReadableSpan span) {
+            spans.add(span);
+        }
+
+        @Override
+        public boolean isEndRequired() {
+            return true;
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatterTest.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatterTest.java
new file mode 100644
index 0000000000000..97f0eb5575655
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMessageFormatterTest.java
@@ -0,0 +1,143 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.json.JsonProviders;
+import com.azure.json.JsonReader;
+import org.junit.jupiter.api.Test;
+
+import java.io.IOException;
+import java.util.List;
+import java.util.Map;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Unit tests for {@link GenAiMessageFormatter}, focused on the content-recording privacy gate and the corrected
+ * tool-call output formatting.
+ */
+public final class GenAiMessageFormatterTest {
+
+    @Test
+    public void serializationRoundTripsSpecialCharacters() throws IOException {
+        String content = "quote=\" slash=\\ newline=\n control=\u0001";
+
+        Map<String, Object> message = firstMessage(GenAiMessageFormatter.formatUserTextInput(true, content));
+        Map<String, Object> part = firstPart(message);
+
+        assertEquals(content, part.get("content"));
+    }
+
+    @Test
+    public void userTextInputRespectsContentGate() {
+        String on = GenAiMessageFormatter.formatUserTextInput(true, "hello");
+        assertTrue(on.contains("\"content\":\"hello\""));
+
+        String off = GenAiMessageFormatter.formatUserTextInput(false, "hello");
+        assertFalse(off.contains("hello"));
+        assertTrue(off.contains("\"type\":\"text\""));
+    }
+
+    @Test
+    public void systemInstructionsRespectContentGate() {
+        assertTrue(GenAiMessageFormatter.formatSystemInstructions(true, "be nice").contains("\"content\":\"be nice\""));
+        assertEquals("[{\"type\":\"text\"}]", GenAiMessageFormatter.formatSystemInstructions(false, "be nice"));
+    }
+
+    @Test
+    public void toolResponseInputRespectsContentGate() {
+        String on = GenAiMessageFormatter.formatToolResponseInput(true, "call-1", "result-text");
+        assertTrue(on.contains("\"result\":\"result-text\""));
+
+        String off = GenAiMessageFormatter.formatToolResponseInput(false, "call-1", "result-text");
+        assertFalse(off.contains("result-text"));
+        assertTrue(off.contains("\"id\":\"call-1\""));
+    }
+
+    @Test
+    public void toolResponseSerializesStructuredJsonResult() throws IOException {
+        Map<String, Object> message
+            = firstMessage(GenAiMessageFormatter.formatToolResponseInput(true, "call-1", "{\"value\":[1,true]}"));
+        Object result = firstPart(message).get("result");
+
+        assertTrue(result instanceof Map);
+        assertEquals(1, ((List<?>) ((Map<?, ?>) result).get("value")).get(0));
+    }
+
+    @Test
+    public void toolResponsePreservesMalformedJsonAsString() throws IOException {
+        String malformedResult = "{\"unterminated\":}";
+        Map<String, Object> message
+            = firstMessage(GenAiMessageFormatter.formatToolResponseInput(true, "call-1", malformedResult));
+
+        assertEquals(malformedResult, firstPart(message).get("result"));
+    }
+
+    @Test
+    public void toolResponsePreservesJsonWithTrailingContentAsString() throws IOException {
+        String malformedResult = "{\"first\":1}{\"second\":2}";
+        Map<String, Object> message
+            = firstMessage(GenAiMessageFormatter.formatToolResponseInput(true, "call-1", malformedResult));
+
+        assertEquals(malformedResult, firstPart(message).get("result"));
+    }
+
+    @Test
+    public void toolResponsePreservesLargeJsonNumbers() throws IOException {
+        String result = "{\"integer\":9223372036854775808,\"decimal\":1e400}";
+        Map<String, Object> message
+            = firstMessage(GenAiMessageFormatter.formatToolResponseInput(true, "call-1", result));
+        Map<?, ?> structuredResult = (Map<?, ?>) firstPart(message).get("result");
+
+        assertTrue(structuredResult.get("integer") instanceof Number);
+        assertTrue(structuredResult.get("decimal") instanceof Number);
+    }
+
+    @Test
+    public void deeplyNestedToolResponseFallsBackToString() throws IOException {
+        StringBuilder result = new StringBuilder();
+        for (int i = 0; i < 1001; i++) {
+            result.append('[');
+        }
+        for (int i = 0; i < 1001; i++) {
+            result.append(']');
+        }
+
+        Map<String, Object> message
+            = firstMessage(GenAiMessageFormatter.formatToolResponseInput(true, "call-1", result.toString()));
+
+        assertEquals(result.toString(), firstPart(message).get("result"));
+    }
+
+    @Test
+    public void toolCallOutputAlwaysIncludesTypeAndGatesContent() {
+        // Corrected behaviour: the nested content object (with the tool type) is always emitted, even when the
+        // extra content argument is null; the extra content value is only included when content recording is on.
+        String withContent = GenAiMessageFormatter.formatToolCallOutput(true, "call-1", "function_call", "extra");
+        assertTrue(withContent.contains("\"type\":\"function_call\""));
+        assertTrue(withContent.contains("\"content\":\"extra\""));
+
+        String gatedOff = GenAiMessageFormatter.formatToolCallOutput(false, "call-1", "function_call", "extra");
+        assertTrue(gatedOff.contains("\"type\":\"function_call\""));
+        assertFalse(gatedOff.contains("\"content\":\"extra\""));
+
+        String nullContent = GenAiMessageFormatter.formatToolCallOutput(true, "call-1", "code_interpreter_call", null);
+        assertTrue(nullContent.contains("\"type\":\"code_interpreter_call\""));
+        assertTrue(nullContent.contains("\"id\":\"call-1\""));
+    }
+
+    @SuppressWarnings("unchecked")
+    private static Map<String, Object> firstMessage(String json) throws IOException {
+        try (JsonReader reader = JsonProviders.createReader(json)) {
+            return (Map<String, Object>) ((List<?>) reader.readUntyped()).get(0);
+        }
+    }
+
+    @SuppressWarnings("unchecked")
+    private static Map<String, Object> firstPart(Map<String, Object> message) {
+        return (Map<String, Object>) ((List<?>) message.get("parts")).get(0);
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMetricsTest.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMetricsTest.java
new file mode 100644
index 0000000000000..fc7f89197b206
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiMetricsTest.java
@@ -0,0 +1,124 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.core.metrics.opentelemetry.OpenTelemetryMetricsOptions;
+import com.azure.core.util.ConfigurationBuilder;
+import com.azure.core.util.metrics.Meter;
+import com.azure.core.util.metrics.MeterProvider;
+import com.azure.core.util.tracing.Tracer;
+import com.azure.core.util.tracing.TracerProvider;
+import io.opentelemetry.api.OpenTelemetry;
+import io.opentelemetry.api.common.AttributeKey;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+import io.opentelemetry.sdk.metrics.SdkMeterProvider;
+import io.opentelemetry.sdk.metrics.data.MetricData;
+import io.opentelemetry.sdk.testing.exporter.InMemoryMetricReader;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+
+import java.util.Collection;
+import java.util.List;
+import java.util.stream.Collectors;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Unit tests for GenAI metric values and dimensions.
+ */
+public final class GenAiMetricsTest {
+    private static final AttributeKey<String> OPERATION_NAME = AttributeKey.stringKey("gen_ai.operation.name");
+    private static final AttributeKey<String> PROVIDER_NAME = AttributeKey.stringKey("gen_ai.provider.name");
+    private static final AttributeKey<String> REQUEST_MODEL = AttributeKey.stringKey("gen_ai.request.model");
+    private static final AttributeKey<String> TOKEN_TYPE = AttributeKey.stringKey("gen_ai.token.type");
+    private static final AttributeKey<String> SERVER_ADDRESS = AttributeKey.stringKey("server.address");
+    private static final AttributeKey<String> ERROR_TYPE = AttributeKey.stringKey("error.type");
+
+    private InMemoryMetricReader metricReader;
+    private SdkMeterProvider sdkMeterProvider;
+    private GenAiInstrumentation instrumentation;
+
+    @BeforeEach
+    public void setup() {
+        metricReader = InMemoryMetricReader.create();
+        sdkMeterProvider = SdkMeterProvider.builder().registerMetricReader(metricReader).build();
+        OpenTelemetry openTelemetry = OpenTelemetrySdk.builder().setMeterProvider(sdkMeterProvider).build();
+        Meter meter = MeterProvider.getDefaultProvider()
+            .createMeter("test", "1.0.0", new OpenTelemetryMetricsOptions().setOpenTelemetry(openTelemetry));
+        Tracer tracer = TracerProvider.getDefaultProvider().createTracer("test", null, null, null);
+        instrumentation = new GenAiInstrumentation("https://contoso.services.ai.azure.com",
+            new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true").build(), tracer, meter);
+    }
+
+    @AfterEach
+    public void cleanup() {
+        sdkMeterProvider.close();
+    }
+
+    @Test
+    public void recordsResponseDurationAndTokenMetrics() {
+        GenAiTracingScope scope = instrumentation.startChat("gpt-4o");
+        assertNotNull(scope);
+        scope.setRequestModelAttributes("gpt-4o", null, null);
+        scope.setResponseAttributes("response-1", "gpt-4.1", 12L, 7L, "stop");
+        scope.close();
+
+        Collection<MetricData> metrics = metricReader.collectAllMetrics();
+        MetricData duration = metric(metrics, "gen_ai.client.operation.duration");
+        assertEquals("s", duration.getUnit());
+        assertTrue(duration.getHistogramData().getPoints().stream().findFirst().get().getSum() >= 0);
+        assertCommonAttributes(duration.getHistogramData().getPoints().stream().findFirst().get().getAttributes(),
+            "gpt-4.1");
+
+        MetricData tokenUsage = metric(metrics, "gen_ai.client.token.usage");
+        assertEquals("token", tokenUsage.getUnit());
+        List<io.opentelemetry.sdk.metrics.data.HistogramPointData> tokenPoints
+            = tokenUsage.getHistogramData().getPoints().stream().collect(Collectors.toList());
+        assertEquals(2, tokenPoints.size());
+        assertEquals(12.0,
+            tokenPoints.stream()
+                .filter(point -> "input".equals(point.getAttributes().get(TOKEN_TYPE)))
+                .findFirst()
+                .get()
+                .getSum());
+        assertEquals(7.0,
+            tokenPoints.stream()
+                .filter(point -> "completion".equals(point.getAttributes().get(TOKEN_TYPE)))
+                .findFirst()
+                .get()
+                .getSum());
+        tokenPoints.forEach(point -> assertCommonAttributes(point.getAttributes(), "gpt-4.1"));
+    }
+
+    @Test
+    public void recordsRequestModelFallbackAndErrorDimension() {
+        GenAiTracingScope scope = instrumentation.startInvokeAgent("weather-agent");
+        assertNotNull(scope);
+        scope.setRequestModelAttributes("gpt-4o", null, null);
+        scope.recordError(new IllegalStateException("boom"));
+        scope.close();
+
+        MetricData duration = metric(metricReader.collectAllMetrics(), "gen_ai.client.operation.duration");
+        io.opentelemetry.sdk.metrics.data.HistogramPointData point
+            = duration.getHistogramData().getPoints().stream().findFirst().get();
+        assertCommonAttributes(point.getAttributes(), "gpt-4o");
+        assertEquals(IllegalStateException.class.getName(), point.getAttributes().get(ERROR_TYPE));
+    }
+
+    private static MetricData metric(Collection<MetricData> metrics, String name) {
+        MetricData result = metrics.stream().filter(metric -> name.equals(metric.getName())).findFirst().orElse(null);
+        assertNotNull(result, "Metric not found: " + name);
+        return result;
+    }
+
+    private static void assertCommonAttributes(io.opentelemetry.api.common.Attributes attributes, String model) {
+        assertEquals("responses", attributes.get(OPERATION_NAME));
+        assertEquals("microsoft.foundry", attributes.get(PROVIDER_NAME));
+        assertEquals("contoso.services.ai.azure.com", attributes.get(SERVER_ADDRESS));
+        assertEquals(model, attributes.get(REQUEST_MODEL));
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracingTest.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracingTest.java
new file mode 100644
index 0000000000000..b417aaa9a9f3e
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/telemetry/GenAiResponseTracingTest.java
@@ -0,0 +1,418 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+
+package com.azure.ai.agents.implementation.telemetry;
+
+import com.azure.ai.agents.implementation.http.OpenAITracingContextBridge;
+import com.azure.ai.agents.implementation.OpenAIJsonHelper;
+import com.azure.ai.agents.models.AzureCreateResponseOptions;
+import com.azure.core.util.BinaryData;
+import com.azure.core.tracing.opentelemetry.OpenTelemetryTracingOptions;
+import com.azure.core.util.ConfigurationBuilder;
+import com.azure.core.util.metrics.Meter;
+import com.azure.core.util.metrics.MeterProvider;
+import com.azure.core.util.tracing.Tracer;
+import com.azure.core.util.tracing.TracerProvider;
+import com.openai.core.JsonValue;
+import com.openai.core.ObjectMappers;
+import com.openai.core.http.Headers;
+import com.openai.core.http.HttpResponseFor;
+import com.openai.core.http.StreamResponse;
+import com.openai.models.conversations.Conversation;
+import com.openai.models.responses.Response;
+import com.openai.models.responses.ResponseCreateParams;
+import com.openai.models.responses.ResponseStreamEvent;
+import io.opentelemetry.api.common.AttributeKey;
+import io.opentelemetry.api.trace.StatusCode;
+import io.opentelemetry.sdk.OpenTelemetrySdk;
+import io.opentelemetry.sdk.trace.ReadWriteSpan;
+import io.opentelemetry.sdk.trace.ReadableSpan;
+import io.opentelemetry.sdk.trace.SdkTracerProvider;
+import io.opentelemetry.sdk.trace.SpanProcessor;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import reactor.core.Disposable;
+import reactor.core.publisher.Mono;
+
+import java.util.ArrayList;
+import java.io.ByteArrayInputStream;
+import java.io.InputStream;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.stream.Stream;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertSame;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+/**
+ * Unit tests for response tracing lifecycle behavior that does not require a live service.
+ */
+public final class GenAiResponseTracingTest {
+
+    private static final String CONVERSATION_ID = "conversation-1";
+    private static final AttributeKey<String> GEN_AI_CONVERSATION_ID = AttributeKey.stringKey("gen_ai.conversation.id");
+
+    private TestSpanProcessor spanProcessor;
+    private GenAiResponseTracing responseTracing;
+
+    @BeforeEach
+    public void setup() {
+        spanProcessor = new TestSpanProcessor();
+        OpenTelemetrySdk openTelemetry = OpenTelemetrySdk.builder()
+            .setTracerProvider(SdkTracerProvider.builder().addSpanProcessor(spanProcessor).build())
+            .build();
+        Tracer tracer = TracerProvider.getDefaultProvider()
+            .createTracer("test", null, "Microsoft.CognitiveServices",
+                new OpenTelemetryTracingOptions().setOpenTelemetry(openTelemetry));
+        Meter meter = MeterProvider.getDefaultProvider().createMeter("test", null, null);
+        responseTracing = new GenAiResponseTracing(new GenAiInstrumentation("https://contoso.services.ai.azure.com",
+            new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true").build(), tracer, meter),
+            new OpenAITracingContextBridge());
+    }
+
+    @Test
+    public void tracesConversationAroundSyncOperation() {
+        Conversation conversation = conversation();
+
+        Conversation result = responseTracing.traceCreateConversation(() -> conversation);
+
+        assertSame(conversation, result);
+        assertEquals(CONVERSATION_ID, getConversationSpan().getAttributes().get(GEN_AI_CONVERSATION_ID));
+    }
+
+    @Test
+    public void tracesConversationAroundAsyncOperation() {
+        Conversation conversation = conversation();
+
+        Conversation result = responseTracing.traceCreateConversationAsync(params -> {
+            assertTrue(io.opentelemetry.api.trace.Span.current().getSpanContext().isValid());
+            assertTrue(params._additionalHeaders().names().contains(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER));
+            return Mono.just(conversation);
+        }).block();
+
+        assertSame(conversation, result);
+        assertEquals(CONVERSATION_ID, getConversationSpan().getAttributes().get(GEN_AI_CONVERSATION_ID));
+    }
+
+    @Test
+    public void syncConversationErrorPropagatesAndEndsSpan() {
+        RuntimeException failure = new RuntimeException("boom");
+
+        RuntimeException thrown
+            = assertThrows(RuntimeException.class, () -> responseTracing.traceCreateConversation(() -> {
+                throw failure;
+            }));
+
+        assertSame(failure, thrown);
+        assertEquals(StatusCode.ERROR, getConversationSpan().toSpanData().getStatus().getStatusCode());
+    }
+
+    @Test
+    public void asyncConversationCancellationEndsSpan() {
+        Disposable subscription = responseTracing.traceCreateConversationAsync(params -> Mono.never()).subscribe();
+
+        subscription.dispose();
+
+        assertNotNull(getConversationSpan());
+    }
+
+    @Test
+    public void startsAsyncStreamingOperationWithCurrentSpan() {
+        Disposable subscription = responseTracing.traceStreamingResponseAsync(new AzureCreateResponseOptions(),
+            ResponseCreateParams.builder().model("gpt-4o").input("hello").build(), tracedParams -> {
+                assertTrue(io.opentelemetry.api.trace.Span.current().getSpanContext().isValid());
+                assertTrue(tracedParams._additionalHeaders()
+                    .names()
+                    .contains(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER));
+                return reactor.core.publisher.Flux.never();
+            }).subscribe();
+
+        subscription.dispose();
+
+        assertNotNull(spanProcessor.getEndedSpans()
+            .stream()
+            .filter(candidate -> "chat gpt-4o".equals(candidate.getName()))
+            .findFirst()
+            .orElse(null));
+    }
+
+    @Test
+    public void rawRequestPromotesTracingFieldsAndPreservesAzureExtensions() {
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(
+            BinaryData.fromString("{\"model\":\"gpt-4o\",\"input\":\"hello\",\"instructions\":\"be helpful\","
+                + "\"conversation\":\"conversation-1\",\"agent_reference\":{\"name\":\"weather-agent\"}}"));
+
+        assertEquals("gpt-4o", GenAiResponseTracing.extractModelString(params.model().get()));
+        assertEquals("hello", params.input().get().asText());
+        assertEquals("be helpful", params.instructions().get());
+        assertEquals(CONVERSATION_ID, params.conversation().get().asId());
+        assertTrue(params._additionalBodyProperties().containsKey("agent_reference"));
+    }
+
+    @Test
+    public void rawRequestPreservesExplicitNullFields() {
+        ResponseCreateParams params = OpenAIJsonHelper.toRawResponseCreateParams(
+            BinaryData.fromString("{\"model\":null,\"input\":null,\"instructions\":null,\"conversation\":null}"));
+
+        assertTrue(params._additionalBodyProperties().containsKey("model"));
+        assertTrue(params._additionalBodyProperties().containsKey("input"));
+        assertTrue(params._additionalBodyProperties().containsKey("instructions"));
+        assertTrue(params._additionalBodyProperties().containsKey("conversation"));
+    }
+
+    @Test
+    public void tracesRawResponseAndClosesSpanWhenHeadersArrive() {
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+
+        HttpResponseFor<Response> result
+            = responseTracing.traceRawResponse(new AzureCreateResponseOptions(), params, () -> {
+                assertTrue(io.opentelemetry.api.trace.Span.current().getSpanContext().isValid());
+                return rawResponse(null, new AtomicBoolean());
+            });
+
+        assertNotNull(result);
+        assertNotNull(getResponseSpan());
+    }
+
+    @Test
+    public void tracesAsyncRawResponseWithBridgeContext() {
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+
+        HttpResponseFor<Response> result
+            = responseTracing.traceRawResponseAsync(new AzureCreateResponseOptions(), params, tracedParams -> {
+                assertTrue(tracedParams._additionalHeaders()
+                    .names()
+                    .contains(OpenAITracingContextBridge.TRACE_CONTEXT_HEADER));
+                return Mono.just(rawResponse(null, new AtomicBoolean()));
+            }).block();
+
+        assertNotNull(result);
+        assertNotNull(getResponseSpan());
+    }
+
+    @Test
+    public void rawStreamingSpanEndsOnExhaustionAndClosesStream() {
+        AtomicBoolean streamClosed = new AtomicBoolean();
+        StreamResponse<ResponseStreamEvent> streamResponse = streamResponse(Stream.empty(), streamClosed);
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+
+        HttpResponseFor<StreamResponse<ResponseStreamEvent>> response = responseTracing.traceRawStreamingResponse(
+            new AzureCreateResponseOptions(), params, () -> rawResponse(streamResponse, new AtomicBoolean()));
+
+        assertTrue(spanProcessor.getEndedSpans().stream().noneMatch(span -> "chat gpt-4o".equals(span.getName())));
+        assertEquals(0, response.parse().stream().count());
+        assertTrue(streamClosed.get());
+        assertNotNull(getResponseSpan());
+    }
+
+    @Test
+    public void rawStreamingSpanEndsOnExplicitResponseClose() {
+        AtomicBoolean responseClosed = new AtomicBoolean();
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+        HttpResponseFor<StreamResponse<ResponseStreamEvent>> response
+            = responseTracing.traceRawStreamingResponse(new AzureCreateResponseOptions(), params,
+                () -> rawResponse(streamResponse(Stream.empty(), new AtomicBoolean()), responseClosed));
+
+        response.close();
+
+        assertTrue(responseClosed.get());
+        assertNotNull(getResponseSpan());
+    }
+
+    @Test
+    public void asyncRawStreamingResponseRetainsSpanOwnershipAfterEmission() {
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+
+        HttpResponseFor<StreamResponse<ResponseStreamEvent>> response = responseTracing
+            .traceRawStreamingResponseAsync(new AzureCreateResponseOptions(), params,
+                ignored -> Mono
+                    .just(rawResponse(streamResponse(Stream.empty(), new AtomicBoolean()), new AtomicBoolean())))
+            .flux()
+            .take(1)
+            .next()
+            .block();
+
+        assertTrue(spanProcessor.getEndedSpans().stream().noneMatch(span -> "chat gpt-4o".equals(span.getName())));
+        response.close();
+        assertNotNull(getResponseSpan());
+    }
+
+    @Test
+    public void rawStreamingInitializationFailureEndsSpanAndClosesStream() {
+        AtomicBoolean streamClosed = new AtomicBoolean();
+        RuntimeException failure = new RuntimeException("stream initialization failed");
+        StreamResponse<ResponseStreamEvent> streamResponse = new StreamResponse<ResponseStreamEvent>() {
+            @Override
+            public Stream<ResponseStreamEvent> stream() {
+                throw failure;
+            }
+
+            @Override
+            public void close() {
+                streamClosed.set(true);
+            }
+        };
+        ResponseCreateParams params = ResponseCreateParams.builder().model("gpt-4o").input("hello").build();
+        HttpResponseFor<StreamResponse<ResponseStreamEvent>> response = responseTracing.traceRawStreamingResponse(
+            new AzureCreateResponseOptions(), params, () -> rawResponse(streamResponse, new AtomicBoolean()));
+
+        RuntimeException thrown = assertThrows(RuntimeException.class, () -> response.parse().stream());
+
+        assertSame(failure, thrown);
+        assertTrue(streamClosed.get());
+        assertEquals(StatusCode.ERROR, getResponseSpan().toSpanData().getStatus().getStatusCode());
+    }
+
+    @Test
+    public void responseFixtureFormattingGatesContentAndProducesValidJson() throws Exception {
+        Response response = ObjectMappers.jsonMapper().readValue(RESPONSE_FIXTURE, Response.class);
+
+        String contentOff = responseTracing.formatOutputFromResponse(response);
+        assertFalse(contentOff.contains("lookup-tool"));
+        assertFalse(contentOff.contains("Seattle"));
+        assertFalse(contentOff.contains("hello"));
+
+        GenAiResponseTracing contentEnabledTracing = createResponseTracing(true);
+        String contentOn = contentEnabledTracing.formatOutputFromResponse(response);
+        assertTrue(contentOn.contains("lookup-tool"));
+        assertTrue(contentOn.contains("Seattle"));
+
+        Object parsed = ObjectMappers.jsonMapper().readValue(contentOn, Object.class);
+        assertTrue(parsed instanceof List);
+        @SuppressWarnings("unchecked")
+        List<Map<String, Object>> messages = (List<Map<String, Object>>) parsed;
+        @SuppressWarnings("unchecked")
+        List<Map<String, Object>> textParts = (List<Map<String, Object>>) messages.get(1).get("parts");
+        assertEquals("hello \"world\"", textParts.get(0).get("content"));
+    }
+
+    private ReadableSpan getConversationSpan() {
+        ReadableSpan span = spanProcessor.getEndedSpans()
+            .stream()
+            .filter(candidate -> "create_conversation".equals(candidate.getName()))
+            .findFirst()
+            .orElse(null);
+        assertNotNull(span, "create_conversation span not found.");
+        return span;
+    }
+
+    private ReadableSpan getResponseSpan() {
+        ReadableSpan span = spanProcessor.getEndedSpans()
+            .stream()
+            .filter(candidate -> "chat gpt-4o".equals(candidate.getName()))
+            .findFirst()
+            .orElse(null);
+        assertNotNull(span, "chat response span not found.");
+        return span;
+    }
+
+    private static <T> HttpResponseFor<T> rawResponse(T parsed, AtomicBoolean closed) {
+        return new HttpResponseFor<T>() {
+            @Override
+            public int statusCode() {
+                return 200;
+            }
+
+            @Override
+            public Headers headers() {
+                return Headers.builder().build();
+            }
+
+            @Override
+            public InputStream body() {
+                return new ByteArrayInputStream(new byte[0]);
+            }
+
+            @Override
+            public T parse() {
+                return parsed;
+            }
+
+            @Override
+            public void close() {
+                closed.set(true);
+            }
+        };
+    }
+
+    private static StreamResponse<ResponseStreamEvent> streamResponse(Stream<ResponseStreamEvent> stream,
+        AtomicBoolean closed) {
+        return new StreamResponse<ResponseStreamEvent>() {
+            @Override
+            public Stream<ResponseStreamEvent> stream() {
+                return stream;
+            }
+
+            @Override
+            public void close() {
+                closed.set(true);
+            }
+        };
+    }
+
+    private static Conversation conversation() {
+        return Conversation.builder()
+            .id(CONVERSATION_ID)
+            .createdAt(0L)
+            .metadata(JsonValue.from(Collections.emptyMap()))
+            .object_(JsonValue.from("conversation"))
+            .build();
+    }
+
+    private GenAiResponseTracing createResponseTracing(boolean captureContent) {
+        ConfigurationBuilder configuration
+            = new ConfigurationBuilder().putProperty("experimental.enable_genai_tracing", "true")
+                .putProperty("otel.instrumentation.genai.capture_message_content", Boolean.toString(captureContent));
+        return new GenAiResponseTracing(
+            new GenAiInstrumentation("https://contoso.services.ai.azure.com", configuration.build(),
+                TracerProvider.getDefaultProvider().createTracer("test", null, "Microsoft.CognitiveServices", null),
+                MeterProvider.getDefaultProvider().createMeter("test", null, null)),
+            new OpenAITracingContextBridge());
+    }
+
+    private static final String RESPONSE_FIXTURE
+        = "{\"id\":\"resp-1\",\"object\":\"response\",\"created_at\":1,\"status\":\"completed\","
+            + "\"error\":null,\"incomplete_details\":null,\"instructions\":null,\"model\":\"gpt-4o\","
+            + "\"output\":[{\"type\":\"function_call\",\"id\":\"fc-1\",\"call_id\":\"call-1\","
+            + "\"name\":\"lookup-tool\",\"arguments\":\"{\\\"city\\\":\\\"Seattle\\\"}\",\"status\":\"completed\"},"
+            + "{\"type\":\"message\",\"id\":\"msg-1\",\"status\":\"completed\",\"role\":\"assistant\","
+            + "\"content\":[{\"type\":\"output_text\",\"annotations\":[],\"text\":\"hello \\\"world\\\"\"}]}],"
+            + "\"parallel_tool_calls\":true,\"metadata\":{},\"tool_choice\":\"auto\",\"tools\":[],"
+            + "\"text\":{\"format\":{\"type\":\"text\"}},\"truncation\":\"disabled\","
+            + "\"usage\":{\"input_tokens\":10,\"input_tokens_details\":{\"cached_tokens\":0},"
+            + "\"output_tokens\":5,\"output_tokens_details\":{\"reasoning_tokens\":0},\"total_tokens\":15}}";
+
+    private static final class TestSpanProcessor implements SpanProcessor {
+        private final ConcurrentLinkedDeque<ReadableSpan> spans = new ConcurrentLinkedDeque<>();
+
+        List<ReadableSpan> getEndedSpans() {
+            return new ArrayList<>(spans);
+        }
+
+        @Override
+        public void onStart(io.opentelemetry.context.Context parentContext, ReadWriteSpan span) {
+        }
+
+        @Override
+        public boolean isStartRequired() {
+            return false;
+        }
+
+        @Override
+        public void onEnd(ReadableSpan span) {
+            spans.add(span);
+        }
+
+        @Override
+        public boolean isEndRequired() {
+            return true;
+        }
+    }
+}
diff --git a/sdk/ai/azure-ai-projects/pom.xml b/sdk/ai/azure-ai-projects/pom.xml
index 79ad6081be671..9b511a093b9ee 100644
--- a/sdk/ai/azure-ai-projects/pom.xml
+++ b/sdk/ai/azure-ai-projects/pom.xml
@@ -63,7 +63,7 @@ Code generated by Microsoft (R) TypeSpec Code Generator.
     <dependency>
       <groupId>com.azure</groupId>
       <artifactId>azure-core-http-netty</artifactId>
-      <version>1.16.8</version> <!-- {x-version-update;com.azure:azure-core-http-netty;dependency} -->
+      <version>1.17.0-beta.1</version> <!-- {x-version-update;unreleased_com.azure:azure-core-http-netty;dependency} -->
     </dependency>
     <dependency>
       <groupId>com.azure</groupId>
diff --git a/sdk/ai/cspell.yml b/sdk/ai/cspell.yml
index 7d5a13e2cb1ed..6c951b131f370 100644
--- a/sdk/ai/cspell.yml
+++ b/sdk/ai/cspell.yml
@@ -13,6 +13,7 @@ words:
   - "csdl"
   - "dedup"
   - "fourx"
+  - "genai"
   - "gitmcp"
   - "pcma"
   - "pcmu"

From 1680ebd97cc3915ebe2d74b69306e798231b2920 Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Fri, 16 Oct 2026 15:26:47 -0700
Subject: [PATCH 10/20] temp fix for spec ci

---
 sdk/core/azure-core-http-jdk-httpclient/pom.xml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/sdk/core/azure-core-http-jdk-httpclient/pom.xml b/sdk/core/azure-core-http-jdk-httpclient/pom.xml
index 5dcd3b7ae31d8..757c90e4bc215 100644
--- a/sdk/core/azure-core-http-jdk-httpclient/pom.xml
+++ b/sdk/core/azure-core-http-jdk-httpclient/pom.xml
@@ -201,6 +201,7 @@
                 </goals>
                 <configuration combine.self="override">
                   <testRelease>11</testRelease>
+                  <skip>${skipTestCompile}</skip>
                 </configuration>
               </execution>
             </executions>

From 63b631f7ebb28090ca547b5d78c6db8b4e2bb5ad Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Mon, 19 Oct 2026 11:12:57 -0700
Subject: [PATCH 11/20] Regen latest snap 10-16-26 (#50849)

* regen new msft copilot tool

* regen from emitter updates

* rename config to configuration

* temp disable tests
---
 .../customizations/beta-annotations.csv       |  11 +-
 .../models/AgentDefinitionOptInKeys.java      |   7 +-
 .../azure/ai/agents/models/AgentHarness.java  |   6 +-
 .../models/CreateAgentVersionInput.java       |   4 +-
 .../models/GitHubCopilotBuiltInTool.java      |   3 +-
 .../agents/models/GitHubCopilotHarness.java   |   3 +-
 .../models/GitHubCopilotToolsetConfig.java    |   3 +-
 .../GitHubCopilotToolsetDefaultConfig.java    |   3 +-
 .../models/GitHubCopilotToolsetPreview.java   |   3 +-
 .../models/MicrosoftCopilotBuiltInTool.java   |  70 ++++++++
 .../models/MicrosoftCopilotHarness.java       |  80 +++++++++
 .../MicrosoftCopilotToolsetConfiguration.java | 120 ++++++++++++++
 ...oftCopilotToolsetDefaultConfiguration.java |  95 +++++++++++
 .../MicrosoftCopilotToolsetPreview.java       | 153 ++++++++++++++++++
 .../agents/models/PromptAgentDefinition.java  |   6 +-
 .../java/com/azure/ai/agents/models/Tool.java |   2 +
 .../com/azure/ai/agents/models/ToolType.java  |   6 +
 .../META-INF/azure-ai-agents_metadata.json    |   2 +-
 .../voice/VoiceAgentTelephonyLiveTests.java   |   3 +
 sdk/ai/azure-ai-agents/tsp-location.yaml      |   2 +-
 .../ai/projects/BetaSkillsAsyncClient.java    |  64 ++++----
 .../azure/ai/projects/BetaSkillsClient.java   |  62 +++----
 .../models/EvaluationDataGenerationJob.java   |  33 ++--
 ...nforcementFineTuningDataGenerationJob.java |  33 ++--
 ...SupervisedFineTuningDataGenerationJob.java |  33 ++--
 .../META-INF/azure-ai-projects_metadata.json  |   2 +-
 sdk/ai/azure-ai-projects/tsp-location.yaml    |   2 +-
 27 files changed, 685 insertions(+), 126 deletions(-)
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotBuiltInTool.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotHarness.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetConfiguration.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetDefaultConfiguration.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetPreview.java

diff --git a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
index c63740fddedc2..3b071045264d2 100644
--- a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
+++ b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
@@ -5,7 +5,7 @@ class;com.azure.ai.agents.models.A2AToolCall;Preview API. preview_tool;
 class;com.azure.ai.agents.models.A2AToolCallOutput;Preview API. preview_tool;
 field;com.azure.ai.agents.models.AgentDetails;Preview API. DigitalWorker=V1Preview;digital_worker_type
 field;com.azure.ai.agents.models.AgentEndpointProtocol;Preview API.;VOICE
-class;com.azure.ai.agents.models.AgentHarness;Preview API. GitHubCopilot=V1Preview;
+class;com.azure.ai.agents.models.AgentHarness;Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview;
 field;com.azure.ai.agents.models.AgentKind;Preview API.;VOICE
 field;com.azure.ai.agents.models.AgentVersionDetails;Preview API. DraftAgents=V1Preview;draft
 class;com.azure.ai.agents.models.AudioTranscription;Preview API. VoiceAgents=V1Preview;
@@ -20,7 +20,7 @@ class;com.azure.ai.agents.models.BingCustomSearchToolParameters;Preview API. pre
 class;com.azure.ai.agents.models.BrowserAutomationPreviewTool;Preview API. preview_tool;
 class;com.azure.ai.agents.models.BrowserAutomationPreviewToolboxTool;Preview API. preview_tool;
 class;com.azure.ai.agents.models.ChatSummaryMemoryItem;Preview API. MemoryStores=V1Preview;
-field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview;definition
+field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview;definition
 field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DigitalWorker=V1Preview;digital_worker_type
 field;com.azure.ai.agents.models.CreateAgentVersionInput;Preview API. DraftAgents=V1Preview;draft
 class;com.azure.ai.agents.models.CreateTeamsPhoneExtensibilityTelephonyBindingInput;Preview API. VoiceAgents=V1Preview;
@@ -61,6 +61,11 @@ class;com.azure.ai.agents.models.MemoryStoreSearchResponse;Preview API. MemorySt
 class;com.azure.ai.agents.models.MemoryStoreUpdateCompletedResult;Preview API. MemoryStores=V1Preview;
 class;com.azure.ai.agents.models.MemoryStoreUpdateResponse;Preview API. MemoryStores=V1Preview;
 class;com.azure.ai.agents.models.MemoryStoreUpdateStatus;Preview API. MemoryStores=V1Preview;
+class;com.azure.ai.agents.models.MicrosoftCopilotBuiltInTool;Preview API. MicrosoftCopilot=V1Preview;
+class;com.azure.ai.agents.models.MicrosoftCopilotHarness;Preview API. MicrosoftCopilot=V1Preview;
+class;com.azure.ai.agents.models.MicrosoftCopilotToolsetConfiguration;Preview API. MicrosoftCopilot=V1Preview;
+class;com.azure.ai.agents.models.MicrosoftCopilotToolsetDefaultConfiguration;Preview API. MicrosoftCopilot=V1Preview;
+class;com.azure.ai.agents.models.MicrosoftCopilotToolsetPreview;Preview API. MicrosoftCopilot=V1Preview;
 class;com.azure.ai.agents.models.MicrosoftFabricPreviewTool;Preview API. preview_tool;
 class;com.azure.ai.agents.models.ModelRouterAttempt;Preview API. ModelRouterControls=V1Preview;
 class;com.azure.ai.agents.models.ModelRouterAttemptError;Preview API. ModelRouterControls=V1Preview;
@@ -70,7 +75,7 @@ class;com.azure.ai.agents.models.ModelRouterMode;Preview API. ModelRouterControl
 class;com.azure.ai.agents.models.ModelRouterResponseHeaderValue;Preview API. ModelRouterControls=V1Preview;
 class;com.azure.ai.agents.models.ModelSelectionDetails;Preview API. ModelRouterControls=V1Preview;
 class;com.azure.ai.agents.models.ProceduralMemoryItem;Preview API. MemoryStores=V1Preview;
-field;com.azure.ai.agents.models.PromptAgentDefinition;Preview API. GitHubCopilot=V1Preview;harness
+field;com.azure.ai.agents.models.PromptAgentDefinition;Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview;harness
 field;com.azure.ai.agents.models.PromptAgentDefinition;Preview API. Skills=V1Preview;skills
 class;com.azure.ai.agents.models.PstnTelephonyTransferDestination;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.RealtimeAudioFormat;Preview API. VoiceAgents=V1Preview;
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/AgentDefinitionOptInKeys.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/AgentDefinitionOptInKeys.java
index 6b9a6421aeecf..7cba3b4f318df 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/AgentDefinitionOptInKeys.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/models/AgentDefinitionOptInKeys.java
@@ -41,7 +41,12 @@ public enum AgentDefinitionOptInKeys {
     /**
      * Enum value Skills=V1Preview.
      */
-    SKILLS_V1_PREVIEW("Skills=V1Preview");
+    SKILLS_V1_PREVIEW("Skills=V1Preview"),
+
+    /**
+     * The Microsoft Copilot V1 preview feature opt-in.
+     */
+    MICROSOFT_COPILOT_V1_PREVIEW("MicrosoftCopilot=V1Preview");
 
     /**
      * The actual serialized value for a AgentDefinitionOptInKeys instance.
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentHarness.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentHarness.java
index 41117639eb78d..685095fe0a8ed 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentHarness.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentHarness.java
@@ -16,7 +16,7 @@
  * A managed runtime and agent loop used to execute a prompt agent.
  */
 @Immutable
-@Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
+@Beta(warningText = "Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview")
 public class AgentHarness implements JsonSerializable<AgentHarness> {
 
     /*
@@ -79,7 +79,9 @@ public static AgentHarness fromJson(JsonReader jsonReader) throws IOException {
                     }
                 }
                 // Use the discriminator value to determine which subtype should be deserialized.
-                if ("github_copilot_preview".equals(discriminatorValue)) {
+                if ("microsoft_copilot_preview".equals(discriminatorValue)) {
+                    return MicrosoftCopilotHarness.fromJson(readerToUse.reset());
+                } else if ("github_copilot_preview".equals(discriminatorValue)) {
                     return GitHubCopilotHarness.fromJson(readerToUse.reset());
                 } else {
                     return fromJsonKnownDiscriminator(readerToUse.reset());
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateAgentVersionInput.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateAgentVersionInput.java
index 58fd72cefe236..e60747b922167 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateAgentVersionInput.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/CreateAgentVersionInput.java
@@ -41,7 +41,7 @@ public final class CreateAgentVersionInput implements JsonSerializable<CreateAge
      */
     @Generated
     @Beta(
-        warningText = "Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview")
+        warningText = "Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview")
     private final AgentDefinition definition;
 
     /*
@@ -122,7 +122,7 @@ public CreateAgentVersionInput setDescription(String description) {
      */
     @Generated
     @Beta(
-        warningText = "Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview")
+        warningText = "Preview API. DigitalWorker=V1Preview, DraftAgents=V1Preview, ExternalAgents=V1Preview, GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview, Skills=V1Preview, VoiceAgents=V1Preview, WorkflowAgents=V1Preview")
     public AgentDefinition getDefinition() {
         return this.definition;
     }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotBuiltInTool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotBuiltInTool.java
index 5bcbfbdd9de42..0ed2d306cd72b 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotBuiltInTool.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotBuiltInTool.java
@@ -5,7 +5,8 @@
 package com.azure.ai.agents.models;
 
 /**
- * A customer-configurable GitHub Copilot built-in tool.
+ * The legacy GitHub Copilot built-in tool names retained for compatibility. Use `MicrosoftCopilotBuiltInTool` for new
+ * integrations.
  */
 public enum GitHubCopilotBuiltInTool {
     /**
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotHarness.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotHarness.java
index 2d22c73aa1a70..95b4f934dbfa2 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotHarness.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotHarness.java
@@ -12,7 +12,8 @@
 import java.io.IOException;
 
 /**
- * The GitHub Copilot managed harness for prompt agents.
+ * The legacy GitHub Copilot managed harness retained for compatibility. Use `MicrosoftCopilotHarness` for new prompt
+ * agents.
  */
 @Immutable
 @Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetConfig.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetConfig.java
index 55c2a6b34a0d4..b330a8d94ed63 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetConfig.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetConfig.java
@@ -12,7 +12,8 @@
 import java.io.IOException;
 
 /**
- * An enablement override for a GitHub Copilot built-in tool.
+ * The legacy per-tool enablement override retained for compatibility. Use `MicrosoftCopilotToolsetConfiguration` for
+ * new integrations.
  */
 @Fluent
 public final class GitHubCopilotToolsetConfig implements JsonSerializable<GitHubCopilotToolsetConfig> {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetDefaultConfig.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetDefaultConfig.java
index e742dbe29e6d6..3ef3680faa7c4 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetDefaultConfig.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetDefaultConfig.java
@@ -12,7 +12,8 @@
 import java.io.IOException;
 
 /**
- * The default enablement setting for GitHub Copilot built-in tools.
+ * The legacy default enablement setting retained for compatibility. Use `MicrosoftCopilotToolsetDefaultConfiguration`
+ * for new integrations.
  */
 @Fluent
 public final class GitHubCopilotToolsetDefaultConfig implements JsonSerializable<GitHubCopilotToolsetDefaultConfig> {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetPreview.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetPreview.java
index 40f591d556b43..6772c84506ffc 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetPreview.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/GitHubCopilotToolsetPreview.java
@@ -13,7 +13,8 @@
 import java.util.List;
 
 /**
- * Configuration overrides for GitHub Copilot built-in tools.
+ * The legacy GitHub Copilot toolset retained for compatibility. Use `MicrosoftCopilotToolsetPreview` for new
+ * integrations.
  */
 @Fluent
 @Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotBuiltInTool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotBuiltInTool.java
new file mode 100644
index 0000000000000..0c0a05a9b6444
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotBuiltInTool.java
@@ -0,0 +1,70 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+
+/**
+ * A customer-configurable Microsoft Copilot built-in tool.
+ */
+@Beta(warningText = "Preview API. MicrosoftCopilot=V1Preview")
+public enum MicrosoftCopilotBuiltInTool {
+
+    /**
+     * Read and search files in the harness workspace.
+     */
+    FILE_SYSTEM_READ("filesystem_read"),
+    /**
+     * Create and modify files in the harness workspace.
+     */
+    FILE_SYSTEM_WRITE("filesystem_write"),
+    /**
+     * Execute operating-system commands.
+     */
+    SHELL("shell"),
+    /**
+     * Fetch content and search external network resources.
+     */
+    WEB("web"),
+    /**
+     * Delegate work to additional agents.
+     */
+    SUBAGENTS("subagents");
+
+    /**
+     * The actual serialized value for a MicrosoftCopilotBuiltInTool instance.
+     */
+    private final String value;
+
+    MicrosoftCopilotBuiltInTool(String value) {
+        this.value = value;
+    }
+
+    /**
+     * Parses a serialized value to a MicrosoftCopilotBuiltInTool instance.
+     *
+     * @param value the serialized value to parse.
+     * @return the parsed MicrosoftCopilotBuiltInTool object, or null if unable to parse.
+     */
+    public static MicrosoftCopilotBuiltInTool fromString(String value) {
+        if (value == null) {
+            return null;
+        }
+        MicrosoftCopilotBuiltInTool[] items = MicrosoftCopilotBuiltInTool.values();
+        for (MicrosoftCopilotBuiltInTool item : items) {
+            if (item.toString().equalsIgnoreCase(value)) {
+                return item;
+            }
+        }
+        return null;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Override
+    public String toString() {
+        return this.value;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotHarness.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotHarness.java
new file mode 100644
index 0000000000000..6e326ee9672ba
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotHarness.java
@@ -0,0 +1,80 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Generated;
+import com.azure.core.annotation.Immutable;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * The Microsoft Copilot managed harness for prompt agents.
+ */
+@Immutable
+@Beta(warningText = "Preview API. MicrosoftCopilot=V1Preview")
+public final class MicrosoftCopilotHarness extends AgentHarness {
+
+    /*
+     * The type of managed harness.
+     */
+    @Generated
+    private String type = "microsoft_copilot_preview";
+
+    /**
+     * Creates an instance of MicrosoftCopilotHarness class.
+     */
+    @Generated
+    public MicrosoftCopilotHarness() {
+    }
+
+    /**
+     * Get the type property: The type of managed harness.
+     *
+     * @return the type value.
+     */
+    @Generated
+    @Override
+    public String getType() {
+        return this.type;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeStringField("type", this.type);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of MicrosoftCopilotHarness from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of MicrosoftCopilotHarness if the JsonReader was pointing to an instance of it, or null if it
+     * was pointing to JSON null.
+     * @throws IOException If an error occurs while reading the MicrosoftCopilotHarness.
+     */
+    @Generated
+    public static MicrosoftCopilotHarness fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            MicrosoftCopilotHarness deserializedMicrosoftCopilotHarness = new MicrosoftCopilotHarness();
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("type".equals(fieldName)) {
+                    deserializedMicrosoftCopilotHarness.type = reader.getString();
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            return deserializedMicrosoftCopilotHarness;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetConfiguration.java
new file mode 100644
index 0000000000000..7d76d477300d1
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetConfiguration.java
@@ -0,0 +1,120 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * An enablement override for a Microsoft Copilot built-in tool.
+ */
+@Fluent
+@Beta(warningText = "Preview API. MicrosoftCopilot=V1Preview")
+public final class MicrosoftCopilotToolsetConfiguration
+    implements JsonSerializable<MicrosoftCopilotToolsetConfiguration> {
+
+    /*
+     * The built-in tool to configure.
+     */
+    @Generated
+    private final MicrosoftCopilotBuiltInTool toolName;
+
+    /*
+     * Whether the built-in tool is enabled. If omitted, the toolset default applies.
+     */
+    @Generated
+    private Boolean enabled;
+
+    /**
+     * Creates an instance of MicrosoftCopilotToolsetConfiguration class.
+     *
+     * @param toolName the toolName value to set.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetConfiguration(MicrosoftCopilotBuiltInTool toolName) {
+        this.toolName = toolName;
+    }
+
+    /**
+     * Get the toolName property: The built-in tool to configure.
+     *
+     * @return the toolName value.
+     */
+    @Generated
+    public MicrosoftCopilotBuiltInTool getToolName() {
+        return this.toolName;
+    }
+
+    /**
+     * Get the enabled property: Whether the built-in tool is enabled. If omitted, the toolset default applies.
+     *
+     * @return the enabled value.
+     */
+    @Generated
+    public Boolean isEnabled() {
+        return this.enabled;
+    }
+
+    /**
+     * Set the enabled property: Whether the built-in tool is enabled. If omitted, the toolset default applies.
+     *
+     * @param enabled the enabled value to set.
+     * @return the MicrosoftCopilotToolsetConfiguration object itself.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetConfiguration setEnabled(Boolean enabled) {
+        this.enabled = enabled;
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeStringField("name", this.toolName == null ? null : this.toolName.toString());
+        jsonWriter.writeBooleanField("enabled", this.enabled);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of MicrosoftCopilotToolsetConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of MicrosoftCopilotToolsetConfiguration if the JsonReader was pointing to an instance of it,
+     * or null if it was pointing to JSON null.
+     * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
+     * @throws IOException If an error occurs while reading the MicrosoftCopilotToolsetConfiguration.
+     */
+    @Generated
+    public static MicrosoftCopilotToolsetConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            MicrosoftCopilotBuiltInTool toolName = null;
+            Boolean enabled = null;
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("name".equals(fieldName)) {
+                    toolName = MicrosoftCopilotBuiltInTool.fromString(reader.getString());
+                } else if ("enabled".equals(fieldName)) {
+                    enabled = reader.getNullable(JsonReader::getBoolean);
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            MicrosoftCopilotToolsetConfiguration deserializedMicrosoftCopilotToolsetConfiguration
+                = new MicrosoftCopilotToolsetConfiguration(toolName);
+            deserializedMicrosoftCopilotToolsetConfiguration.enabled = enabled;
+            return deserializedMicrosoftCopilotToolsetConfiguration;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetDefaultConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetDefaultConfiguration.java
new file mode 100644
index 0000000000000..67b1ca6420524
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetDefaultConfiguration.java
@@ -0,0 +1,95 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * The default enablement setting for Microsoft Copilot built-in tools.
+ */
+@Fluent
+@Beta(warningText = "Preview API. MicrosoftCopilot=V1Preview")
+public final class MicrosoftCopilotToolsetDefaultConfiguration
+    implements JsonSerializable<MicrosoftCopilotToolsetDefaultConfiguration> {
+
+    /*
+     * Whether built-in tools are enabled by default. Defaults to true.
+     */
+    @Generated
+    private Boolean enabled;
+
+    /**
+     * Creates an instance of MicrosoftCopilotToolsetDefaultConfiguration class.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetDefaultConfiguration() {
+    }
+
+    /**
+     * Get the enabled property: Whether built-in tools are enabled by default. Defaults to true.
+     *
+     * @return the enabled value.
+     */
+    @Generated
+    public Boolean isEnabled() {
+        return this.enabled;
+    }
+
+    /**
+     * Set the enabled property: Whether built-in tools are enabled by default. Defaults to true.
+     *
+     * @param enabled the enabled value to set.
+     * @return the MicrosoftCopilotToolsetDefaultConfiguration object itself.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetDefaultConfiguration setEnabled(Boolean enabled) {
+        this.enabled = enabled;
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeBooleanField("enabled", this.enabled);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of MicrosoftCopilotToolsetDefaultConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of MicrosoftCopilotToolsetDefaultConfiguration if the JsonReader was pointing to an instance
+     * of it, or null if it was pointing to JSON null.
+     * @throws IOException If an error occurs while reading the MicrosoftCopilotToolsetDefaultConfiguration.
+     */
+    @Generated
+    public static MicrosoftCopilotToolsetDefaultConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            MicrosoftCopilotToolsetDefaultConfiguration deserializedMicrosoftCopilotToolsetDefaultConfiguration
+                = new MicrosoftCopilotToolsetDefaultConfiguration();
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("enabled".equals(fieldName)) {
+                    deserializedMicrosoftCopilotToolsetDefaultConfiguration.enabled
+                        = reader.getNullable(JsonReader::getBoolean);
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            return deserializedMicrosoftCopilotToolsetDefaultConfiguration;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetPreview.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetPreview.java
new file mode 100644
index 0000000000000..3e1a6086a249c
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/MicrosoftCopilotToolsetPreview.java
@@ -0,0 +1,153 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * Configuration overrides for Microsoft Copilot built-in tools.
+ */
+@Fluent
+@Beta(warningText = "Preview API. MicrosoftCopilot=V1Preview")
+public final class MicrosoftCopilotToolsetPreview extends Tool {
+
+    /*
+     * The type property.
+     */
+    @Generated
+    private ToolType type = ToolType.MICROSOFT_COPILOT_TOOLSET_PREVIEW;
+
+    /*
+     * The default configuration for built-in tools. If omitted, built-in tools are enabled by default.
+     */
+    @Generated
+    private MicrosoftCopilotToolsetDefaultConfiguration defaultConfiguration;
+
+    /*
+     * Per-tool configuration overrides. Duplicate built-in tool names are not allowed.
+     */
+    @Generated
+    private List<MicrosoftCopilotToolsetConfiguration> toolConfigurations;
+
+    /**
+     * Creates an instance of MicrosoftCopilotToolsetPreview class.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetPreview() {
+    }
+
+    /**
+     * Get the type property: The type property.
+     *
+     * @return the type value.
+     */
+    @Generated
+    @Override
+    public ToolType getType() {
+        return this.type;
+    }
+
+    /**
+     * Get the defaultConfiguration property: The default configuration for built-in tools. If omitted, built-in tools
+     * are enabled by default.
+     *
+     * @return the defaultConfiguration value.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetDefaultConfiguration getDefaultConfiguration() {
+        return this.defaultConfiguration;
+    }
+
+    /**
+     * Get the toolConfigurations property: Per-tool configuration overrides. Duplicate built-in tool names are not
+     * allowed.
+     *
+     * @return the toolConfigurations value.
+     */
+    @Generated
+    public List<MicrosoftCopilotToolsetConfiguration> getToolConfigurations() {
+        return this.toolConfigurations;
+    }
+
+    /**
+     * Set the toolConfigurations property: Per-tool configuration overrides. Duplicate built-in tool names are not
+     * allowed.
+     *
+     * @param toolConfigurations the toolConfigurations value to set.
+     * @return the MicrosoftCopilotToolsetPreview object itself.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetPreview
+        setToolConfigurations(List<MicrosoftCopilotToolsetConfiguration> toolConfigurations) {
+        this.toolConfigurations = toolConfigurations;
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeStringField("type", this.type == null ? null : this.type.toString());
+        jsonWriter.writeJsonField("default_config", this.defaultConfiguration);
+        jsonWriter.writeArrayField("configs", this.toolConfigurations, (writer, element) -> writer.writeJson(element));
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of MicrosoftCopilotToolsetPreview from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of MicrosoftCopilotToolsetPreview if the JsonReader was pointing to an instance of it, or
+     * null if it was pointing to JSON null.
+     * @throws IOException If an error occurs while reading the MicrosoftCopilotToolsetPreview.
+     */
+    @Generated
+    public static MicrosoftCopilotToolsetPreview fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            MicrosoftCopilotToolsetPreview deserializedMicrosoftCopilotToolsetPreview
+                = new MicrosoftCopilotToolsetPreview();
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("type".equals(fieldName)) {
+                    deserializedMicrosoftCopilotToolsetPreview.type = ToolType.fromString(reader.getString());
+                } else if ("default_config".equals(fieldName)) {
+                    deserializedMicrosoftCopilotToolsetPreview.defaultConfiguration
+                        = MicrosoftCopilotToolsetDefaultConfiguration.fromJson(reader);
+                } else if ("configs".equals(fieldName)) {
+                    List<MicrosoftCopilotToolsetConfiguration> toolConfigurations
+                        = reader.readArray(reader1 -> MicrosoftCopilotToolsetConfiguration.fromJson(reader1));
+                    deserializedMicrosoftCopilotToolsetPreview.toolConfigurations = toolConfigurations;
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            return deserializedMicrosoftCopilotToolsetPreview;
+        });
+    }
+
+    /**
+     * Set the defaultConfiguration property: The default configuration for built-in tools. If omitted, built-in tools
+     * are enabled by default.
+     *
+     * @param defaultConfiguration the defaultConfiguration value to set.
+     * @return the MicrosoftCopilotToolsetPreview object itself.
+     */
+    @Generated
+    public MicrosoftCopilotToolsetPreview
+        setDefaultConfiguration(MicrosoftCopilotToolsetDefaultConfiguration defaultConfiguration) {
+        this.defaultConfiguration = defaultConfiguration;
+        return this;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PromptAgentDefinition.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PromptAgentDefinition.java
index 29cf7ec1bfb95..5cd9e8bb31ea4 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PromptAgentDefinition.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/PromptAgentDefinition.java
@@ -479,7 +479,7 @@ public PromptAgentDefinition setReasoning(Reasoning reasoning) {
      * The managed runtime and agent loop used to execute this prompt agent.
      */
     @Generated
-    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
+    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview")
     private AgentHarness harness;
 
     /*
@@ -496,7 +496,7 @@ public PromptAgentDefinition setReasoning(Reasoning reasoning) {
      * @return the harness value.
      */
     @Generated
-    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
+    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview")
     public AgentHarness getHarness() {
         return this.harness;
     }
@@ -508,7 +508,7 @@ public AgentHarness getHarness() {
      * @return the PromptAgentDefinition object itself.
      */
     @Generated
-    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview")
+    @Beta(warningText = "Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview")
     public PromptAgentDefinition setHarness(AgentHarness harness) {
         this.harness = harness;
         return this;
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/Tool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/Tool.java
index 71a3d601d51a7..42a34e547262e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/Tool.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/Tool.java
@@ -79,6 +79,8 @@ public static Tool fromJson(JsonReader jsonReader) throws IOException {
                 // Use the discriminator value to determine which subtype should be deserialized.
                 if ("mcp".equals(discriminatorValue)) {
                     return McpTool.fromJson(readerToUse.reset());
+                } else if ("microsoft_copilot_toolset_preview".equals(discriminatorValue)) {
+                    return MicrosoftCopilotToolsetPreview.fromJson(readerToUse.reset());
                 } else if ("github_copilot_toolset_preview".equals(discriminatorValue)) {
                     return GitHubCopilotToolsetPreview.fromJson(readerToUse.reset());
                 } else if ("bing_grounding".equals(discriminatorValue)) {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
index 7658c23bbdebe..859adc0c37ffb 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
@@ -246,4 +246,10 @@ public static Collection<ToolType> values() {
      */
     @Generated
     public static final ToolType BROWSER_AUTOMATION = fromString("browser_automation");
+
+    /**
+     * Static value microsoft_copilot_toolset_preview for ToolType.
+     */
+    @Generated
+    public static final ToolType MICROSOFT_COPILOT_TOOLSET_PREVIEW = fromString("microsoft_copilot_toolset_preview");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index 7aa46ff2f8e1f..e2dc70e37c1d4 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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AgentDefinition.java","src/main/java/com/azure/ai/agents/models/AgentDetails.java","src/main/java/com/azure/ai/agents/models/AgentDetailsVersions.java","src/main/java/com/azure/ai/agents/models/AgentEndpointAuthorizationScheme.java","src/main/java/com/azure/ai/agents/models/AgentEndpointAuthorizationSchemeType.java","src/main/java/com/azure/ai/agents/models/AgentEndpointConfig.java","src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java","src/main/java/com/azure/ai/agents/models/AgentHarness.java","src/main/java/com/azure/ai/agents/models/AgentIdentity.java","src/main/java/com/azure/ai/agents/models/AgentIdentityStatus.java","src/main/java/com/azure/ai/agents/models/AgentKind.java","src/main/java/com/azure/ai/agents/models/AgentObjectType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationAgentCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationBaselineAgentConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateEvaluation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateExpand.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidatePromotionInfo.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateStatus.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfigurationBase.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfigurationType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCostEstimate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationDataSourceType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateBand.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateInputs.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateResult.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationSet.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationSetType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluatorReference.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationFoundryAgentTargetConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationGoal.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationInstructionsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJob.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobLatency.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobResult.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobTokenUsage.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationModelConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationModelMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationPromptCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationResultCandidateSummary.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSkill.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSkillsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSpace.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationStage.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationStageEstimate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionDatasetReferenceDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionEvaluationSet.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionInlineDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionTestCase.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetConfigurationType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTerminationReason.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationToolsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationDatasetReferenceDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationEvaluationSet.java","src/main/ja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rmatText.java","src/main/java/com/azure/ai/agents/models/TextResponseFormatConfigurationType.java","src/main/java/com/azure/ai/agents/models/TextResponseFormatJsonSchema.java","src/main/java/com/azure/ai/agents/models/Tool.java","src/main/java/com/azure/ai/agents/models/ToolCallStatus.java","src/main/java/com/azure/ai/agents/models/ToolConfig.java","src/main/java/com/azure/ai/agents/models/ToolProjectConnection.java","src/main/java/com/azure/ai/agents/models/ToolSearchExecutionType.java","src/main/java/com/azure/ai/agents/models/ToolSearchTool.java","src/main/java/com/azure/ai/agents/models/ToolSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxPolicies.java","src/main/java/com/azure/ai/agents/models/ToolboxSearchPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerAutoEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerReferenceEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicy.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicyDisabled.java","src/main/java/com/azure/ai/agents/models/ToolboxSkill.java","src/main/java/com/azure/ai/agents/models/ToolboxSkillReference.java","src/main/java/com/azure/ai/agents/models/ToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxVersionDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxVersions.java","src/main/java/com/azure/ai/agents/models/TranscriptTextInputTokenDetails.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsage.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageDuration.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageTokens.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageType.java","src/main/java/com/azure/ai/agents/models/TranscriptionLanguage.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBinding.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBindingListItem.java","src/main/java/com/azure/ai/agents/models/UpdateAgentDetailsOptions.java","src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffect.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffectsConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationDefaultInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationTestCase.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationUserBehaviorConfiguration.java","src/main/java/com/azure/ai/agents/models/UserProfileMemoryItem.java","src/main/java/com/azure/ai/agents/models/VersionIndicator.java","src/main/java/com/azure/ai/agents/models/VersionIndicatorType.java","src/main/java/com/azure/ai/agents/models/VersionRefIndicator.java","src/main/java/com/azure/ai/agents/models/VersionSelectionRule.java","src/main/java/com/azure/ai/agents/models/VersionSelector.java","src/main/java/com/azure/ai/agents/models/VersionSelectorType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationOutputType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioInputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioOutputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioTimestampType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarIceServer.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarOutputProtocol.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarScene.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoBackground.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoCrop.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoParameters.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoResolution.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadEnglishTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadMultilingualTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellation.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellationReferenceSource.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndConversationSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetectionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceThresholdLevel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionToolType1.java","src/main/java/com/azure/ai/agents/models/VoiceAgentGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/voice/VoiceAgentTelephonyLiveTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/voice/VoiceAgentTelephonyLiveTests.java
index cf8ff936f8369..d47c877a813b1 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/voice/VoiceAgentTelephonyLiveTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/voice/VoiceAgentTelephonyLiveTests.java
@@ -45,6 +45,7 @@
 import java.util.Collections;
 import java.util.List;
 import java.util.stream.Stream;
+import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.parallel.Execution;
 import org.junit.jupiter.api.parallel.ExecutionMode;
 import org.junit.jupiter.params.ParameterizedTest;
@@ -105,6 +106,7 @@ protected List<String> getAdditionalTestProxySanitizersToRemove() {
      */
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("getTestParameters")
+    @Disabled("TODO: Re-record with MicrosoftCopilot=V1Preview in the Foundry-Features header.")
     public void bindingLifecycleLive(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
         Configuration configuration = Configuration.getGlobalConfiguration();
         String model = getRecordedModel(configuration);
@@ -154,6 +156,7 @@ public void bindingLifecycleLive(HttpClient httpClient, AgentsServiceVersion ser
 
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("getTestParameters")
+    @Disabled("TODO: Re-record with MicrosoftCopilot=V1Preview in the Foundry-Features header.")
     public void twilioBindingAndOutboundCallLive(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
         Configuration configuration = Configuration.getGlobalConfiguration();
         String model = getRecordedModel(configuration);
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index cb0f17d781734..cc042d24476e9 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: 5b55ea4d7c1a18676f3f84011aef76f45a535393
+commit: 6cc90ff8fe988069008dcb88f06a75066f830fc2
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
index 3966dd6bd2dfc..d313a50f767a4 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
@@ -699,37 +699,6 @@ public Mono<SkillVersion> createSkillVersion(String name) {
             .map(protocolMethodData -> protocolMethodData.toObject(SkillVersion.class));
     }
 
-    /**
-     * Create a skill version from uploaded files
-     *
-     * Creates a new version of a skill from uploaded files via multipart form data.
-     *
-     * @param name The name of the skill.
-     * @param content The multipart request content.
-     * @throws IllegalArgumentException thrown if parameters fail the validation.
-     * @throws HttpResponseException thrown if the request is rejected by server.
-     * @throws ClientAuthenticationException thrown if the request is rejected by server on status code 401.
-     * @throws ResourceNotFoundException thrown if the request is rejected by server on status code 404.
-     * @throws ResourceModifiedException thrown if the request is rejected by server on status code 409.
-     * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
-     * @return a specific version of a skill on successful completion of {@link Mono}.
-     */
-    @ServiceMethod(returns = ReturnType.SINGLE)
-    public Mono<SkillVersion> createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
-        RequestOptions requestOptions = new RequestOptions();
-        return createSkillVersionFromFilesWithResponseInternal(name,
-            new MultipartFormDataHelper(requestOptions)
-                .serializeFileFields("files",
-                    content.getFiles().stream().map(SkillFileDetails::getContent).collect(Collectors.toList()),
-                    content.getFiles().stream().map(SkillFileDetails::getContentType).collect(Collectors.toList()),
-                    content.getFiles().stream().map(SkillFileDetails::getFilename).collect(Collectors.toList()))
-                .serializeTextField("default", Objects.toString(content.isDefaultProperty(), null))
-                .end()
-                .getRequestBody(),
-            requestOptions).flatMap(FluxUtil::toMono)
-                .map(protocolMethodData -> protocolMethodData.toObject(SkillVersion.class));
-    }
-
     /**
      * List skill versions
      *
@@ -940,4 +909,37 @@ Mono<Response<BinaryData>> createSkillVersionFromFilesWithResponseInternal(Strin
         // and hence not generated.
         return this.serviceClient.createSkillVersionFromFilesWithResponseInternalAsync(name, content, requestOptions);
     }
+
+    /**
+     * Create a skill version from uploaded files
+     *
+     * Creates a new version of a skill from uploaded files via multipart form data.
+     *
+     * @param name The name of the skill.
+     * @param content The multipart request content.
+     * @throws IllegalArgumentException thrown if parameters fail the validation.
+     * @throws HttpResponseException thrown if the request is rejected by server.
+     * @throws ClientAuthenticationException thrown if the request is rejected by server on status code 401.
+     * @throws ResourceNotFoundException thrown if the request is rejected by server on status code 404.
+     * @throws ResourceModifiedException thrown if the request is rejected by server on status code 409.
+     * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
+     * @return a specific version of a skill on successful completion of {@link Mono}.
+     */
+    @Generated
+    @ServiceMethod(returns = ReturnType.SINGLE)
+    public Mono<SkillVersion> createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
+        // Generated convenience method for createSkillVersionFromFilesWithResponseInternal
+        RequestOptions requestOptions = new RequestOptions();
+        return createSkillVersionFromFilesWithResponseInternal(name,
+            new MultipartFormDataHelper(requestOptions)
+                .serializeFileFields("files",
+                    content.getFiles().stream().map(SkillFileDetails::getContent).collect(Collectors.toList()),
+                    content.getFiles().stream().map(SkillFileDetails::getContentType).collect(Collectors.toList()),
+                    content.getFiles().stream().map(SkillFileDetails::getFilename).collect(Collectors.toList()))
+                .serializeTextField("default", Objects.toString(content.isDefaultProperty(), null))
+                .end()
+                .getRequestBody(),
+            requestOptions).flatMap(FluxUtil::toMono)
+                .map(protocolMethodData -> protocolMethodData.toObject(SkillVersion.class));
+    }
 }
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
index dd8641a64dec6..f1471de014267 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
@@ -654,36 +654,6 @@ public SkillVersion createSkillVersion(String name) {
             .toObject(SkillVersion.class);
     }
 
-    /**
-     * Create a skill version from uploaded files
-     *
-     * Creates a new version of a skill from uploaded files via multipart form data.
-     *
-     * @param name The name of the skill.
-     * @param content The multipart request content.
-     * @throws IllegalArgumentException thrown if parameters fail the validation.
-     * @throws HttpResponseException thrown if the request is rejected by server.
-     * @throws ClientAuthenticationException thrown if the request is rejected by server on status code 401.
-     * @throws ResourceNotFoundException thrown if the request is rejected by server on status code 404.
-     * @throws ResourceModifiedException thrown if the request is rejected by server on status code 409.
-     * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
-     * @return a specific version of a skill.
-     */
-    @ServiceMethod(returns = ReturnType.SINGLE)
-    public SkillVersion createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
-        RequestOptions requestOptions = new RequestOptions();
-        return createSkillVersionFromFilesWithResponseInternal(name,
-            new MultipartFormDataHelper(requestOptions)
-                .serializeFileFields("files",
-                    content.getFiles().stream().map(SkillFileDetails::getContent).collect(Collectors.toList()),
-                    content.getFiles().stream().map(SkillFileDetails::getContentType).collect(Collectors.toList()),
-                    content.getFiles().stream().map(SkillFileDetails::getFilename).collect(Collectors.toList()))
-                .serializeTextField("default", Objects.toString(content.isDefaultProperty(), null))
-                .end()
-                .getRequestBody(),
-            requestOptions).getValue().toObject(SkillVersion.class);
-    }
-
     /**
      * List skill versions
      *
@@ -857,4 +827,36 @@ Response<BinaryData> createSkillVersionFromFilesWithResponseInternal(String name
         // and hence not generated.
         return this.serviceClient.createSkillVersionFromFilesWithResponseInternal(name, content, requestOptions);
     }
+
+    /**
+     * Create a skill version from uploaded files
+     *
+     * Creates a new version of a skill from uploaded files via multipart form data.
+     *
+     * @param name The name of the skill.
+     * @param content The multipart request content.
+     * @throws IllegalArgumentException thrown if parameters fail the validation.
+     * @throws HttpResponseException thrown if the request is rejected by server.
+     * @throws ClientAuthenticationException thrown if the request is rejected by server on status code 401.
+     * @throws ResourceNotFoundException thrown if the request is rejected by server on status code 404.
+     * @throws ResourceModifiedException thrown if the request is rejected by server on status code 409.
+     * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
+     * @return a specific version of a skill.
+     */
+    @Generated
+    @ServiceMethod(returns = ReturnType.SINGLE)
+    public SkillVersion createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
+        // Generated convenience method for createSkillVersionFromFilesWithResponseInternal
+        RequestOptions requestOptions = new RequestOptions();
+        return createSkillVersionFromFilesWithResponseInternal(name,
+            new MultipartFormDataHelper(requestOptions)
+                .serializeFileFields("files",
+                    content.getFiles().stream().map(SkillFileDetails::getContent).collect(Collectors.toList()),
+                    content.getFiles().stream().map(SkillFileDetails::getContentType).collect(Collectors.toList()),
+                    content.getFiles().stream().map(SkillFileDetails::getFilename).collect(Collectors.toList()))
+                .serializeTextField("default", Objects.toString(content.isDefaultProperty(), null))
+                .end()
+                .getRequestBody(),
+            requestOptions).getValue().toObject(SkillVersion.class);
+    }
 }
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/EvaluationDataGenerationJob.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/EvaluationDataGenerationJob.java
index c3bad634efa7f..cae17adb95edc 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/EvaluationDataGenerationJob.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/EvaluationDataGenerationJob.java
@@ -68,6 +68,19 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         return jsonWriter.writeEndObject();
     }
 
+    /**
+     * Creates an instance of EvaluationDataGenerationJob class.
+     *
+     * @param name the name value to set.
+     * @param sources the sources value to set.
+     * @param generationConfiguration the generationConfiguration value to set.
+     */
+    @Generated
+    private EvaluationDataGenerationJob(String name, List<DataGenerationJobSource> sources,
+        DataGenerationJobConfiguration generationConfiguration) {
+        super(name, sources, generationConfiguration);
+    }
+
     /**
      * Reads an instance of EvaluationDataGenerationJob from the JsonReader.
      *
@@ -77,6 +90,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
      * @throws IOException If an error occurs while reading the EvaluationDataGenerationJob.
      */
+    @Generated
     public static EvaluationDataGenerationJob fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
             String id = null;
@@ -110,8 +124,10 @@ public static EvaluationDataGenerationJob fromJson(JsonReader jsonReader) throws
                 } else if ("error".equals(fieldName)) {
                     error = ApiError.fromJson(reader);
                 } else if ("finished_at".equals(fieldName)) {
-                    finishedAt = reader.getNullable(nullableReader -> OffsetDateTime
-                        .ofInstant(Instant.ofEpochSecond(nullableReader.getLong()), ZoneOffset.UTC));
+                    Long finishedAtHolder = reader.getNullable(JsonReader::getLong);
+                    if (finishedAtHolder != null) {
+                        finishedAt = OffsetDateTime.ofInstant(Instant.ofEpochSecond(finishedAtHolder), ZoneOffset.UTC);
+                    }
                 } else if ("scenario".equals(fieldName)) {
                     scenario = DataGenerationJobScenario.fromString(reader.getString());
                 } else if ("output_configuration".equals(fieldName)) {
@@ -133,17 +149,4 @@ public static EvaluationDataGenerationJob fromJson(JsonReader jsonReader) throws
             return deserializedEvaluationDataGenerationJob;
         });
     }
-
-    /**
-     * Creates an instance of EvaluationDataGenerationJob class.
-     *
-     * @param name the name value to set.
-     * @param sources the sources value to set.
-     * @param generationConfiguration the generationConfiguration value to set.
-     */
-    @Generated
-    private EvaluationDataGenerationJob(String name, List<DataGenerationJobSource> sources,
-        DataGenerationJobConfiguration generationConfiguration) {
-        super(name, sources, generationConfiguration);
-    }
 }
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ReinforcementFineTuningDataGenerationJob.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ReinforcementFineTuningDataGenerationJob.java
index 51c51c775f324..2bf14e21dc09c 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ReinforcementFineTuningDataGenerationJob.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/ReinforcementFineTuningDataGenerationJob.java
@@ -71,6 +71,19 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         return jsonWriter.writeEndObject();
     }
 
+    /**
+     * Creates an instance of ReinforcementFineTuningDataGenerationJob class.
+     *
+     * @param name the name value to set.
+     * @param sources the sources value to set.
+     * @param generationConfiguration the generationConfiguration value to set.
+     */
+    @Generated
+    private ReinforcementFineTuningDataGenerationJob(String name, List<DataGenerationJobSource> sources,
+        DataGenerationJobConfiguration generationConfiguration) {
+        super(name, sources, generationConfiguration);
+    }
+
     /**
      * Reads an instance of ReinforcementFineTuningDataGenerationJob from the JsonReader.
      *
@@ -80,6 +93,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
      * @throws IOException If an error occurs while reading the ReinforcementFineTuningDataGenerationJob.
      */
+    @Generated
     public static ReinforcementFineTuningDataGenerationJob fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
             String id = null;
@@ -113,8 +127,10 @@ public static ReinforcementFineTuningDataGenerationJob fromJson(JsonReader jsonR
                 } else if ("error".equals(fieldName)) {
                     error = ApiError.fromJson(reader);
                 } else if ("finished_at".equals(fieldName)) {
-                    finishedAt = reader.getNullable(nullableReader -> OffsetDateTime
-                        .ofInstant(Instant.ofEpochSecond(nullableReader.getLong()), ZoneOffset.UTC));
+                    Long finishedAtHolder = reader.getNullable(JsonReader::getLong);
+                    if (finishedAtHolder != null) {
+                        finishedAt = OffsetDateTime.ofInstant(Instant.ofEpochSecond(finishedAtHolder), ZoneOffset.UTC);
+                    }
                 } else if ("scenario".equals(fieldName)) {
                     scenario = DataGenerationJobScenario.fromString(reader.getString());
                 } else if ("output_configuration".equals(fieldName)) {
@@ -136,17 +152,4 @@ public static ReinforcementFineTuningDataGenerationJob fromJson(JsonReader jsonR
             return deserializedReinforcementFineTuningDataGenerationJob;
         });
     }
-
-    /**
-     * Creates an instance of ReinforcementFineTuningDataGenerationJob class.
-     *
-     * @param name the name value to set.
-     * @param sources the sources value to set.
-     * @param generationConfiguration the generationConfiguration value to set.
-     */
-    @Generated
-    private ReinforcementFineTuningDataGenerationJob(String name, List<DataGenerationJobSource> sources,
-        DataGenerationJobConfiguration generationConfiguration) {
-        super(name, sources, generationConfiguration);
-    }
 }
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/SupervisedFineTuningDataGenerationJob.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/SupervisedFineTuningDataGenerationJob.java
index fbf912e3e1d26..23bc84bae95c2 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/SupervisedFineTuningDataGenerationJob.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/models/SupervisedFineTuningDataGenerationJob.java
@@ -71,6 +71,19 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         return jsonWriter.writeEndObject();
     }
 
+    /**
+     * Creates an instance of SupervisedFineTuningDataGenerationJob class.
+     *
+     * @param name the name value to set.
+     * @param sources the sources value to set.
+     * @param generationConfiguration the generationConfiguration value to set.
+     */
+    @Generated
+    private SupervisedFineTuningDataGenerationJob(String name, List<DataGenerationJobSource> sources,
+        DataGenerationJobConfiguration generationConfiguration) {
+        super(name, sources, generationConfiguration);
+    }
+
     /**
      * Reads an instance of SupervisedFineTuningDataGenerationJob from the JsonReader.
      *
@@ -80,6 +93,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
      * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
      * @throws IOException If an error occurs while reading the SupervisedFineTuningDataGenerationJob.
      */
+    @Generated
     public static SupervisedFineTuningDataGenerationJob fromJson(JsonReader jsonReader) throws IOException {
         return jsonReader.readObject(reader -> {
             String id = null;
@@ -113,8 +127,10 @@ public static SupervisedFineTuningDataGenerationJob fromJson(JsonReader jsonRead
                 } else if ("error".equals(fieldName)) {
                     error = ApiError.fromJson(reader);
                 } else if ("finished_at".equals(fieldName)) {
-                    finishedAt = reader.getNullable(nullableReader -> OffsetDateTime
-                        .ofInstant(Instant.ofEpochSecond(nullableReader.getLong()), ZoneOffset.UTC));
+                    Long finishedAtHolder = reader.getNullable(JsonReader::getLong);
+                    if (finishedAtHolder != null) {
+                        finishedAt = OffsetDateTime.ofInstant(Instant.ofEpochSecond(finishedAtHolder), ZoneOffset.UTC);
+                    }
                 } else if ("scenario".equals(fieldName)) {
                     scenario = DataGenerationJobScenario.fromString(reader.getString());
                 } else if ("output_configuration".equals(fieldName)) {
@@ -136,17 +152,4 @@ public static SupervisedFineTuningDataGenerationJob fromJson(JsonReader jsonRead
             return deserializedSupervisedFineTuningDataGenerationJob;
         });
     }
-
-    /**
-     * Creates an instance of SupervisedFineTuningDataGenerationJob class.
-     *
-     * @param name the name value to set.
-     * @param sources the sources value to set.
-     * @param generationConfiguration the generationConfiguration value to set.
-     */
-    @Generated
-    private SupervisedFineTuningDataGenerationJob(String name, List<DataGenerationJobSource> sources,
-        DataGenerationJobConfiguration generationConfiguration) {
-        super(name, sources, generationConfiguration);
-    }
 }
diff --git a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
index 3e371f2f13213..bcccc2e53ce38 100644
--- a/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
+++ b/sdk/ai/azure-ai-projects/src/main/resources/META-INF/azure-ai-projects_metadata.json
@@ -1 +1 @@
-{"flavor":"azure","apiVersions":{"Azure.AI.Projects":"v1"},"crossLanguagePackageId":"Azure.AI.Projects","crossLanguageVersion":"c7aa598dfba9","crossLanguageDefinitions":{"com.azure.ai.projects.AIProjectClientBuilder":"Azure.AI.Projects","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient":"Azure.AI.Projects.Beta.AgentInsightMonitors","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.beginCreateAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.beginCreateAgentInsightRunWithModel":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.cancelAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.cancelAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.createAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.createAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.deleteAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.deleteAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getRun","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.getAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsightMonitors":"Azure.AI.Projects.AgentInsightMonitors.list","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsightRuns":"Azure.AI.Projects.AgentInsightMonitors.listRuns","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.listAgentInsights":"Azure.AI.Projects.AgentInsightMonitors.listInsights","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.resetAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.resetAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.reset","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.update","com.azure.ai.projects.BetaAgentInsightMonitorsAsyncClient.updateAgentInsightWithResponse":"Azure.AI.Projects.AgentInsightMonitors.updateInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient":"Azure.AI.Projects.Beta.AgentInsightMonitors","com.azure.ai.projects.BetaAgentInsightMonitorsClient.beginCreateAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.beginCreateAgentInsightRunWithModel":"Azure.AI.Projects.AgentInsightMonitors.createRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.cancelAgentInsightRun":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.cancelAgentInsightRunWithResponse":"Azure.AI.Projects.AgentInsightMonitors.cancelRun","com.azure.ai.projects.BetaAgentInsightMonitorsClient.createAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsClient.createAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.create","com.azure.ai.projects.BetaAgentInsightMonitorsClient.deleteAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsClient.deleteAgentInsightMonitorWithResponse":"Azure.AI.Projects.AgentInsightMonitors.delete","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsight":"Azure.AI.Projects.AgentInsightMonitors.getInsight","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightMonitor":"Azure.AI.Projects.AgentInsightMonitors.get","com.azure.ai.projects.BetaAgentInsightMonitorsClient.getAgentInsightMo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\ No newline at end of file
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/java/com/azure/ai/projects/models/TracesEvaluatorGenerationJobSource.java","src/main/java/com/azure/ai/projects/models/TreatmentEffectType.java","src/main/java/com/azure/ai/projects/models/Trigger.java","src/main/java/com/azure/ai/projects/models/TriggerType.java","src/main/java/com/azure/ai/projects/models/UpdateModelVersionInput.java","src/main/java/com/azure/ai/projects/models/WeeklyRecurrenceSchedule.java","src/main/java/com/azure/ai/projects/models/package-info.java","src/main/java/com/azure/ai/projects/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-projects/tsp-location.yaml b/sdk/ai/azure-ai-projects/tsp-location.yaml
index 0165f08c49b1d..a3906274498c5 100644
--- a/sdk/ai/azure-ai-projects/tsp-location.yaml
+++ b/sdk/ai/azure-ai-projects/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-projects
-commit: 0bfe00ed62b780c6d3c8da93c9b314728c3d283f
+commit: 6cc90ff8fe988069008dcb88f06a75066f830fc2
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
     - specification/ai-foundry/data-plane/Foundry/src/sdk-common

From 3fbea97cc124726b7faf0cb5995623f0649c61d9 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Mon, 19 Oct 2026 11:42:36 -0700
Subject: [PATCH 12/20] bump versions, update changelog and readme (#50867)

---
 eng/versioning/version_client.txt     |  4 +--
 sdk/ai/azure-ai-agents/CHANGELOG.md   | 44 ++++++++++++++++++++++-----
 sdk/ai/azure-ai-agents/README.md      |  6 ++--
 sdk/ai/azure-ai-agents/pom.xml        |  2 +-
 sdk/ai/azure-ai-projects/CHANGELOG.md | 26 +++++-----------
 sdk/ai/azure-ai-projects/README.md    |  2 +-
 sdk/ai/azure-ai-projects/pom.xml      |  4 +--
 7 files changed, 52 insertions(+), 36 deletions(-)

diff --git a/eng/versioning/version_client.txt b/eng/versioning/version_client.txt
index d006d9598c7cb..58c0221c59809 100644
--- a/eng/versioning/version_client.txt
+++ b/eng/versioning/version_client.txt
@@ -37,7 +37,7 @@ com.azure:azure-data-sdk-parent;1.3.0;1.3.0
 com.azure:azure-sdk-parent;1.6.0;1.6.0
 com.azure:azure-client-sdk-parent;1.7.0;1.7.0
 com.azure:azure-ai-agents-persistent;1.0.0-beta.2;1.0.0-beta.3
-com.azure:azure-ai-agents;2.7.0;2.8.0-beta.1
+com.azure:azure-ai-agents;2.7.0;2.8.0
 com.azure:azure-ai-contentsafety;1.0.21;1.1.0-beta.2
 com.azure:azure-ai-contentunderstanding;1.0.0;1.1.0-beta.4
 com.azure:azure-ai-discovery;1.0.0-beta.1;1.0.0-beta.2
@@ -51,7 +51,7 @@ com.azure:azure-ai-openai;1.0.0-beta.16;1.0.0-beta.17
 com.azure:azure-ai-openai-assistants;1.0.0-beta.5;1.0.0-beta.6
 com.azure:azure-ai-openai-realtime;1.0.0-beta.1;1.0.0-beta.1
 com.azure:azure-ai-openai-stainless;1.0.0-beta.1;1.0.0-beta.1
-com.azure:azure-ai-projects;2.7.0;2.8.0-beta.1
+com.azure:azure-ai-projects;2.7.0;2.8.0
 com.azure:azure-ai-speech-transcription;1.0.0;1.1.0-beta.1
 com.azure:azure-ai-textanalytics;5.5.16;5.6.0-beta.1
 com.azure:azure-ai-textanalytics-perf;1.0.0-beta.1;1.0.0-beta.1
diff --git a/sdk/ai/azure-ai-agents/CHANGELOG.md b/sdk/ai/azure-ai-agents/CHANGELOG.md
index 19fab8b58a958..00e20cb6e08eb 100644
--- a/sdk/ai/azure-ai-agents/CHANGELOG.md
+++ b/sdk/ai/azure-ai-agents/CHANGELOG.md
@@ -1,22 +1,50 @@
 # Release History
 
-## 2.8.0-beta.1 (Unreleased)
-
-- Added experimental OpenTelemetry GenAI tracing for agent and response operations, following the OpenTelemetry GenAI semantic conventions. Set `AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true` to enable the experimental instrumentation; there is no programmatic opt-in call or process-global mutable state. Tracing/metrics are configured per client through `AgentsClientBuilder.clientOptions(...)` (`TracingOptions` / `MetricsOptions`), and message/agent content is only captured when `OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true` (off by default). The former `AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED` setting remains a compatibility fallback. Coverage:
-    - All current `AgentsClient.createAgentVersion` / `AgentsAsyncClient.createAgentVersion` convenience overloads — `create_agent` spans with prompt/hosted agent attributes and the created agent id/version. Retiring workflow-agent telemetry is intentionally excluded.
-    - `ResponsesClient.createAzureResponse` and `createStreamingAzureResponse`, including their asynchronous equivalents — `chat` / `invoke_agent` spans with request/response model, token usage, input/output messages, finish reasons, and conversation id (streaming spans stay open until completion, error, cancellation, or explicit close).
-    - Raw-response create and streaming protocol methods, including synchronous and asynchronous lifecycle handling and direct HTTP parenting.
-    - `ResponsesClient.createConversation` and `ResponsesAsyncClient.createConversation` — `create_conversation` spans that surround the service call and record its result or failure.
-    - Metrics: `gen_ai.client.operation.duration` and `gen_ai.client.token.usage`.
+## 2.8.0 (2026-10-19)
 
 ### Features Added
 
+- Added experimental OpenTelemetry GenAI tracing and metrics for agent-version creation and Azure response operations,
+  including synchronous, asynchronous, streaming, and raw-response methods. Instrumentation emits `create_agent`,
+  `chat`, and `invoke_agent` spans, plus `gen_ai.client.operation.duration` and `gen_ai.client.token.usage` metrics.
+  Set `AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true` to enable it and configure tracing and metrics per client through
+  `AgentsClientBuilder.clientOptions(...)` using `TracingOptions` and `MetricsOptions`. Message content capture is
+  disabled by default; enable it with `OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true`.
+  `AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED` remains supported as a fallback when the newer setting is unset.
+- Added tracing samples for custom OpenTelemetry configuration, console export, and Azure Monitor export.
+- Added preview Microsoft Copilot harness and built-in toolset support for prompt agents through
+  `MicrosoftCopilotHarness`, `MicrosoftCopilotToolsetPreview`, and related configuration types.
+  `AgentsClientBuilder.allowPreview(true)` and beta agent clients include the `MicrosoftCopilot=V1Preview` feature
+  opt-in. The legacy GitHub Copilot types remain available for compatibility.
+
 ### Breaking Changes
 
+- Flattened the preview voice response models. Removed `VoiceResponseBase` and `VoiceAgentRealtimeResponseBase`;
+  use `VoiceResponse` and `VoiceAgentRealtimeResponse` directly. Response properties and typed token-limit accessors
+  are now declared on those concrete models.
+- Renamed `VoiceResponseBaseObject` to `VoiceResponseObjectType` and replaced `getObject()` with `getObjectType()`
+  on `VoiceResponse` and `VoiceAgentRealtimeResponse`. The JSON property remains `object`.
+- Renamed the preview Teams Phone binding models from `CreateTeamsPhoneExtensionTelephonyBindingInput`,
+  `TeamsPhoneExtensionTelephonyBinding`, and `TeamsPhoneExtensionTelephonyBindingListItem` to
+  `CreateTeamsPhoneExtensibilityTelephonyBindingInput`, `TeamsPhoneExtensibilityTelephonyBinding`, and
+  `TeamsPhoneExtensibilityTelephonyBindingListItem`, respectively.
+- Renamed `TelephonyProvider.TEAMS_PHONE_EXTENSION` and
+  `TelephonyCallLifecycleEventSource.TEAMS_PHONE_EXTENSION` to `TEAMS_PHONE_EXTENSIBILITY`.
+  Their serialized value changed from `teams_phone_extension` to `teams_phone_extensibility`.
+
 ### Bugs Fixed
 
+- Fixed typed asynchronous list operations to forward the page-size hint supplied through `PagedFlux.byPage(...)`,
+  including when resuming from a continuation token, instead of ignoring it.
+
 ### Other Changes
 
+- Regenerated from the updated Foundry TypeSpec specification.
+- Updated `SessionConfiguration` documentation to reflect the service-supported maximum idle timeout of 14,400 seconds
+  (four hours); the default remains 900 seconds.
+- Updated `azure-core` to `1.61.0-beta.1` and `azure-core-http-netty` to `1.17.0-beta.1`.
+- Updated shaded Reactor Netty to `1.3.7` and Netty to `4.2.19.Final`.
+
 ## 2.7.0 (2026-10-06)
 
 ### Features Added
diff --git a/sdk/ai/azure-ai-agents/README.md b/sdk/ai/azure-ai-agents/README.md
index 1bf24482a1cc7..13d458c6c5b66 100644
--- a/sdk/ai/azure-ai-agents/README.md
+++ b/sdk/ai/azure-ai-agents/README.md
@@ -31,7 +31,7 @@ Various documentation is available to help you get started
 <dependency>
     <groupId>com.azure</groupId>
     <artifactId>azure-ai-agents</artifactId>
-    <version>2.7.0</version>
+    <version>2.8.0</version>
 </dependency>
 ```
 [//]: # ({x-version-update-end})
@@ -163,8 +163,8 @@ The SDK supports a variety of tools that can be attached to agent definitions. S
 | `BrowserAutomationPreviewTool` | Browser automation |
 | `ComputerUsePreviewTool` | Computer use |
 | `FabricIqPreviewTool` | Fabric IQ |
-| `GitHubCopilotToolsetPreview` | GitHub Copilot built-in tools |
 | `MemorySearchPreviewTool` | Memory search |
+| `MicrosoftCopilotToolsetPreview` | Microsoft Copilot built-in tools |
 | `MicrosoftFabricPreviewTool` | Microsoft Fabric |
 | `ReminderPreviewTool` | Reminder scheduling |
 | `SharepointPreviewTool` | SharePoint grounding |
@@ -195,7 +195,7 @@ Build clients whose names start with `Beta` from `AgentsClientBuilder.beta()`. T
 
 | Beta sub-client | Automatically populated `Foundry-Features` value |
 |---|---|
-| `BetaAgentsClient` | `WorkflowAgents=V1Preview,ExternalAgents=V1Preview,DraftAgents=V1Preview,VoiceAgents=V1Preview,DigitalWorker=V1Preview,GitHubCopilot=V1Preview,Skills=V1Preview` |
+| `BetaAgentsClient` | `WorkflowAgents=V1Preview,ExternalAgents=V1Preview,DraftAgents=V1Preview,VoiceAgents=V1Preview,DigitalWorker=V1Preview,GitHubCopilot=V1Preview,Skills=V1Preview,MicrosoftCopilot=V1Preview` |
 | `BetaMemoryStoresClient` | `MemoryStores=V1Preview` |
 | `BetaVoiceAgentWebSocketClient` | `VoiceAgents=V1Preview` |
 | `BetaVoiceAgentsTelephonyClient` | `VoiceAgents=V1Preview` |
diff --git a/sdk/ai/azure-ai-agents/pom.xml b/sdk/ai/azure-ai-agents/pom.xml
index 9f79bbf326801..723397962dada 100644
--- a/sdk/ai/azure-ai-agents/pom.xml
+++ b/sdk/ai/azure-ai-agents/pom.xml
@@ -14,7 +14,7 @@
 
   <groupId>com.azure</groupId>
   <artifactId>azure-ai-agents</artifactId>
-  <version>2.8.0-beta.1</version> <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
+  <version>2.8.0</version> <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
   <packaging>jar</packaging>
 
   <name>Microsoft Azure SDK for Agents</name>
diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index f2f67a8e47455..e8a0159892150 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -1,34 +1,22 @@
 # Release History
 
-## 2.8.0-beta.1 (Unreleased)
+## 2.8.0 (2026-10-19)
 
 ### Features Added
 
-- Added `EvaluatorsClient` and `EvaluatorsAsyncClient`, built directly through
-  `AIProjectClientBuilder.buildEvaluatorsClient()` and `buildEvaluatorsAsyncClient()`, for generally available
-  evaluator-version management and rubric-generation jobs. Preview evaluator definitions such as
-  `EndpointBasedEvaluatorDefinition` require `allowPreview(true)`. `BetaEvaluatorsClient` and
-  `BetaEvaluatorsAsyncClient` retain preview pending-upload and credential operations.
-- Evaluation data generation graduated to general availability on `DatasetsClient` and `DatasetsAsyncClient`.
-  Added scenario-specific input and result models for evaluation, supervised fine-tuning, and reinforcement
-  fine-tuning. Fine-tuning scenarios remain in preview and require `allowPreview(true)`; their output configurations
-  support merge-file IDs.
-- Added `ConnectionType.OPEN_API` (`OpenAPI`) and `ConnectionType.REMOTE_A2A` (`RemoteA2A`) for listing and identifying
-  OpenAPI and remote agent-to-agent connections.
-- Added `ApiError.getMisalignment()` to expose structured misalignment details using the OpenAI
-  `ErrorObject.Misalignment` model.
-
 ### Breaking Changes
 
 ### Bugs Fixed
 
-- Fixed OpenAI clients built from `AIProjectClientBuilder` to acquire bearer tokens through the Azure HTTP pipeline.
-  Asynchronous clients now use asynchronous token acquisition instead of calling `TokenCredential.getTokenSync(...)`;
-  synchronous clients continue to use synchronous token acquisition.
-- Fixed skill file uploads to omit an unset `default` flag instead of sending the literal text `null`.
+- Fixed typed asynchronous list operations to forward the page-size hint supplied through `PagedFlux.byPage(...)`,
+  including when resuming from a continuation token, instead of ignoring it.
 
 ### Other Changes
 
+- Regenerated from the updated Foundry TypeSpec specification.
+- Updated `azure-ai-agents` to `2.8.0`, `azure-storage-blob` to `12.36.0`, and `azure-core-http-netty` to
+  `1.17.0-beta.1`.
+
 ## 2.7.0 (2026-10-06)
 
 ### Features Added
diff --git a/sdk/ai/azure-ai-projects/README.md b/sdk/ai/azure-ai-projects/README.md
index 9ff9bbf7b3310..97d9cbe9e9a62 100644
--- a/sdk/ai/azure-ai-projects/README.md
+++ b/sdk/ai/azure-ai-projects/README.md
@@ -43,7 +43,7 @@ Various documentation is available to help you get started
 <dependency>
     <groupId>com.azure</groupId>
     <artifactId>azure-ai-projects</artifactId>
-    <version>2.7.0</version>
+    <version>2.8.0</version>
 </dependency>
 ```
 [//]: # ({x-version-update-end})
diff --git a/sdk/ai/azure-ai-projects/pom.xml b/sdk/ai/azure-ai-projects/pom.xml
index 9b511a093b9ee..3f5e28667ca76 100644
--- a/sdk/ai/azure-ai-projects/pom.xml
+++ b/sdk/ai/azure-ai-projects/pom.xml
@@ -14,7 +14,7 @@ Code generated by Microsoft (R) TypeSpec Code Generator.
 
   <groupId>com.azure</groupId>
   <artifactId>azure-ai-projects</artifactId>
-  <version>2.8.0-beta.1</version> <!-- {x-version-update;com.azure:azure-ai-projects;current} -->
+  <version>2.8.0</version> <!-- {x-version-update;com.azure:azure-ai-projects;current} -->
   <packaging>jar</packaging>
 
   <name>Microsoft Azure SDK for Projects</name>
@@ -73,7 +73,7 @@ Code generated by Microsoft (R) TypeSpec Code Generator.
     <dependency>
       <groupId>com.azure</groupId>
       <artifactId>azure-ai-agents</artifactId>
-      <version>2.8.0-beta.1</version>  <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
+      <version>2.8.0</version>  <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
     </dependency>
     <dependency>
       <groupId>com.openai</groupId>

From 2f47b7a310b8f4a01c4a1f40a07062efa04b5dda Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Mon, 19 Oct 2026 13:03:35 -0700
Subject: [PATCH 13/20] remove unused changelog sections

---
 sdk/ai/azure-ai-projects/CHANGELOG.md | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index e8a0159892150..b1eb4caa84de5 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -2,10 +2,6 @@
 
 ## 2.8.0 (2026-10-19)
 
-### Features Added
-
-### Breaking Changes
-
 ### Bugs Fixed
 
 - Fixed typed asynchronous list operations to forward the page-size hint supplied through `PagedFlux.byPage(...)`,

From 97001d5c9192d30392808b6a6bcd73d5ad57f0df Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Mon, 19 Oct 2026 13:30:36 -0700
Subject: [PATCH 14/20] Clarify GenAI tracing sample documentation

Describe current tracing configuration without implementation-history comparisons and synchronize the README sample.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Copilot-Session: 949a06a4-5a12-463d-9ab8-ebfad63a8236
---
 sdk/ai/azure-ai-agents/README.md                    | 10 +++++-----
 .../telemetry/GenAiInstrumentation.java             |  7 +++----
 .../azure/ai/agents/TracingAzureMonitorSample.java  |  8 ++++----
 .../com/azure/ai/agents/TracingConsoleSample.java   | 11 +++++------
 .../java/com/azure/ai/agents/TracingSample.java     | 13 +++++++------
 5 files changed, 24 insertions(+), 25 deletions(-)

diff --git a/sdk/ai/azure-ai-agents/README.md b/sdk/ai/azure-ai-agents/README.md
index 13d458c6c5b66..e8048423ebf8b 100644
--- a/sdk/ai/azure-ai-agents/README.md
+++ b/sdk/ai/azure-ai-agents/README.md
@@ -1118,10 +1118,10 @@ Always ensure that the chosen API version is fully supported and operational for
 ## Tracing
 
 `azure-ai-agents` emits experimental [OpenTelemetry GenAI](https://opentelemetry.io/docs/specs/semconv/gen-ai/) spans
-and metrics for agent creation, response (`chat` / `invoke_agent`) and conversation operations. To use this
+and metrics for agent creation and response (`chat` / `invoke_agent`) operations. To use this
 experimental feature, set `AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true` and configure an OpenTelemetry implementation
-for the client through `ClientOptions` or globally. There is no programmatic opt-in call or process-global mutable
-tracing state. Customer-controlled prompts, responses, messages, instructions, function arguments, tool results, and
+for the client through `ClientOptions` or globally.
+Customer-controlled prompts, responses, messages, instructions, function arguments, tool results, and
 equivalent agent content are omitted unless you also set
 `OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true`. Review your privacy requirements before enabling content
 recording. The former `AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED` setting remains available as a compatibility
@@ -1132,8 +1132,8 @@ asynchronous streaming. Streaming spans remain open until the stream completes,
 fails, is cancelled, or is explicitly closed.
 
 ```java com.azure.ai.agents.tracing
-// Configure any OpenTelemetry SDK (exporters, sampling, etc.) and pass it through ClientOptions. The client
-// then emits GenAI spans (create_agent, chat / invoke_agent, create_conversation) and metrics automatically.
+// Set AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true before running this sample.
+// Configure OpenTelemetry exporters and sampling, then pass the SDK through ClientOptions.
 OpenTelemetrySdk openTelemetry = OpenTelemetrySdk.builder().build();
 AgentsClient agentsClient = new AgentsClientBuilder().endpoint(endpoint)
     .credential(new DefaultAzureCredentialBuilder().build())
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
index a0d06239ba2b8..80c85260c08a1 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/implementation/telemetry/GenAiInstrumentation.java
@@ -40,10 +40,9 @@
  * histograms) that the client builder created from {@code ClientOptions} tracing/metrics options, along with the
  * resolved endpoint host/port and the content-recording flag.
  *
- * <p>This replaces the process-global static state used elsewhere: an instance is created per client by
- * {@code AgentsClientBuilder} and injected into the clients. Tracing/metrics are emitted only when an
- * OpenTelemetry implementation is configured for the process (i.e. {@link Tracer#isEnabled()} or a histogram is
- * enabled).</p>
+ * <p>An instance is created per client by {@code AgentsClientBuilder} and injected into the clients.
+ * Tracing and metrics are emitted only when experimental GenAI instrumentation is enabled and the configured
+ * {@link Tracer} or a histogram is enabled.</p>
  */
 public final class GenAiInstrumentation {
 
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
index 12ccaacfea3bf..8dfae6b669012 100644
--- a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingAzureMonitorSample.java
@@ -21,10 +21,10 @@
 /**
  * Sample demonstrating GenAI tracing exported to Azure Monitor (Application Insights).
  *
- * <p>As with the console sample, there is no {@code enableGenAiTracing()} opt-in: tracing activates automatically
- * once OpenTelemetry is configured (here via Azure Monitor autoconfigure, registered globally). Set the
- * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to {@code true} to also capture
- * message/agent content.</p>
+ * <p>Set {@code AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true} to enable experimental GenAI tracing. This sample
+ * configures OpenTelemetry globally through Azure Monitor autoconfigure. Message and agent content capture is
+ * disabled by default; set {@code OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true} to enable it.
+ * Review your privacy requirements before enabling content capture.</p>
  *
  * <p>Prerequisites:</p>
  * <ul>
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
index 183b17c4238a2..6d1a61596a239 100644
--- a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingConsoleSample.java
@@ -20,11 +20,10 @@
 /**
  * Sample demonstrating GenAI tracing exported to the console.
  *
- * <p>Unlike the original experimental design, there is no {@code enableGenAiTracing()} / {@code disableGenAiTracing()}
- * opt-in: tracing activates automatically once an OpenTelemetry implementation is configured (here registered
- * globally). To also capture message/agent content, set the
- * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to {@code true} (it is off by
- * default).</p>
+ * <p>Set {@code AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true} to enable experimental GenAI tracing. This sample
+ * configures an OpenTelemetry implementation globally with a console span exporter. Message and agent content
+ * capture is disabled by default; set {@code OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true} to enable it.
+ * Review your privacy requirements before enabling content capture.</p>
  *
  * <p>To run this sample, add these dependencies to your project:</p>
  * <ul>
@@ -54,7 +53,7 @@ public static void main(String[] args) {
         OpenTelemetrySdk openTelemetry
             = OpenTelemetrySdk.builder().setTracerProvider(tracerProvider).buildAndRegisterGlobal();
 
-        // 2. Build the clients. No tracing opt-in call is required; the configured OpenTelemetry is picked up.
+        // 2. Build the clients using the globally configured OpenTelemetry implementation.
         String endpoint = System.getenv("FOUNDRY_PROJECT_ENDPOINT");
         String model = System.getenv("FOUNDRY_MODEL_NAME");
         AgentsClientBuilder builder
diff --git a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
index cddd632eb6043..bd6fb8f97118a 100644
--- a/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
+++ b/sdk/ai/azure-ai-agents/src/samples/java/com/azure/ai/agents/TracingSample.java
@@ -12,10 +12,11 @@
 import io.opentelemetry.sdk.OpenTelemetrySdk;
 
 /**
- * Sample showing how experimental GenAI tracing is enabled for {@link AgentsClient} by configuring an OpenTelemetry
- * implementation through the client's {@link ClientOptions}. When an OpenTelemetry SDK is configured the client emits
- * GenAI semantic-convention spans and metrics automatically; there is no explicit opt-in call. Set the
- * {@code AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED} environment variable to also capture message/agent content.
+ * Sample showing how to configure OpenTelemetry tracing for {@link AgentsClient} through the client's
+ * {@link ClientOptions}. Set {@code AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true} to enable experimental GenAI spans.
+ * Message and agent content capture is disabled by default; set
+ * {@code OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true} to enable it.
+ * Review your privacy requirements before enabling content capture.
  */
 public final class TracingSample {
 
@@ -28,8 +29,8 @@ public static void main(String[] args) {
         String endpoint = System.getenv("FOUNDRY_PROJECT_ENDPOINT");
 
         // BEGIN: com.azure.ai.agents.tracing
-        // Configure any OpenTelemetry SDK (exporters, sampling, etc.) and pass it through ClientOptions. The client
-        // then emits GenAI spans (create_agent, chat / invoke_agent, create_conversation) and metrics automatically.
+        // Set AZURE_EXPERIMENTAL_ENABLE_GENAI_TRACING=true before running this sample.
+        // Configure OpenTelemetry exporters and sampling, then pass the SDK through ClientOptions.
         OpenTelemetrySdk openTelemetry = OpenTelemetrySdk.builder().build();
         AgentsClient agentsClient = new AgentsClientBuilder().endpoint(endpoint)
             .credential(new DefaultAzureCredentialBuilder().build())

From 9e7412c65fc572a2b6941b24c49e0ed4f4bedd73 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Wed, 28 Oct 2026 11:00:44 -0700
Subject: [PATCH 15/20] Regen from latest spec (#50999)

* regen latest spec

* bump to latest snap

* add deprecation for browser auto
---
 sdk/ai/azure-ai-agents/CHANGELOG.md           |  4 ++
 .../customizations/beta-annotations.csv       |  1 +
 .../src/main/java/AgentsCustomizations.java   | 47 ++++++++++++++
 .../models/BrowserAutomationPreviewTool.java  |  7 ++
 .../BrowserAutomationPreviewToolboxTool.java  |  8 +++
 .../agents/models/HostedAgentDefinition.java  | 38 +++++++++++
 .../com/azure/ai/agents/models/ToolType.java  |  5 ++
 .../ai/agents/models/ToolboxToolType.java     | 25 ++-----
 .../models/VoiceAgentInputTranscription.java  | 58 ++++++++++++++++-
 .../models/VoiceAgentProfanityFilterMode.java | 65 +++++++++++++++++++
 .../META-INF/azure-ai-agents_metadata.json    |  2 +-
 sdk/ai/azure-ai-agents/tsp-location.yaml      |  2 +-
 sdk/ai/azure-ai-projects/tsp-location.yaml    |  2 +-
 13 files changed, 241 insertions(+), 23 deletions(-)
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java

diff --git a/sdk/ai/azure-ai-agents/CHANGELOG.md b/sdk/ai/azure-ai-agents/CHANGELOG.md
index 6239e1bfd771f..112ea3883bb47 100644
--- a/sdk/ai/azure-ai-agents/CHANGELOG.md
+++ b/sdk/ai/azure-ai-agents/CHANGELOG.md
@@ -10,6 +10,10 @@
 
 ### Other Changes
 
+- Deprecated `BrowserAutomationPreviewTool`, `BrowserAutomationPreviewToolboxTool`, and the corresponding
+  `BROWSER_AUTOMATION_PREVIEW` tool-type values. Use `BrowserAutomationTool`, `BrowserAutomationToolboxTool`,
+  and the `BROWSER_AUTOMATION` values instead. See [Browser Automation documentation](https://aka.ms/bat/docs).
+
 ## 2.8.0 (2026-10-19)
 
 ### Features Added
diff --git a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
index 3b071045264d2..f091d65cd6d97 100644
--- a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
+++ b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
@@ -282,6 +282,7 @@ class;com.azure.ai.agents.models.VoiceAgentMaxOutputTokens;Preview API. VoiceAge
 class;com.azure.ai.agents.models.VoiceAgentMcpTool;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentNoiseReduction;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentNoiseReductionType;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentProfanityFilterMode;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentRealtimeResponse;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentResponseAnimationBlendshapeDeltaEvent;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentResponseAnimationBlendshapeDoneEvent;Preview API. VoiceAgents=V1Preview;
diff --git a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
index 5b80c6d17c8d9..03bf07354d97c 100644
--- a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
+++ b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
@@ -14,6 +14,8 @@
 import com.github.javaparser.ast.expr.NormalAnnotationExpr;
 import com.github.javaparser.ast.expr.ObjectCreationExpr;
 import com.github.javaparser.ast.expr.StringLiteralExpr;
+import com.github.javaparser.ast.nodeTypes.NodeWithAnnotations;
+import com.github.javaparser.ast.nodeTypes.NodeWithJavadoc;
 import com.github.javaparser.ast.stmt.ExpressionStmt;
 import java.io.IOException;
 import java.io.UncheckedIOException;
@@ -39,6 +41,7 @@ public void customize(LibraryCustomization libraryCustomization, Logger logger)
         customizeOptimizationPollingStrategies(libraryCustomization, logger);
         stopPagingWhenHasMoreIsFalse(libraryCustomization, logger);
         internalizeUnusedVoiceAgentFunctionToolType(libraryCustomization, logger);
+        deprecateLegacyBrowserAutomationTools(libraryCustomization);
         protectPolymorphicBaseConstructors(libraryCustomization);
         makeRealtimeMessageDiscriminatorsFinal(libraryCustomization);
         applyUnionTypeWrappers(libraryCustomization, logger);
@@ -76,6 +79,50 @@ private void stopPagingWhenHasMoreIsFalse(LibraryCustomization customization, Lo
 
     private static final String MODELS_PACKAGE = "com.azure.ai.agents.models";
 
+    private void deprecateLegacyBrowserAutomationTools(LibraryCustomization customization) {
+        for (String className : Arrays.asList("BrowserAutomationPreviewTool", "BrowserAutomationPreviewToolboxTool")) {
+            customization.getClass(MODELS_PACKAGE, className).customizeAst(ast -> {
+                ClassOrInterfaceDeclaration clazz = ast.getClassByName(className)
+                    .orElseThrow(() -> new IllegalStateException(className + " was not generated"));
+                deprecateBrowserAutomationNode(clazz, className.replace("Preview", ""));
+            });
+        }
+
+        customization.getClass(MODELS_PACKAGE, "ToolType").customizeAst(ast -> {
+            FieldDeclaration field = ast.getClassByName("ToolType")
+                .orElseThrow(() -> new IllegalStateException("ToolType was not generated"))
+                .getFieldByName("BROWSER_AUTOMATION_PREVIEW")
+                .orElseThrow(() -> new IllegalStateException("ToolType.BROWSER_AUTOMATION_PREVIEW was not generated"));
+            deprecateBrowserAutomationNode(field, "ToolType#BROWSER_AUTOMATION");
+        });
+
+        customization.getClass(MODELS_PACKAGE, "ToolboxToolType")
+            .customizeAst(ast -> deprecateBrowserAutomationNode(
+                ast.getEnumByName("ToolboxToolType")
+                    .orElseThrow(() -> new IllegalStateException("ToolboxToolType was not generated"))
+                    .getEntries()
+                    .stream()
+                    .filter(entry -> "BROWSER_AUTOMATION_PREVIEW".equals(entry.getNameAsString()))
+                    .findFirst()
+                    .orElseThrow(() -> new IllegalStateException(
+                        "ToolboxToolType.BROWSER_AUTOMATION_PREVIEW was not generated")),
+                "ToolboxToolType#BROWSER_AUTOMATION"));
+    }
+
+    private <T extends Node & NodeWithAnnotations<T> & NodeWithJavadoc<T>> void deprecateBrowserAutomationNode(T node,
+        String replacement) {
+        if (!node.isAnnotationPresent(Deprecated.class)) {
+            node.addMarkerAnnotation(Deprecated.class);
+        }
+        com.github.javaparser.javadoc.Javadoc javadoc = node.getJavadoc()
+            .orElseThrow(() -> new IllegalStateException("Missing Javadoc for legacy Browser Automation API"));
+        javadoc.getBlockTags().removeIf(tag -> "deprecated".equals(tag.getTagName()));
+        javadoc.addBlockTag("deprecated",
+            "This legacy Browser Automation tool is deprecated and is no longer available. Use {@link " + replacement
+                + "} instead. See <a href=\"https://aka.ms/bat/docs\">Browser Automation documentation</a>.");
+        node.setJavadocComment(javadoc);
+    }
+
     private static final String UNION_MARKER = "AI Tooling: union type";
 
     private static final String DEDUP_MARKER = "AI Tooling: openai-java de-dup";
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewTool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewTool.java
index 0ed9792c1cc0f..ca406cb101474 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewTool.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewTool.java
@@ -13,8 +13,15 @@
 
 /**
  * The input definition information for a Browser Automation Tool, as used to configure an Agent.
+ * BrowserAutomationPreviewTool is deprecated.
+ * Please use BrowserAutomationTool instead.
+ * See https://aka.ms/bat/docs for more information on Browser automation tool.
+ *
+ * @deprecated This legacy Browser Automation tool is deprecated and is no longer available. Use
+ * {@link BrowserAutomationTool} instead. See <a href="https://aka.ms/bat/docs">Browser Automation documentation</a>.
  */
 @Immutable
+@Deprecated
 @Beta(warningText = "Preview API. preview_tool")
 public final class BrowserAutomationPreviewTool extends Tool {
 
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewToolboxTool.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewToolboxTool.java
index 4ead661c6559d..2300a2c71db5c 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewToolboxTool.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/BrowserAutomationPreviewToolboxTool.java
@@ -14,8 +14,16 @@
 
 /**
  * A browser automation tool stored in a toolbox.
+ * BrowserAutomationPreviewToolboxTool is deprecated.
+ * Please use BrowserAutomationToolboxTool instead.
+ * See https://aka.ms/bat/docs for more information on Browser automation tool.
+ *
+ * @deprecated This legacy Browser Automation tool is deprecated and is no longer available. Use
+ * {@link BrowserAutomationToolboxTool} instead. See <a href="https://aka.ms/bat/docs">Browser Automation
+ * documentation</a>.
  */
 @Fluent
+@Deprecated
 @Beta(warningText = "Preview API. preview_tool")
 public final class BrowserAutomationPreviewToolboxTool extends ToolboxTool {
 
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
index bd8467c1ba4af..0eda15791f90e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/HostedAgentDefinition.java
@@ -124,6 +124,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeJsonField("code_configuration", this.codeConfiguration);
         jsonWriter.writeJsonField("telemetry_config", this.telemetryConfig);
         jsonWriter.writeJsonField("session_configuration", this.sessionConfiguration);
+        jsonWriter.writeBooleanField("enable_memory_snapshot", this.enableMemorySnapshot);
         return jsonWriter.writeEndObject();
     }
 
@@ -149,6 +150,7 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             CodeConfiguration codeConfiguration = null;
             TelemetryConfig telemetryConfig = null;
             SessionConfiguration sessionConfiguration = null;
+            Boolean enableMemorySnapshot = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
@@ -172,6 +174,8 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
                     telemetryConfig = TelemetryConfig.fromJson(reader);
                 } else if ("session_configuration".equals(fieldName)) {
                     sessionConfiguration = SessionConfiguration.fromJson(reader);
+                } else if ("enable_memory_snapshot".equals(fieldName)) {
+                    enableMemorySnapshot = reader.getNullable(JsonReader::getBoolean);
                 } else {
                     reader.skipChildren();
                 }
@@ -185,6 +189,7 @@ public static HostedAgentDefinition fromJson(JsonReader jsonReader) throws IOExc
             deserializedHostedAgentDefinition.codeConfiguration = codeConfiguration;
             deserializedHostedAgentDefinition.telemetryConfig = telemetryConfig;
             deserializedHostedAgentDefinition.sessionConfiguration = sessionConfiguration;
+            deserializedHostedAgentDefinition.enableMemorySnapshot = enableMemorySnapshot;
             return deserializedHostedAgentDefinition;
         });
     }
@@ -350,4 +355,37 @@ public HostedAgentDefinition setSessionConfiguration(SessionConfiguration sessio
         this.sessionConfiguration = sessionConfiguration;
         return this;
     }
+
+    /*
+     * Whether this agent version uses memory snapshots. Sessions for a snapshot-enabled version start from a snapshot
+     * of the agent's initialized process rather than starting the process from its image. Defaults to false.
+     */
+    @Generated
+    private Boolean enableMemorySnapshot;
+
+    /**
+     * Get the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
+     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
+     * process from its image. Defaults to false.
+     *
+     * @return the enableMemorySnapshot value.
+     */
+    @Generated
+    public Boolean isEnableMemorySnapshot() {
+        return this.enableMemorySnapshot;
+    }
+
+    /**
+     * Set the enableMemorySnapshot property: Whether this agent version uses memory snapshots. Sessions for a
+     * snapshot-enabled version start from a snapshot of the agent's initialized process rather than starting the
+     * process from its image. Defaults to false.
+     *
+     * @param enableMemorySnapshot the enableMemorySnapshot value to set.
+     * @return the HostedAgentDefinition object itself.
+     */
+    @Generated
+    public HostedAgentDefinition setEnableMemorySnapshot(Boolean enableMemorySnapshot) {
+        this.enableMemorySnapshot = enableMemorySnapshot;
+        return this;
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
index 859adc0c37ffb..ae4c8b04f67ce 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolType.java
@@ -68,8 +68,13 @@ public final class ToolType extends ExpandableStringEnum<ToolType> {
 
     /**
      * Static value browser_automation_preview for ToolType.
+     *
+     * @deprecated This legacy Browser Automation tool is deprecated and is no longer available. Use
+     * {@link ToolType#BROWSER_AUTOMATION} instead. See <a href="https://aka.ms/bat/docs">Browser Automation
+     * documentation</a>.
      */
     @Generated
+    @Deprecated
     public static final ToolType BROWSER_AUTOMATION_PREVIEW = fromString("browser_automation_preview");
 
     /**
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolboxToolType.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolboxToolType.java
index 1f0a75c47ea58..33da927d27934 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolboxToolType.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/ToolboxToolType.java
@@ -1,93 +1,82 @@
 // Copyright (c) Microsoft Corporation. All rights reserved.
 // Licensed under the MIT License.
 // Code generated by Microsoft (R) TypeSpec Code Generator.
-
 package com.azure.ai.agents.models;
 
 /**
  * Supported tool types for tools stored in a toolbox.
  */
 public enum ToolboxToolType {
+
     /**
      * Enum value code_interpreter.
      */
     CODE_INTERPRETER("code_interpreter"),
-
     /**
      * Enum value file_search.
      */
     FILE_SEARCH("file_search"),
-
     /**
      * Enum value web_search.
      */
     WEB_SEARCH("web_search"),
-
     /**
      * Enum value mcp.
      */
     MCP("mcp"),
-
     /**
      * Enum value azure_ai_search.
      */
     AZURE_AI_SEARCH("azure_ai_search"),
-
     /**
      * Enum value openapi.
      */
     OPENAPI("openapi"),
-
     /**
      * Enum value a2a_preview.
      */
     A2A_PREVIEW("a2a_preview"),
-
     /**
      * Enum value browser_automation_preview.
+     *
+     * @deprecated This legacy Browser Automation tool is deprecated and is no longer available. Use
+     * {@link ToolboxToolType#BROWSER_AUTOMATION} instead. See <a href="https://aka.ms/bat/docs">Browser Automation
+     * documentation</a>.
      */
+    @Deprecated
     BROWSER_AUTOMATION_PREVIEW("browser_automation_preview"),
-
     /**
      * Enum value reminder_preview.
      */
     REMINDER_PREVIEW("reminder_preview"),
-
     /**
      * Enum value work_iq_preview.
      */
     WORK_IQ_PREVIEW("work_iq_preview"),
-
     /**
      * Enum value fabric_iq_preview.
      */
     FABRIC_IQ_PREVIEW("fabric_iq_preview"),
-
     /**
      * Enum value toolbox_search.
      */
     TOOLBOX_SEARCH("toolbox_search"),
-
     /**
      * Enum value toolbox_search_preview.
      */
     TOOLBOX_SEARCH_PREVIEW("toolbox_search_preview"),
-
     /**
      * Enum value a2a.
      */
     A2A("a2a"),
-
     /**
      * Enum value shell.
      */
     SHELL("shell"),
-
     /**
      * Enum value web_iq_preview.
      */
     WEB_IQ_PREVIEW("web_iq_preview"),
-
     /**
      * Enum value browser_automation.
      */
@@ -104,7 +93,7 @@ public enum ToolboxToolType {
 
     /**
      * Parses a serialized value to a ToolboxToolType instance.
-     * 
+     *
      * @param value the serialized value to parse.
      * @return the parsed ToolboxToolType object, or null if unable to parse.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
index 6bb50f0cab21b..f3efe979e01db 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
@@ -16,8 +16,8 @@
 import java.util.Map;
 
 /**
- * Asynchronous input-audio transcription configuration. Extends the OpenAI Realtime transcription
- * options with the Azure and MAI transcription models, custom speech models, and phrase hints.
+ * Settings for transcribing input audio, including the transcription model, Custom Speech deployments,
+ * and phrase hints.
  */
 @Fluent
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
@@ -280,6 +280,8 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStringField("delay", this.delay == null ? null : this.delay.asString());
         jsonWriter.writeMapField("custom_speech", this.customSpeech, (writer, element) -> writer.writeString(element));
         jsonWriter.writeArrayField("phrase_list", this.phraseList, (writer, element) -> writer.writeString(element));
+        jsonWriter.writeStringField("profanity_filter",
+            this.profanityFilter == null ? null : this.profanityFilter.toString());
         return jsonWriter.writeEndObject();
     }
 
@@ -303,6 +305,7 @@ public static VoiceAgentInputTranscription fromJson(JsonReader jsonReader) throw
             Delay delay = null;
             Map<String, String> customSpeech = null;
             List<String> phraseList = null;
+            VoiceAgentProfanityFilterMode profanityFilter = null;
             while (reader.nextToken() != JsonToken.END_OBJECT) {
                 String fieldName = reader.getFieldName();
                 reader.nextToken();
@@ -322,6 +325,8 @@ public static VoiceAgentInputTranscription fromJson(JsonReader jsonReader) throw
                     customSpeech = reader.readMap(reader1 -> reader1.getString());
                 } else if ("phrase_list".equals(fieldName)) {
                     phraseList = reader.readArray(reader1 -> reader1.getString());
+                } else if ("profanity_filter".equals(fieldName)) {
+                    profanityFilter = reader.getNullable(r -> VoiceAgentProfanityFilterMode.fromString(r.getString()));
                 } else {
                     reader.skipChildren();
                 }
@@ -335,6 +340,7 @@ public static VoiceAgentInputTranscription fromJson(JsonReader jsonReader) throw
             deserializedVoiceAgentInputTranscription.delay = delay;
             deserializedVoiceAgentInputTranscription.customSpeech = customSpeech;
             deserializedVoiceAgentInputTranscription.phraseList = phraseList;
+            deserializedVoiceAgentInputTranscription.profanityFilter = profanityFilter;
             return deserializedVoiceAgentInputTranscription;
         });
     }
@@ -352,4 +358,52 @@ public VoiceAgentInputTranscription setDelay(Delay delay) {
         this.delay = delay;
         return this;
     }
+
+    /*
+     * Controls how profanity is handled in input transcripts. Supported only with managed Azure Speech
+     * (`azure-speech`), including Custom Speech.
+     * Set this property before the session starts. If omitted, the transcription provider's default applies.
+     * You cannot change the mode during a session.
+     * Filtering affects transcript events and the text sent to cascaded models. It does not change input
+     * audio, voice activity detection, or assistant speech; audio-native models still receive the original
+     * audio. Mandatory service masking policies apply even when you select `unfiltered`.
+     */
+    @Generated
+    private VoiceAgentProfanityFilterMode profanityFilter;
+
+    /**
+     * Get the profanityFilter property: Controls how profanity is handled in input transcripts. Supported only with
+     * managed Azure Speech
+     * (`azure-speech`), including Custom Speech.
+     * Set this property before the session starts. If omitted, the transcription provider's default applies.
+     * You cannot change the mode during a session.
+     * Filtering affects transcript events and the text sent to cascaded models. It does not change input
+     * audio, voice activity detection, or assistant speech; audio-native models still receive the original
+     * audio. Mandatory service masking policies apply even when you select `unfiltered`.
+     *
+     * @return the profanityFilter value.
+     */
+    @Generated
+    public VoiceAgentProfanityFilterMode getProfanityFilter() {
+        return this.profanityFilter;
+    }
+
+    /**
+     * Set the profanityFilter property: Controls how profanity is handled in input transcripts. Supported only with
+     * managed Azure Speech
+     * (`azure-speech`), including Custom Speech.
+     * Set this property before the session starts. If omitted, the transcription provider's default applies.
+     * You cannot change the mode during a session.
+     * Filtering affects transcript events and the text sent to cascaded models. It does not change input
+     * audio, voice activity detection, or assistant speech; audio-native models still receive the original
+     * audio. Mandatory service masking policies apply even when you select `unfiltered`.
+     *
+     * @param profanityFilter the profanityFilter value to set.
+     * @return the VoiceAgentInputTranscription object itself.
+     */
+    @Generated
+    public VoiceAgentInputTranscription setProfanityFilter(VoiceAgentProfanityFilterMode profanityFilter) {
+        this.profanityFilter = profanityFilter;
+        return this;
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java
new file mode 100644
index 0000000000000..3ee808e7d6d67
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java
@@ -0,0 +1,65 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Generated;
+import com.azure.core.util.ExpandableStringEnum;
+import java.util.Collection;
+
+/**
+ * The supported input-transcript profanity filtering modes.
+ */
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public final class VoiceAgentProfanityFilterMode extends ExpandableStringEnum<VoiceAgentProfanityFilterMode> {
+
+    /**
+     * Masks recognized profanity in the transcript.
+     */
+    @Generated
+    public static final VoiceAgentProfanityFilterMode MASKED = fromString("masked");
+
+    /**
+     * Includes recognized profanity in the transcript, subject to mandatory service masking policies.
+     */
+    @Generated
+    public static final VoiceAgentProfanityFilterMode UNFILTERED = fromString("unfiltered");
+
+    /**
+     * Removes recognized profanity from the transcript.
+     */
+    @Generated
+    public static final VoiceAgentProfanityFilterMode REMOVED = fromString("removed");
+
+    /**
+     * Creates a new instance of VoiceAgentProfanityFilterMode value.
+     *
+     * @deprecated Use the {@link #fromString(String)} factory method.
+     */
+    @Generated
+    @Deprecated
+    public VoiceAgentProfanityFilterMode() {
+    }
+
+    /**
+     * Creates or finds a VoiceAgentProfanityFilterMode from its string representation.
+     *
+     * @param name a name to look for.
+     * @return the corresponding VoiceAgentProfanityFilterMode.
+     */
+    @Generated
+    public static VoiceAgentProfanityFilterMode fromString(String name) {
+        return fromString(name, VoiceAgentProfanityFilterMode.class);
+    }
+
+    /**
+     * Gets known VoiceAgentProfanityFilterMode values.
+     *
+     * @return known VoiceAgentProfanityFilterMode values.
+     */
+    @Generated
+    public static Collection<VoiceAgentProfanityFilterMode> values() {
+        return values(VoiceAgentProfanityFilterMode.class);
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index 54b9d1613f596..303f5b86184ac 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
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AgentDefinition.java","src/main/java/com/azure/ai/agents/models/AgentDetails.java","src/main/java/com/azure/ai/agents/models/AgentDetailsVersions.java","src/main/java/com/azure/ai/agents/models/AgentEndpointAuthorizationScheme.java","src/main/java/com/azure/ai/agents/models/AgentEndpointAuthorizationSchemeType.java","src/main/java/com/azure/ai/agents/models/AgentEndpointConfig.java","src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java","src/main/java/com/azure/ai/agents/models/AgentHarness.java","src/main/java/com/azure/ai/agents/models/AgentIdentity.java","src/main/java/com/azure/ai/agents/models/AgentIdentityStatus.java","src/main/java/com/azure/ai/agents/models/AgentKind.java","src/main/java/com/azure/ai/agents/models/AgentObjectType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationAgentCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationBaselineAgentConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateEvaluation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateExpand.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidatePromotionInfo.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCandidateStatus.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfigurationBase.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationConfigurationType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationCostEstimate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationDataSourceType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateBand.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateInputs.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEstimateResult.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationSet.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluationSetType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationEvaluatorReference.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationFoundryAgentTargetConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationGoal.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationInstructionsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJob.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobLatency.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobResult.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationJobTokenUsage.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationModelConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationModelMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationPromptCandidateOutput.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationResultCandidateSummary.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSkill.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSkillsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationSpace.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationStage.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationStageEstimate.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionDatasetReferenceDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionEvaluationSet.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionInlineDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetCompletionTestCase.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetConfiguration.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTargetConfigurationType.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationTerminationReason.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationToolsMutation.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationDatasetReferenceDataSource.java","src/main/java/com/azure/ai/agents/models/AgentOptimizationUserConversationSimulationEvaluationSet.java","src/main/ja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\ No newline at end of file
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nseFormatJsonObject.java","src/main/java/com/azure/ai/agents/models/TextResponseFormatConfigurationResponseFormatText.java","src/main/java/com/azure/ai/agents/models/TextResponseFormatConfigurationType.java","src/main/java/com/azure/ai/agents/models/TextResponseFormatJsonSchema.java","src/main/java/com/azure/ai/agents/models/Tool.java","src/main/java/com/azure/ai/agents/models/ToolCallStatus.java","src/main/java/com/azure/ai/agents/models/ToolConfig.java","src/main/java/com/azure/ai/agents/models/ToolProjectConnection.java","src/main/java/com/azure/ai/agents/models/ToolSearchExecutionType.java","src/main/java/com/azure/ai/agents/models/ToolSearchTool.java","src/main/java/com/azure/ai/agents/models/ToolSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxPolicies.java","src/main/java/com/azure/ai/agents/models/ToolboxSearchPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerAutoEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellContainerReferenceEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellEnvironment.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicy.java","src/main/java/com/azure/ai/agents/models/ToolboxShellNetworkPolicyDisabled.java","src/main/java/com/azure/ai/agents/models/ToolboxSkill.java","src/main/java/com/azure/ai/agents/models/ToolboxSkillReference.java","src/main/java/com/azure/ai/agents/models/ToolboxTool.java","src/main/java/com/azure/ai/agents/models/ToolboxToolType.java","src/main/java/com/azure/ai/agents/models/ToolboxVersionDetails.java","src/main/java/com/azure/ai/agents/models/ToolboxVersions.java","src/main/java/com/azure/ai/agents/models/TranscriptTextInputTokenDetails.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsage.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageDuration.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageTokens.java","src/main/java/com/azure/ai/agents/models/TranscriptTextUsageType.java","src/main/java/com/azure/ai/agents/models/TranscriptionLanguage.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBinding.java","src/main/java/com/azure/ai/agents/models/TwilioTelephonyBindingListItem.java","src/main/java/com/azure/ai/agents/models/UpdateAgentDetailsOptions.java","src/main/java/com/azure/ai/agents/models/UpdateTelephonyBindingInput.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffect.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationAudioEffectsConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationDefaultInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationInterruptionConfiguration.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationTestCase.java","src/main/java/com/azure/ai/agents/models/UserConversationSimulationUserBehaviorConfiguration.java","src/main/java/com/azure/ai/agents/models/UserProfileMemoryItem.java","src/main/java/com/azure/ai/agents/models/VersionIndicator.java","src/main/java/com/azure/ai/agents/models/VersionIndicatorType.java","src/main/java/com/azure/ai/agents/models/VersionRefIndicator.java","src/main/java/com/azure/ai/agents/models/VersionSelectionRule.java","src/main/java/com/azure/ai/agents/models/VersionSelector.java","src/main/java/com/azure/ai/agents/models/VersionSelectorType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAnimationOutputType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioInputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioOutputConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAudioTimestampType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarIceServer.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarOutputProtocol.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarScene.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoBackground.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoCrop.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoParameters.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoResolution.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadEnglishTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadMultilingualTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellation.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellationReferenceSource.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndConversationSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetectionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceThresholdLevel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionToolType1.java","src/main/java/com/azure/ai/agents/models/VoiceAgentGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index b1cbe9ec5a9e1..efb423420646d 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: 74d831dd8f16dc9a3723ba4e6286d30bea60d00c
+commit: 5580485232ea181a92abbddfd8274378e00ec033
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents
diff --git a/sdk/ai/azure-ai-projects/tsp-location.yaml b/sdk/ai/azure-ai-projects/tsp-location.yaml
index 9d4e06c616e53..e3f3cb9f0f7cb 100644
--- a/sdk/ai/azure-ai-projects/tsp-location.yaml
+++ b/sdk/ai/azure-ai-projects/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-projects
-commit: 74d831dd8f16dc9a3723ba4e6286d30bea60d00c
+commit: 5580485232ea181a92abbddfd8274378e00ec033
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
     - specification/ai-foundry/data-plane/Foundry/src/sdk-common

From d0ea327fbd21cfa498d717d9c4afbfec91bffee9 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Thu, 29 Oct 2026 00:24:50 -0700
Subject: [PATCH 16/20] Regen agents and projects from latest spec 102826
 (#51018)

* initial gen

* renames and add beta decorator
---
 .../customizations/beta-annotations.csv       |   6 +
 .../src/main/java/AgentsCustomizations.java   |   4 +-
 .../agents/models/AgentEndpointProtocol.java  |   8 +
 .../agents/models/VoiceAgentDefinition.java   |  40 +++
 .../models/VoiceAgentInputTranscription.java  |  29 ++-
 .../VoiceAgentInputTranscriptionModel.java    |  11 +
 .../models/VoiceAgentNoiseReduction.java      |  20 +-
 .../models/VoiceAgentNoiseReductionType.java  |  24 ++
 .../VoiceAgentSoundscapeConfiguration.java    | 229 ++++++++++++++++++
 .../models/VoiceAgentSoundscapeSound.java     |  78 ++++++
 ...iceAgentSoundscapeSourceConfiguration.java | 103 ++++++++
 ...oiceAgentSoundscapeTrackConfiguration.java | 123 ++++++++++
 ...ntSoundscapeWorkingTrackConfiguration.java | 169 +++++++++++++
 .../VoiceHostedAgentConversationEngine.java   |  26 +-
 .../META-INF/azure-ai-agents_metadata.json    |   2 +-
 sdk/ai/azure-ai-agents/tsp-location.yaml      |   2 +-
 sdk/ai/azure-ai-projects/tsp-location.yaml    |   2 +-
 17 files changed, 854 insertions(+), 22 deletions(-)
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeConfiguration.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSound.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSourceConfiguration.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeTrackConfiguration.java
 create mode 100644 sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeWorkingTrackConfiguration.java

diff --git a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
index f091d65cd6d97..3fa84f5f19a16 100644
--- a/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
+++ b/sdk/ai/azure-ai-agents/customizations/beta-annotations.csv
@@ -5,6 +5,7 @@ class;com.azure.ai.agents.models.A2AToolCall;Preview API. preview_tool;
 class;com.azure.ai.agents.models.A2AToolCallOutput;Preview API. preview_tool;
 field;com.azure.ai.agents.models.AgentDetails;Preview API. DigitalWorker=V1Preview;digital_worker_type
 field;com.azure.ai.agents.models.AgentEndpointProtocol;Preview API.;VOICE
+field;com.azure.ai.agents.models.AgentEndpointProtocol;Preview API.;VOICE_CONVERSATION_ENGINE
 class;com.azure.ai.agents.models.AgentHarness;Preview API. GitHubCopilot=V1Preview, MicrosoftCopilot=V1Preview;
 field;com.azure.ai.agents.models.AgentKind;Preview API.;VOICE
 field;com.azure.ai.agents.models.AgentVersionDetails;Preview API. DraftAgents=V1Preview;draft
@@ -313,6 +314,11 @@ class;com.azure.ai.agents.models.VoiceAgentSessionSubagentCompletedEvent;Preview
 class;com.azure.ai.agents.models.VoiceAgentSessionSubagentStartedEvent;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentSessionUpdate;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentSessionUpdateConfiguration;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentSoundscapeConfiguration;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentSoundscapeSound;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentSoundscapeSourceConfiguration;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentSoundscapeTrackConfiguration;Preview API. VoiceAgents=V1Preview;
+class;com.azure.ai.agents.models.VoiceAgentSoundscapeWorkingTrackConfiguration;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentStaticInterimResponseConfiguration;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentSubagent;Preview API. VoiceAgents=V1Preview;
 class;com.azure.ai.agents.models.VoiceAgentSubagentAbortReason;Preview API. VoiceAgents=V1Preview;
diff --git a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
index 03bf07354d97c..b8e8725f6e45a 100644
--- a/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
+++ b/sdk/ai/azure-ai-agents/customizations/src/main/java/AgentsCustomizations.java
@@ -866,7 +866,9 @@ private void annotateBetaFields(LibraryCustomization customization, List<String[
     }
 
     private void annotateMember(TypeDeclaration<?> type, String member, String description, Logger logger) {
-        String fieldName = toCamelCase(member);
+        String fieldName = type.getFields().stream()
+            .flatMap(field -> field.getVariables().stream())
+            .anyMatch(variable -> variable.getNameAsString().equals(member)) ? member : toCamelCase(member);
         boolean found = false;
 
         for (FieldDeclaration field : type.getFields()) {
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java
index fa9f7b9adf9e3..7b3a0e4cd87ec 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/AgentEndpointProtocol.java
@@ -86,4 +86,12 @@ public static Collection<AgentEndpointProtocol> values() {
     @Generated
     @Beta(warningText = "Preview API.")
     public static final AgentEndpointProtocol VOICE = fromString("voice");
+
+    /**
+     * Text conversation protocol for a hosted agent used by Voice Live Bridge. Declare version `1.0.0`; audio transport
+     * remains outside this protocol.
+     */
+    @Generated
+    @Beta(warningText = "Preview API.")
+    public static final AgentEndpointProtocol VOICE_CONVERSATION_ENGINE = fromString("voice_conversation_engine");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java
index 8f2ed52f5dc7b..6536283756c02 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java
@@ -550,6 +550,7 @@ public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
         jsonWriter.writeStringField("instructions", this.instructions);
         jsonWriter.writeJsonField("greeting", this.greeting);
         jsonWriter.writeJsonField("audio", this.audio);
+        jsonWriter.writeJsonField("soundscape", this.soundscape);
         jsonWriter.writeArrayField("output_modalities", this.outputModalities,
             (writer, element) -> writer.writeString(element == null ? null : element.toString()));
         if (this.maxOutputTokens != null) {
@@ -604,6 +605,8 @@ public static VoiceAgentDefinition fromJson(JsonReader jsonReader) throws IOExce
                     deserializedVoiceAgentDefinition.greeting = VoiceAgentGreetingConfiguration.fromJson(reader);
                 } else if ("audio".equals(fieldName)) {
                     deserializedVoiceAgentDefinition.audio = VoiceAgentAudioConfiguration.fromJson(reader);
+                } else if ("soundscape".equals(fieldName)) {
+                    deserializedVoiceAgentDefinition.soundscape = VoiceAgentSoundscapeConfiguration.fromJson(reader);
                 } else if ("output_modalities".equals(fieldName)) {
                     List<VoiceOutputModality> outputModalities
                         = reader.readArray(reader1 -> VoiceOutputModality.fromString(reader1.getString()));
@@ -889,4 +892,41 @@ public VoiceAgentDefinition setSubagentConfiguration(VoiceAgentSubagentConfigura
         this.subagentConfiguration = subagentConfiguration;
         return this;
     }
+
+    /*
+     * Optional background ambience and event cues, stored with the agent version and separate from the audio
+     * configuration. Currently rendered only for telephony calls, not browser WebRTC or direct voice WebSocket
+     * sessions. Omit this property to disable all auxiliary audio. Persisted conversation recordings do not include the
+     * soundscape mix.
+     */
+    @Generated
+    private VoiceAgentSoundscapeConfiguration soundscape;
+
+    /**
+     * Get the soundscape property: Optional background ambience and event cues, stored with the agent version and
+     * separate from the audio configuration. Currently rendered only for telephony calls, not browser WebRTC or direct
+     * voice WebSocket sessions. Omit this property to disable all auxiliary audio. Persisted conversation recordings do
+     * not include the soundscape mix.
+     *
+     * @return the soundscape value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration getSoundscape() {
+        return this.soundscape;
+    }
+
+    /**
+     * Set the soundscape property: Optional background ambience and event cues, stored with the agent version and
+     * separate from the audio configuration. Currently rendered only for telephony calls, not browser WebRTC or direct
+     * voice WebSocket sessions. Omit this property to disable all auxiliary audio. Persisted conversation recordings do
+     * not include the soundscape mix.
+     *
+     * @param soundscape the soundscape value to set.
+     * @return the VoiceAgentDefinition object itself.
+     */
+    @Generated
+    public VoiceAgentDefinition setSoundscape(VoiceAgentSoundscapeConfiguration soundscape) {
+        this.soundscape = soundscape;
+        return this;
+    }
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
index f3efe979e01db..4ee9d6eef9eab 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java
@@ -18,6 +18,10 @@
 /**
  * Settings for transcribing input audio, including the transcription model, Custom Speech deployments,
  * and phrase hints.
+ * When `model` is `azure-speech-streaming`, transcription is supported for cascaded text-model
+ * conversations only (not realtime speech-to-speech models), requires a nonempty `language` such as
+ * `en-US` (comma-separated locales are supported), and supports `custom_speech`, `phrase_list`, and
+ * `profanity_filter`.
  */
 @Fluent
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
@@ -26,7 +30,9 @@ public final class VoiceAgentInputTranscription implements JsonSerializable<Voic
     /*
      * The language of the input audio. Supplying the input language in
      * [ISO-639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) (e.g. `en`) format
-     * will improve accuracy and latency.
+     * will improve accuracy and latency. Optional for other transcription models; required and must be
+     * nonempty when `model` is `azure-speech-streaming` (such as `en-US`; comma-separated locales are
+     * supported).
      */
     @Generated
     private String language;
@@ -62,6 +68,9 @@ public final class VoiceAgentInputTranscription implements JsonSerializable<Voic
 
     /*
      * The transcription model identifier. Configure customer custom speech deployments in `custom_speech`.
+     * `azure-speech-streaming` is for cascaded text-model conversations only (not realtime speech-to-speech models),
+     * requires a nonempty `language` such as `en-US` (comma-separated locales are supported), and supports
+     * `custom_speech`, `phrase_list`, and `profanity_filter`.
      */
     @Generated
     private final VoiceAgentInputTranscriptionModel model;
@@ -91,7 +100,9 @@ public VoiceAgentInputTranscription(VoiceAgentInputTranscriptionModel model) {
     /**
      * Get the language property: The language of the input audio. Supplying the input language in
      * [ISO-639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) (e.g. `en`) format
-     * will improve accuracy and latency.
+     * will improve accuracy and latency. Optional for other transcription models; required and must be
+     * nonempty when `model` is `azure-speech-streaming` (such as `en-US`; comma-separated locales are
+     * supported).
      *
      * @return the language value.
      */
@@ -103,7 +114,9 @@ public String getLanguage() {
     /**
      * Set the language property: The language of the input audio. Supplying the input language in
      * [ISO-639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) (e.g. `en`) format
-     * will improve accuracy and latency.
+     * will improve accuracy and latency. Optional for other transcription models; required and must be
+     * nonempty when `model` is `azure-speech-streaming` (such as `en-US`; comma-separated locales are
+     * supported).
      *
      * @param language the language value to set.
      * @return the VoiceAgentInputTranscription object itself.
@@ -212,7 +225,9 @@ public Delay getDelay() {
 
     /**
      * Get the model property: The transcription model identifier. Configure customer custom speech deployments in
-     * `custom_speech`.
+     * `custom_speech`. `azure-speech-streaming` is for cascaded text-model conversations only (not realtime
+     * speech-to-speech models), requires a nonempty `language` such as `en-US` (comma-separated locales are supported),
+     * and supports `custom_speech`, `phrase_list`, and `profanity_filter`.
      *
      * @return the model value.
      */
@@ -361,7 +376,7 @@ public VoiceAgentInputTranscription setDelay(Delay delay) {
 
     /*
      * Controls how profanity is handled in input transcripts. Supported only with managed Azure Speech
-     * (`azure-speech`), including Custom Speech.
+     * (`azure-speech` and `azure-speech-streaming`), including Custom Speech.
      * Set this property before the session starts. If omitted, the transcription provider's default applies.
      * You cannot change the mode during a session.
      * Filtering affects transcript events and the text sent to cascaded models. It does not change input
@@ -374,7 +389,7 @@ public VoiceAgentInputTranscription setDelay(Delay delay) {
     /**
      * Get the profanityFilter property: Controls how profanity is handled in input transcripts. Supported only with
      * managed Azure Speech
-     * (`azure-speech`), including Custom Speech.
+     * (`azure-speech` and `azure-speech-streaming`), including Custom Speech.
      * Set this property before the session starts. If omitted, the transcription provider's default applies.
      * You cannot change the mode during a session.
      * Filtering affects transcript events and the text sent to cascaded models. It does not change input
@@ -391,7 +406,7 @@ public VoiceAgentProfanityFilterMode getProfanityFilter() {
     /**
      * Set the profanityFilter property: Controls how profanity is handled in input transcripts. Supported only with
      * managed Azure Speech
-     * (`azure-speech`), including Custom Speech.
+     * (`azure-speech` and `azure-speech-streaming`), including Custom Speech.
      * Set this property before the session starts. If omitted, the transcription provider's default applies.
      * You cannot change the mode during a session.
      * Filtering affects transcript events and the text sent to cascaded models. It does not change input
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java
index 50b2c0a09be81..d452612992a4e 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java
@@ -12,6 +12,9 @@
  * The input-audio transcription model identifier. This is a model name, not a Foundry deployment name. Mirrors the
  * transcription models supported by the managed
  * voice backend, covering the OpenAI Realtime transcription models plus the Azure and MAI models.
+ * `azure-speech-streaming` is supported for cascaded text-model conversations only (not realtime speech-to-speech
+ * models), requires a nonempty `language` such as `en-US` (comma-separated locales are supported), and supports
+ * `custom_speech`, `phrase_list`, and `profanity_filter`.
  * Additional values may be added over time.
  */
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
@@ -102,4 +105,12 @@ public static VoiceAgentInputTranscriptionModel fromString(String name) {
     public static Collection<VoiceAgentInputTranscriptionModel> values() {
         return values(VoiceAgentInputTranscriptionModel.class);
     }
+
+    /**
+     * Azure AI Speech streaming transcription for cascaded text-model conversations only. Requires a nonempty
+     * `language`, such as `en-US`; comma-separated locales are supported. Supports `custom_speech`, `phrase_list`, and
+     * `profanity_filter`. Not supported with realtime speech-to-speech models.
+     */
+    @Generated
+    public static final VoiceAgentInputTranscriptionModel AZURE_SPEECH_STREAMING = fromString("azure-speech-streaming");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java
index ad18d4955c541..e749a6d1bc2ae 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java
@@ -13,14 +13,22 @@
 import java.io.IOException;
 
 /**
- * Input audio noise reduction configuration.
+ * Input audio noise reduction configuration. `azure_deep_noise_suppression_headset` and
+ * `azure_personal_noise_suppression` are modes for local voice activity detection that
+ * enhance detection audio without changing the audio used for recognition.
  */
 @Immutable
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
 public final class VoiceAgentNoiseReduction implements JsonSerializable<VoiceAgentNoiseReduction> {
 
     /*
-     * The noise reduction mode.
+     * The noise reduction mode. `azure_deep_noise_suppression_headset` provides
+     * headset-optimized noise suppression for local voice activity detection, optimized for
+     * low-sample-rate audio including 8 kHz telephony audio without changing recognition audio (not
+     * restricted to headset devices). `azure_personal_noise_suppression` starts with headset
+     * suppression for local voice activity detection and personalizes detection after automatic speaker
+     * enrollment while keeping recognition audio unchanged and keeping headset suppression active when
+     * personalization is unavailable.
      */
     @Generated
     private final VoiceAgentNoiseReductionType type;
@@ -36,7 +44,13 @@ public VoiceAgentNoiseReduction(VoiceAgentNoiseReductionType type) {
     }
 
     /**
-     * Get the type property: The noise reduction mode.
+     * Get the type property: The noise reduction mode. `azure_deep_noise_suppression_headset` provides
+     * headset-optimized noise suppression for local voice activity detection, optimized for
+     * low-sample-rate audio including 8 kHz telephony audio without changing recognition audio (not
+     * restricted to headset devices). `azure_personal_noise_suppression` starts with headset
+     * suppression for local voice activity detection and personalizes detection after automatic speaker
+     * enrollment while keeping recognition audio unchanged and keeping headset suppression active when
+     * personalization is unavailable.
      *
      * @return the type value.
      */
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java
index 8e8f11a9a7335..65a91e00f7cab 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java
@@ -10,6 +10,12 @@
 
 /**
  * The input audio noise reduction mode.
+ * - `azure_deep_noise_suppression_headset`: Azure headset-optimized noise suppression for local voice activity
+ * detection. Optimized for low-sample-rate audio, including 8 kHz telephony audio. Enhances detection audio without
+ * changing the audio used for recognition. The mode is not restricted to headset devices.
+ * - `azure_personal_noise_suppression`: Azure personalized noise suppression for local voice activity detection. Starts
+ * with headset suppression and personalizes detection after automatic speaker enrollment. Recognition audio is
+ * unchanged; headset suppression remains active when personalization is unavailable.
  */
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
 public final class VoiceAgentNoiseReductionType extends ExpandableStringEnum<VoiceAgentNoiseReductionType> {
@@ -63,4 +69,22 @@ public static VoiceAgentNoiseReductionType fromString(String name) {
     public static Collection<VoiceAgentNoiseReductionType> values() {
         return values(VoiceAgentNoiseReductionType.class);
     }
+
+    /**
+     * Azure headset-optimized noise suppression for local voice activity detection. Optimized for low-sample-rate
+     * audio, including 8 kHz telephony audio. Enhances detection audio without changing the audio used for recognition.
+     * The mode is not restricted to headset devices.
+     */
+    @Generated
+    public static final VoiceAgentNoiseReductionType AZURE_DEEP_NOISE_SUPPRESSION_HEADSET
+        = fromString("azure_deep_noise_suppression_headset");
+
+    /**
+     * Azure personalized noise suppression for local voice activity detection. Starts with headset suppression and
+     * personalizes detection after automatic speaker enrollment. Recognition audio is unchanged; headset suppression
+     * remains active when personalization is unavailable.
+     */
+    @Generated
+    public static final VoiceAgentNoiseReductionType AZURE_PERSONAL_NOISE_SUPPRESSION
+        = fromString("azure_personal_noise_suppression");
 }
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeConfiguration.java
new file mode 100644
index 0000000000000..ef0f2f03a8291
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeConfiguration.java
@@ -0,0 +1,229 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * Agent-owned background ambience and event cues. Each omitted track is disabled. The service rejects unknown fields;
+ * custom uploads, URLs, and inline audio are not supported.
+ */
+@Fluent
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public final class VoiceAgentSoundscapeConfiguration implements JsonSerializable<VoiceAgentSoundscapeConfiguration> {
+
+    /*
+     * Continuous background ambience that continues during caller and agent speech.
+     */
+    @Generated
+    private VoiceAgentSoundscapeTrackConfiguration background;
+
+    /*
+     * A loop played while a non-call-control tool is pending and the agent is silent, after the configured delay.
+     */
+    @Generated
+    private VoiceAgentSoundscapeWorkingTrackConfiguration working;
+
+    /*
+     * An interruptible cue played before the first agent speech.
+     */
+    @Generated
+    private VoiceAgentSoundscapeTrackConfiguration opening;
+
+    /*
+     * A one-shot cue played after queued agent speech drains and before a committed call transfer.
+     */
+    @Generated
+    private VoiceAgentSoundscapeTrackConfiguration transfer;
+
+    /*
+     * A one-shot cue played after queued agent speech drains and before a committed session end.
+     */
+    @Generated
+    private VoiceAgentSoundscapeTrackConfiguration closing;
+
+    /**
+     * Creates an instance of VoiceAgentSoundscapeConfiguration class.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration() {
+    }
+
+    /**
+     * Get the background property: Continuous background ambience that continues during caller and agent speech.
+     *
+     * @return the background value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration getBackground() {
+        return this.background;
+    }
+
+    /**
+     * Set the background property: Continuous background ambience that continues during caller and agent speech.
+     *
+     * @param background the background value to set.
+     * @return the VoiceAgentSoundscapeConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration setBackground(VoiceAgentSoundscapeTrackConfiguration background) {
+        this.background = background;
+        return this;
+    }
+
+    /**
+     * Get the working property: A loop played while a non-call-control tool is pending and the agent is silent, after
+     * the configured delay.
+     *
+     * @return the working value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeWorkingTrackConfiguration getWorking() {
+        return this.working;
+    }
+
+    /**
+     * Set the working property: A loop played while a non-call-control tool is pending and the agent is silent, after
+     * the configured delay.
+     *
+     * @param working the working value to set.
+     * @return the VoiceAgentSoundscapeConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration setWorking(VoiceAgentSoundscapeWorkingTrackConfiguration working) {
+        this.working = working;
+        return this;
+    }
+
+    /**
+     * Get the opening property: An interruptible cue played before the first agent speech.
+     *
+     * @return the opening value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration getOpening() {
+        return this.opening;
+    }
+
+    /**
+     * Set the opening property: An interruptible cue played before the first agent speech.
+     *
+     * @param opening the opening value to set.
+     * @return the VoiceAgentSoundscapeConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration setOpening(VoiceAgentSoundscapeTrackConfiguration opening) {
+        this.opening = opening;
+        return this;
+    }
+
+    /**
+     * Get the transfer property: A one-shot cue played after queued agent speech drains and before a committed call
+     * transfer.
+     *
+     * @return the transfer value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration getTransfer() {
+        return this.transfer;
+    }
+
+    /**
+     * Set the transfer property: A one-shot cue played after queued agent speech drains and before a committed call
+     * transfer.
+     *
+     * @param transfer the transfer value to set.
+     * @return the VoiceAgentSoundscapeConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration setTransfer(VoiceAgentSoundscapeTrackConfiguration transfer) {
+        this.transfer = transfer;
+        return this;
+    }
+
+    /**
+     * Get the closing property: A one-shot cue played after queued agent speech drains and before a committed session
+     * end.
+     *
+     * @return the closing value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration getClosing() {
+        return this.closing;
+    }
+
+    /**
+     * Set the closing property: A one-shot cue played after queued agent speech drains and before a committed session
+     * end.
+     *
+     * @param closing the closing value to set.
+     * @return the VoiceAgentSoundscapeConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeConfiguration setClosing(VoiceAgentSoundscapeTrackConfiguration closing) {
+        this.closing = closing;
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeJsonField("background", this.background);
+        jsonWriter.writeJsonField("working", this.working);
+        jsonWriter.writeJsonField("opening", this.opening);
+        jsonWriter.writeJsonField("transfer", this.transfer);
+        jsonWriter.writeJsonField("closing", this.closing);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of VoiceAgentSoundscapeConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of VoiceAgentSoundscapeConfiguration if the JsonReader was pointing to an instance of it, or
+     * null if it was pointing to JSON null.
+     * @throws IOException If an error occurs while reading the VoiceAgentSoundscapeConfiguration.
+     */
+    @Generated
+    public static VoiceAgentSoundscapeConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            VoiceAgentSoundscapeConfiguration deserializedVoiceAgentSoundscapeConfiguration
+                = new VoiceAgentSoundscapeConfiguration();
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("background".equals(fieldName)) {
+                    deserializedVoiceAgentSoundscapeConfiguration.background
+                        = VoiceAgentSoundscapeTrackConfiguration.fromJson(reader);
+                } else if ("working".equals(fieldName)) {
+                    deserializedVoiceAgentSoundscapeConfiguration.working
+                        = VoiceAgentSoundscapeWorkingTrackConfiguration.fromJson(reader);
+                } else if ("opening".equals(fieldName)) {
+                    deserializedVoiceAgentSoundscapeConfiguration.opening
+                        = VoiceAgentSoundscapeTrackConfiguration.fromJson(reader);
+                } else if ("transfer".equals(fieldName)) {
+                    deserializedVoiceAgentSoundscapeConfiguration.transfer
+                        = VoiceAgentSoundscapeTrackConfiguration.fromJson(reader);
+                } else if ("closing".equals(fieldName)) {
+                    deserializedVoiceAgentSoundscapeConfiguration.closing
+                        = VoiceAgentSoundscapeTrackConfiguration.fromJson(reader);
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            return deserializedVoiceAgentSoundscapeConfiguration;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSound.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSound.java
new file mode 100644
index 0000000000000..bc2321db5e251
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSound.java
@@ -0,0 +1,78 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+
+/**
+ * The packaged sounds accepted by a built-in soundscape source.
+ */
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public enum VoiceAgentSoundscapeSound {
+
+    /**
+     * Quiet office ambience.
+     */
+    OFFICE("office"),
+    /**
+     * Busy call-center ambience.
+     */
+    CALL_CENTER("call_center"),
+    /**
+     * Busy street ambience.
+     */
+    BUSY_STREET("busy_street"),
+    /**
+     * Crowd conversation ambience.
+     */
+    PEOPLE_TALKING("people_talking"),
+    /**
+     * Street and metro-station ambience.
+     */
+    STREET_AND_METRO_STATION("street_and_metro_station"),
+    /**
+     * The first notification tone.
+     */
+    DING1("ding1"),
+    /**
+     * The second notification tone.
+     */
+    DING2("ding2");
+
+    /**
+     * The actual serialized value for a VoiceAgentSoundscapeSound instance.
+     */
+    private final String value;
+
+    VoiceAgentSoundscapeSound(String value) {
+        this.value = value;
+    }
+
+    /**
+     * Parses a serialized value to a VoiceAgentSoundscapeSound instance.
+     *
+     * @param value the serialized value to parse.
+     * @return the parsed VoiceAgentSoundscapeSound object, or null if unable to parse.
+     */
+    public static VoiceAgentSoundscapeSound fromString(String value) {
+        if (value == null) {
+            return null;
+        }
+        VoiceAgentSoundscapeSound[] items = VoiceAgentSoundscapeSound.values();
+        for (VoiceAgentSoundscapeSound item : items) {
+            if (item.toString().equalsIgnoreCase(value)) {
+                return item;
+            }
+        }
+        return null;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Override
+    public String toString() {
+        return this.value;
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSourceConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSourceConfiguration.java
new file mode 100644
index 0000000000000..f853b18f94327
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSourceConfiguration.java
@@ -0,0 +1,103 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Generated;
+import com.azure.core.annotation.Immutable;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * A packaged sound selected from the service-managed catalogue. The service rejects unknown source fields and
+ * discriminator values.
+ */
+@Immutable
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public final class VoiceAgentSoundscapeSourceConfiguration
+    implements JsonSerializable<VoiceAgentSoundscapeSourceConfiguration> {
+
+    /*
+     * The audio source type. Always `built_in`.
+     */
+    @Generated
+    private final String type = "built_in";
+
+    /*
+     * The name of the packaged sound. Only the listed built-in sounds are accepted.
+     */
+    @Generated
+    private final VoiceAgentSoundscapeSound name;
+
+    /**
+     * Creates an instance of VoiceAgentSoundscapeSourceConfiguration class.
+     *
+     * @param name the name value to set.
+     */
+    @Generated
+    public VoiceAgentSoundscapeSourceConfiguration(VoiceAgentSoundscapeSound name) {
+        this.name = name;
+    }
+
+    /**
+     * Get the type property: The audio source type. Always `built_in`.
+     *
+     * @return the type value.
+     */
+    @Generated
+    public String getType() {
+        return this.type;
+    }
+
+    /**
+     * Get the name property: The name of the packaged sound. Only the listed built-in sounds are accepted.
+     *
+     * @return the name value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeSound getName() {
+        return this.name;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeStringField("type", this.type);
+        jsonWriter.writeStringField("name", this.name == null ? null : this.name.toString());
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of VoiceAgentSoundscapeSourceConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of VoiceAgentSoundscapeSourceConfiguration if the JsonReader was pointing to an instance of
+     * it, or null if it was pointing to JSON null.
+     * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
+     * @throws IOException If an error occurs while reading the VoiceAgentSoundscapeSourceConfiguration.
+     */
+    @Generated
+    public static VoiceAgentSoundscapeSourceConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            VoiceAgentSoundscapeSound name = null;
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("name".equals(fieldName)) {
+                    name = VoiceAgentSoundscapeSound.fromString(reader.getString());
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            return new VoiceAgentSoundscapeSourceConfiguration(name);
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeTrackConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeTrackConfiguration.java
new file mode 100644
index 0000000000000..90afa649b78ea
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeTrackConfiguration.java
@@ -0,0 +1,123 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+
+/**
+ * A soundscape track with its own audio source and playback volume.
+ */
+@Fluent
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public final class VoiceAgentSoundscapeTrackConfiguration
+    implements JsonSerializable<VoiceAgentSoundscapeTrackConfiguration> {
+
+    /*
+     * The required audio source for this track.
+     */
+    @Generated
+    private final VoiceAgentSoundscapeSourceConfiguration source;
+
+    /*
+     * Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the service defaults to 1. A
+     * value of 0 mutes this track.
+     */
+    @Generated
+    private Double gain;
+
+    /**
+     * Creates an instance of VoiceAgentSoundscapeTrackConfiguration class.
+     *
+     * @param source the source value to set.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration(VoiceAgentSoundscapeSourceConfiguration source) {
+        this.source = source;
+    }
+
+    /**
+     * Get the source property: The required audio source for this track.
+     *
+     * @return the source value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeSourceConfiguration getSource() {
+        return this.source;
+    }
+
+    /**
+     * Get the gain property: Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the
+     * service defaults to 1. A value of 0 mutes this track.
+     *
+     * @return the gain value.
+     */
+    @Generated
+    public Double getGain() {
+        return this.gain;
+    }
+
+    /**
+     * Set the gain property: Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the
+     * service defaults to 1. A value of 0 mutes this track.
+     *
+     * @param gain the gain value to set.
+     * @return the VoiceAgentSoundscapeTrackConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeTrackConfiguration setGain(Double gain) {
+        this.gain = gain;
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeJsonField("source", this.source);
+        jsonWriter.writeNumberField("gain", this.gain);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of VoiceAgentSoundscapeTrackConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of VoiceAgentSoundscapeTrackConfiguration if the JsonReader was pointing to an instance of
+     * it, or null if it was pointing to JSON null.
+     * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
+     * @throws IOException If an error occurs while reading the VoiceAgentSoundscapeTrackConfiguration.
+     */
+    @Generated
+    public static VoiceAgentSoundscapeTrackConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            VoiceAgentSoundscapeSourceConfiguration source = null;
+            Double gain = null;
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("source".equals(fieldName)) {
+                    source = VoiceAgentSoundscapeSourceConfiguration.fromJson(reader);
+                } else if ("gain".equals(fieldName)) {
+                    gain = reader.getNullable(JsonReader::getDouble);
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            VoiceAgentSoundscapeTrackConfiguration deserializedVoiceAgentSoundscapeTrackConfiguration
+                = new VoiceAgentSoundscapeTrackConfiguration(source);
+            deserializedVoiceAgentSoundscapeTrackConfiguration.gain = gain;
+            return deserializedVoiceAgentSoundscapeTrackConfiguration;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeWorkingTrackConfiguration.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeWorkingTrackConfiguration.java
new file mode 100644
index 0000000000000..0ac0abd846cf3
--- /dev/null
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeWorkingTrackConfiguration.java
@@ -0,0 +1,169 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT License.
+// Code generated by Microsoft (R) TypeSpec Code Generator.
+package com.azure.ai.agents.models;
+
+import com.azure.ai.agents.implementation.utils.Beta;
+import com.azure.core.annotation.Fluent;
+import com.azure.core.annotation.Generated;
+import com.azure.json.JsonReader;
+import com.azure.json.JsonSerializable;
+import com.azure.json.JsonToken;
+import com.azure.json.JsonWriter;
+import java.io.IOException;
+import java.time.Duration;
+
+/**
+ * A working-loop track with a delay measured from the first pending non-call-control tool.
+ */
+@Fluent
+@Beta(warningText = "Preview API. VoiceAgents=V1Preview")
+public final class VoiceAgentSoundscapeWorkingTrackConfiguration
+    implements JsonSerializable<VoiceAgentSoundscapeWorkingTrackConfiguration> {
+
+    /*
+     * The required audio source for this track.
+     */
+    @Generated
+    private final VoiceAgentSoundscapeSourceConfiguration source;
+
+    /*
+     * Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the service defaults to 1. A
+     * value of 0 mutes this track.
+     */
+    @Generated
+    private Double gain;
+
+    /*
+     * The delay in milliseconds before working audio starts, from 0 to 10000. If omitted, the service defaults to 1000
+     * milliseconds. This delays only working audio, not tool execution, and is valid only on the working track.
+     */
+    @Generated
+    private Long delay;
+
+    /**
+     * Creates an instance of VoiceAgentSoundscapeWorkingTrackConfiguration class.
+     *
+     * @param source the source value to set.
+     */
+    @Generated
+    public VoiceAgentSoundscapeWorkingTrackConfiguration(VoiceAgentSoundscapeSourceConfiguration source) {
+        this.source = source;
+    }
+
+    /**
+     * Get the source property: The required audio source for this track.
+     *
+     * @return the source value.
+     */
+    @Generated
+    public VoiceAgentSoundscapeSourceConfiguration getSource() {
+        return this.source;
+    }
+
+    /**
+     * Get the gain property: Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the
+     * service defaults to 1. A value of 0 mutes this track.
+     *
+     * @return the gain value.
+     */
+    @Generated
+    public Double getGain() {
+        return this.gain;
+    }
+
+    /**
+     * Set the gain property: Linear playback gain from 0 to 1, independent of agent speech volume. If omitted, the
+     * service defaults to 1. A value of 0 mutes this track.
+     *
+     * @param gain the gain value to set.
+     * @return the VoiceAgentSoundscapeWorkingTrackConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeWorkingTrackConfiguration setGain(Double gain) {
+        this.gain = gain;
+        return this;
+    }
+
+    /**
+     * Get the delay property: The delay in milliseconds before working audio starts, from 0 to 10000. If omitted, the
+     * service defaults to 1000 milliseconds. This delays only working audio, not tool execution, and is valid only on
+     * the working track.
+     *
+     * @return the delay value.
+     */
+    @Generated
+    public Duration getDelay() {
+        if (this.delay == null) {
+            return null;
+        }
+        return Duration.ofMillis(this.delay);
+    }
+
+    /**
+     * Set the delay property: The delay in milliseconds before working audio starts, from 0 to 10000. If omitted, the
+     * service defaults to 1000 milliseconds. This delays only working audio, not tool execution, and is valid only on
+     * the working track.
+     *
+     * @param delay the delay value to set.
+     * @return the VoiceAgentSoundscapeWorkingTrackConfiguration object itself.
+     */
+    @Generated
+    public VoiceAgentSoundscapeWorkingTrackConfiguration setDelay(Duration delay) {
+        if (delay == null) {
+            this.delay = null;
+        } else {
+            this.delay = delay.toMillis();
+        }
+        return this;
+    }
+
+    /**
+     * {@inheritDoc}
+     */
+    @Generated
+    @Override
+    public JsonWriter toJson(JsonWriter jsonWriter) throws IOException {
+        jsonWriter.writeStartObject();
+        jsonWriter.writeJsonField("source", this.source);
+        jsonWriter.writeNumberField("gain", this.gain);
+        jsonWriter.writeNumberField("delay_ms", this.delay);
+        return jsonWriter.writeEndObject();
+    }
+
+    /**
+     * Reads an instance of VoiceAgentSoundscapeWorkingTrackConfiguration from the JsonReader.
+     *
+     * @param jsonReader The JsonReader being read.
+     * @return An instance of VoiceAgentSoundscapeWorkingTrackConfiguration if the JsonReader was pointing to an
+     * instance of it, or null if it was pointing to JSON null.
+     * @throws IllegalStateException If the deserialized JSON object was missing any required properties.
+     * @throws IOException If an error occurs while reading the VoiceAgentSoundscapeWorkingTrackConfiguration.
+     */
+    @Generated
+    public static VoiceAgentSoundscapeWorkingTrackConfiguration fromJson(JsonReader jsonReader) throws IOException {
+        return jsonReader.readObject(reader -> {
+            VoiceAgentSoundscapeSourceConfiguration source = null;
+            Double gain = null;
+            Long delay = null;
+            while (reader.nextToken() != JsonToken.END_OBJECT) {
+                String fieldName = reader.getFieldName();
+                reader.nextToken();
+                if ("source".equals(fieldName)) {
+                    source = VoiceAgentSoundscapeSourceConfiguration.fromJson(reader);
+                } else if ("gain".equals(fieldName)) {
+                    gain = reader.getNullable(JsonReader::getDouble);
+                } else if ("delay_ms".equals(fieldName)) {
+                    delay = reader.getNullable(JsonReader::getLong);
+                } else {
+                    reader.skipChildren();
+                }
+            }
+            VoiceAgentSoundscapeWorkingTrackConfiguration deserializedVoiceAgentSoundscapeWorkingTrackConfiguration
+                = new VoiceAgentSoundscapeWorkingTrackConfiguration(source);
+            deserializedVoiceAgentSoundscapeWorkingTrackConfiguration.gain = gain;
+            deserializedVoiceAgentSoundscapeWorkingTrackConfiguration.delay = delay;
+            return deserializedVoiceAgentSoundscapeWorkingTrackConfiguration;
+        });
+    }
+}
diff --git a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java
index 9fff9c3ba0f90..49cdb469011cb 100644
--- a/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java
+++ b/sdk/ai/azure-ai-agents/src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java
@@ -16,8 +16,10 @@
 
 /**
  * A closed reference to the hosted text agent that owns conversation handling for a voice agent. The hosted agent is
- * resolved within the same project and must support the `invocations_ws` protocol, Voice Live compatibility, and Bridge
- * Protocol 1.0.
+ * resolved within the same project and must declare `voice_conversation_engine` version `1.0.0`. Voice Live connects
+ * through the dedicated voice-conversation-engine endpoint using the existing Bridge Protocol 1.0 wire semantics; the
+ * Bridge message version is independent of the container protocol version and the Hosted Agents API version `v1`.
+ * Declaring `invocations_ws` is optional and does not substitute for `voice_conversation_engine`.
  */
 @Fluent
 @Beta(warningText = "Preview API. VoiceAgents=V1Preview")
@@ -45,8 +47,10 @@ public final class VoiceHostedAgentConversationEngine extends VoiceConversationE
 
     /*
      * A closed reference to the hosted text agent that owns conversation handling for a voice agent. The hosted agent
-     * is resolved within the same project and must support the `invocations_ws` protocol, Voice Live compatibility, and
-     * Bridge Protocol 1.0.
+     * is resolved within the same project and must declare `voice_conversation_engine` version `1.0.0`. Voice Live
+     * connects through the dedicated voice-conversation-engine endpoint using the existing Bridge Protocol 1.0 wire
+     * semantics; the Bridge message version is independent of the container protocol version and the Hosted Agents API
+     * version `v1`. Declaring `invocations_ws` is optional and does not substitute for `voice_conversation_engine`.
      */
     @Generated
     private Map<String, BinaryData> additionalProperties;
@@ -110,8 +114,11 @@ public VoiceHostedAgentConversationEngine setVersion(String version) {
 
     /**
      * Get the additionalProperties property: A closed reference to the hosted text agent that owns conversation
-     * handling for a voice agent. The hosted agent is resolved within the same project and must support the
-     * `invocations_ws` protocol, Voice Live compatibility, and Bridge Protocol 1.0.
+     * handling for a voice agent. The hosted agent is resolved within the same project and must declare
+     * `voice_conversation_engine` version `1.0.0`. Voice Live connects through the dedicated voice-conversation-engine
+     * endpoint using the existing Bridge Protocol 1.0 wire semantics; the Bridge message version is independent of the
+     * container protocol version and the Hosted Agents API version `v1`. Declaring `invocations_ws` is optional and
+     * does not substitute for `voice_conversation_engine`.
      *
      * @return the additionalProperties value.
      */
@@ -122,8 +129,11 @@ public Map<String, BinaryData> getAdditionalProperties() {
 
     /**
      * Set the additionalProperties property: A closed reference to the hosted text agent that owns conversation
-     * handling for a voice agent. The hosted agent is resolved within the same project and must support the
-     * `invocations_ws` protocol, Voice Live compatibility, and Bridge Protocol 1.0.
+     * handling for a voice agent. The hosted agent is resolved within the same project and must declare
+     * `voice_conversation_engine` version `1.0.0`. Voice Live connects through the dedicated voice-conversation-engine
+     * endpoint using the existing Bridge Protocol 1.0 wire semantics; the Bridge message version is independent of the
+     * container protocol version and the Hosted Agents API version `v1`. Declaring `invocations_ws` is optional and
+     * does not substitute for `voice_conversation_engine`.
      *
      * @param additionalProperties the additionalProperties value to set.
      * @return the VoiceHostedAgentConversationEngine object itself.
diff --git a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
index 303f5b86184ac..0afeff4d644cf 100644
--- a/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
+++ b/sdk/ai/azure-ai-agents/src/main/resources/META-INF/azure-ai-agents_metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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odels/VoiceAgentAvatarScene.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoBackground.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoCrop.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoParameters.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAvatarVideoResolution.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadEnglishTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadMultilingualTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentAzureSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentDefinition.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellation.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEchoCancellationReferenceSource.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndConversationSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceDetectionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentEndOfUtteranceThresholdLevel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentFunctionToolType1.java","src/main/java/com/azure/ai/agents/models/VoiceAgentGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscription.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInputTranscriptionModel.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentInterimResponseTrigger.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmGeneratedGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentLlmInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentMcpTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReduction.java","src/main/java/com/azure/ai/agents/models/VoiceAgentNoiseReductionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentProfanityFilterMode.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRealtimeResponse.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationBlendshapeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAnimationVisemeDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioConfig.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseAudioTimestampDoneEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseCreateOptions.java","src/main/java/com/azure/ai/agents/models/VoiceAgentResponseVideoDeltaEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallErrorEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreateEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentRtcCallSdpCreatedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSemanticVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentServerVadTurnDetection.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarConnectingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToIdleEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionAvatarSwitchToSpeakingEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionIncludeOption.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentAbortedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentCompletedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionSubagentStartedEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSessionUpdateConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSound.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeSourceConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeTrackConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSoundscapeWorkingTrackConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentStaticInterimResponseConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagent.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentAbortReason.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSubagentResponsePolicy.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentSystemToolName.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTemplateGreetingConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolResponseScheduling.java","src/main/java/com/azure/ai/agents/models/VoiceAgentToolboxTool.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionPhrase.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTranscriptionWord.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTransport.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionConfiguration.java","src/main/java/com/azure/ai/agents/models/VoiceAgentTurnDetectionType.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningDetails.java","src/main/java/com/azure/ai/agents/models/VoiceAgentWarningEvent.java","src/main/java/com/azure/ai/agents/models/VoiceAudioCodec.java","src/main/java/com/azure/ai/agents/models/VoiceAudioContainerFormat.java","src/main/java/com/azure/ai/agents/models/VoiceAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceAudioRole.java","src/main/java/com/azure/ai/agents/models/VoiceConversation.java","src/main/java/com/azure/ai/agents/models/VoiceConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceConversationStatus.java","src/main/java/com/azure/ai/agents/models/VoiceGeneratedAudioItem.java","src/main/java/com/azure/ai/agents/models/VoiceHostedAgentConversationEngine.java","src/main/java/com/azure/ai/agents/models/VoiceIds.java","src/main/java/com/azure/ai/agents/models/VoiceModelType.java","src/main/java/com/azure/ai/agents/models/VoiceOutputModality.java","src/main/java/com/azure/ai/agents/models/VoiceRecording.java","src/main/java/com/azure/ai/agents/models/VoiceRecordingChannelLayout.java","src/main/java/com/azure/ai/agents/models/VoiceResponse.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudio.java","src/main/java/com/azure/ai/agents/models/VoiceResponseAudioOutput.java","src/main/java/com/azure/ai/agents/models/VoiceResponseObjectType.java","src/main/java/com/azure/ai/agents/models/VoiceType.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WebSearchApproximateLocation.java","src/main/java/com/azure/ai/agents/models/WebSearchConfiguration.java","src/main/java/com/azure/ai/agents/models/WebSearchPreviewTool.java","src/main/java/com/azure/ai/agents/models/WebSearchTool.java","src/main/java/com/azure/ai/agents/models/WebSearchToolFilters.java","src/main/java/com/azure/ai/agents/models/WebSearchToolSearchContextSize.java","src/main/java/com/azure/ai/agents/models/WebSearchToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewTool.java","src/main/java/com/azure/ai/agents/models/WorkIqPreviewToolboxTool.java","src/main/java/com/azure/ai/agents/models/WorkflowAgentDefinition.java","src/main/java/com/azure/ai/agents/models/package-info.java","src/main/java/com/azure/ai/agents/package-info.java","src/main/java/module-info.java"]}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-agents/tsp-location.yaml b/sdk/ai/azure-ai-agents/tsp-location.yaml
index efb423420646d..0c69fa8ef3041 100644
--- a/sdk/ai/azure-ai-agents/tsp-location.yaml
+++ b/sdk/ai/azure-ai-agents/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-agents
-commit: 5580485232ea181a92abbddfd8274378e00ec033
+commit: 5ad5a4f048a3773f809b70563f0ac9ca8cb4859c
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
   - specification/ai-foundry/data-plane/Foundry/src/agents
diff --git a/sdk/ai/azure-ai-projects/tsp-location.yaml b/sdk/ai/azure-ai-projects/tsp-location.yaml
index e3f3cb9f0f7cb..497a872cfda95 100644
--- a/sdk/ai/azure-ai-projects/tsp-location.yaml
+++ b/sdk/ai/azure-ai-projects/tsp-location.yaml
@@ -1,5 +1,5 @@
 directory: specification/ai-foundry/data-plane/Foundry/src/sdk-java-azure-ai-projects
-commit: 5580485232ea181a92abbddfd8274378e00ec033
+commit: bdf26751385b0afc96e53feddc0d7099694bcb91
 repo: Azure/azure-rest-api-specs
 additionalDirectories:
     - specification/ai-foundry/data-plane/Foundry/src/sdk-common

From 46a1db1a9dbcb32974b3ea27c90f276621b61c75 Mon Sep 17 00:00:00 2001
From: Kaylie <50653231+kaylieee@users.noreply.github.com>
Date: Thu, 29 Oct 2026 13:34:45 -0700
Subject: [PATCH 17/20] Prepare for 2.9.0 release (#51026)

* bump versions

* update changelog

* update readme
---
 eng/versioning/version_client.txt     |  4 +--
 sdk/ai/azure-ai-agents/CHANGELOG.md   | 35 ++++++++++++++++++++++++++-
 sdk/ai/azure-ai-agents/README.md      |  7 ++++--
 sdk/ai/azure-ai-agents/pom.xml        |  2 +-
 sdk/ai/azure-ai-projects/CHANGELOG.md | 16 ++++++++----
 sdk/ai/azure-ai-projects/README.md    |  2 +-
 sdk/ai/azure-ai-projects/pom.xml      |  4 +--
 7 files changed, 56 insertions(+), 14 deletions(-)

diff --git a/eng/versioning/version_client.txt b/eng/versioning/version_client.txt
index 9da52dae57c95..154cb246bc1e2 100644
--- a/eng/versioning/version_client.txt
+++ b/eng/versioning/version_client.txt
@@ -37,7 +37,7 @@ com.azure:azure-data-sdk-parent;1.3.0;1.3.0
 com.azure:azure-sdk-parent;1.6.0;1.6.0
 com.azure:azure-client-sdk-parent;1.7.0;1.7.0
 com.azure:azure-ai-agents-persistent;1.0.0-beta.2;1.0.0-beta.3
-com.azure:azure-ai-agents;2.8.0;2.9.0-beta.1
+com.azure:azure-ai-agents;2.8.0;2.9.0
 com.azure:azure-ai-contentsafety;1.0.21;1.1.0-beta.2
 com.azure:azure-ai-contentunderstanding;1.0.0;1.1.0-beta.4
 com.azure:azure-ai-discovery;1.0.0-beta.1;1.0.0-beta.2
@@ -51,7 +51,7 @@ com.azure:azure-ai-openai;1.0.0-beta.16;1.0.0-beta.17
 com.azure:azure-ai-openai-assistants;1.0.0-beta.5;1.0.0-beta.6
 com.azure:azure-ai-openai-realtime;1.0.0-beta.1;1.0.0-beta.1
 com.azure:azure-ai-openai-stainless;1.0.0-beta.1;1.0.0-beta.1
-com.azure:azure-ai-projects;2.8.0;2.9.0-beta.1
+com.azure:azure-ai-projects;2.8.0;2.9.0
 com.azure:azure-ai-speech-transcription;1.0.0;1.1.0-beta.1
 com.azure:azure-ai-textanalytics;5.5.16;5.6.0-beta.1
 com.azure:azure-ai-textanalytics-perf;1.0.0-beta.1;1.0.0-beta.1
diff --git a/sdk/ai/azure-ai-agents/CHANGELOG.md b/sdk/ai/azure-ai-agents/CHANGELOG.md
index 112ea3883bb47..2029d64ebf2eb 100644
--- a/sdk/ai/azure-ai-agents/CHANGELOG.md
+++ b/sdk/ai/azure-ai-agents/CHANGELOG.md
@@ -1,18 +1,51 @@
 # Release History
 
-## 2.9.0-beta.1 (Unreleased)
+## 2.9.0 (Unreleased)
 
 ### Features Added
 
+- Added hosted-agent memory snapshot opt-in through `HostedAgentDefinition.setEnableMemorySnapshot(...)` and
+  `isEnableMemorySnapshot()`. Sessions for a snapshot-enabled agent version start from a snapshot of its initialized
+  process instead of starting the process from its image.
+- Added preview voice-agent soundscapes through `VoiceAgentDefinition.setSoundscape(...)`,
+  `VoiceAgentSoundscapeConfiguration`, and related track and built-in sound models. Soundscapes support background
+  ambience, delayed working audio while tools are pending, and opening, transfer, and closing cues. Rendering is
+  currently limited to telephony calls; persisted conversation recordings do not include the soundscape mix.
+- Added preview input-transcript profanity filtering through `VoiceAgentInputTranscription.setProfanityFilter(...)`
+  and `VoiceAgentProfanityFilterMode`, with `MASKED`, `REMOVED`, and `UNFILTERED` modes. Filtering is supported with
+  managed Azure Speech, including Custom Speech, and must be configured before the session starts.
+- Added `VoiceAgentInputTranscriptionModel.AZURE_SPEECH_STREAMING` for preview streaming Azure Speech transcription
+  in cascaded text-model conversations. It requires a nonempty language setting and supports Custom Speech,
+  phrase hints, and profanity filtering; it is not supported with realtime speech-to-speech models.
+- Added preview `VoiceAgentNoiseReductionType.AZURE_DEEP_NOISE_SUPPRESSION_HEADSET` and
+  `AZURE_PERSONAL_NOISE_SUPPRESSION` modes for local voice activity detection. These modes enhance detection audio
+  without changing the audio used for recognition.
+- Added preview `AgentEndpointProtocol.VOICE_CONVERSATION_ENGINE` for the hosted-agent text conversation protocol
+  used by Voice Live Bridge. Audio transport remains outside this protocol.
+
 ### Breaking Changes
 
+- Updated the preview hosted voice conversation-engine contract: hosted agents referenced by
+  `VoiceHostedAgentConversationEngine` must declare `voice_conversation_engine` version `1.0.0`.
+  Declaring `invocations_ws` is optional and no longer substitutes for the dedicated voice conversation-engine protocol.
+
 ### Bugs Fixed
 
+- Fixed cursor-based list operations that stopped after the first page, including memory-store, memory-item,
+  toolbox, and voice-agent listings. Paging now follows the service's `last_id` cursor and supports resuming from
+  a continuation token.
+- Fixed cursor-based paging to stop when the service returns `has_more: false`, even if the response still includes
+  a `last_id`, avoiding unnecessary requests after the final page.
+
 ### Other Changes
 
 - Deprecated `BrowserAutomationPreviewTool`, `BrowserAutomationPreviewToolboxTool`, and the corresponding
   `BROWSER_AUTOMATION_PREVIEW` tool-type values. Use `BrowserAutomationTool`, `BrowserAutomationToolboxTool`,
   and the `BROWSER_AUTOMATION` values instead. See [Browser Automation documentation](https://aka.ms/bat/docs).
+- Regenerated the client from the updated Foundry TypeSpec specification.
+- Updated `azure-core` from `1.60.0` to `1.61.0` and `azure-core-http-netty` from `1.16.8` to `1.17.0`.
+- Updated Reactor Netty from `1.2.18` to `1.3.7` and Netty from `4.1.138.Final` to `4.2.19.Final`,
+  including the Netty codec module changes required by the newer runtime.
 
 ## 2.8.0 (2026-10-19)
 
diff --git a/sdk/ai/azure-ai-agents/README.md b/sdk/ai/azure-ai-agents/README.md
index e8048423ebf8b..003d4a3770b34 100644
--- a/sdk/ai/azure-ai-agents/README.md
+++ b/sdk/ai/azure-ai-agents/README.md
@@ -31,7 +31,7 @@ Various documentation is available to help you get started
 <dependency>
     <groupId>com.azure</groupId>
     <artifactId>azure-ai-agents</artifactId>
-    <version>2.8.0</version>
+    <version>2.9.0</version>
 </dependency>
 ```
 [//]: # ({x-version-update-end})
@@ -160,7 +160,7 @@ The SDK supports a variety of tools that can be attached to agent definitions. S
 | Tool class | Description |
 |---|---|
 | `BingCustomSearchPreviewTool` | Bing custom search |
-| `BrowserAutomationPreviewTool` | Browser automation |
+| `BrowserAutomationPreviewTool` | Deprecated; use `BrowserAutomationTool` |
 | `ComputerUsePreviewTool` | Computer use |
 | `FabricIqPreviewTool` | Fabric IQ |
 | `MemorySearchPreviewTool` | Memory search |
@@ -662,6 +662,9 @@ See the full sample in [SharePointGroundingSync.java](https://github.com/Azure/a
 
 Interact with web pages using `BrowserAutomationTool`. For toolbox configuration, use `BrowserAutomationToolboxTool`.
 
+The legacy `BrowserAutomationPreviewTool` and `BrowserAutomationPreviewToolboxTool` are deprecated and no longer available.
+Use `BrowserAutomationTool` and `BrowserAutomationToolboxTool` instead. See [Browser Automation documentation](https://aka.ms/bat/docs).
+
 ```java com.azure.ai.agents.define_browser_automation
 // Create browser automation tool with connection configuration
 BrowserAutomationTool browserTool = new BrowserAutomationTool(
diff --git a/sdk/ai/azure-ai-agents/pom.xml b/sdk/ai/azure-ai-agents/pom.xml
index fa962f046062c..dd4ff0d6802a0 100644
--- a/sdk/ai/azure-ai-agents/pom.xml
+++ b/sdk/ai/azure-ai-agents/pom.xml
@@ -14,7 +14,7 @@
 
   <groupId>com.azure</groupId>
   <artifactId>azure-ai-agents</artifactId>
-  <version>2.9.0-beta.1</version> <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
+  <version>2.9.0</version> <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
   <packaging>jar</packaging>
 
   <name>Microsoft Azure SDK for Agents</name>
diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index e9e7c65372725..1180180bdfb33 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -1,15 +1,21 @@
 # Release History
 
-## 2.9.0-beta.1 (Unreleased)
-
-### Features Added
-
-### Breaking Changes
+## 2.9.0 (Unreleased)
 
 ### Bugs Fixed
 
+- Fixed cursor-based list operations that stopped after the first page, including data-generation jobs,
+  evaluator-generation jobs, skills and skill versions, and agent insight monitors, runs, and insights.
+  Paging now follows the service's `last_id` cursor and supports resuming from a continuation token.
+- Fixed cursor-based paging to stop when the service returns `has_more: false`, even if the response still includes
+  a `last_id`, avoiding unnecessary requests after the final page.
+
 ### Other Changes
 
+- Regenerated the client from the updated Foundry TypeSpec specification.
+- Updated `azure-ai-agents` from `2.8.0` to `2.9.0`.
+- Updated `azure-core` from `1.60.0` to `1.61.0` and `azure-core-http-netty` from `1.16.8` to `1.17.0`.
+
 ## 2.8.0 (2026-10-19)
 
 ### Bugs Fixed
diff --git a/sdk/ai/azure-ai-projects/README.md b/sdk/ai/azure-ai-projects/README.md
index 97d9cbe9e9a62..4bb09e2afb799 100644
--- a/sdk/ai/azure-ai-projects/README.md
+++ b/sdk/ai/azure-ai-projects/README.md
@@ -43,7 +43,7 @@ Various documentation is available to help you get started
 <dependency>
     <groupId>com.azure</groupId>
     <artifactId>azure-ai-projects</artifactId>
-    <version>2.8.0</version>
+    <version>2.9.0</version>
 </dependency>
 ```
 [//]: # ({x-version-update-end})
diff --git a/sdk/ai/azure-ai-projects/pom.xml b/sdk/ai/azure-ai-projects/pom.xml
index 1219d041989d8..22ee6ddd5771d 100644
--- a/sdk/ai/azure-ai-projects/pom.xml
+++ b/sdk/ai/azure-ai-projects/pom.xml
@@ -14,7 +14,7 @@ Code generated by Microsoft (R) TypeSpec Code Generator.
 
   <groupId>com.azure</groupId>
   <artifactId>azure-ai-projects</artifactId>
-  <version>2.9.0-beta.1</version> <!-- {x-version-update;com.azure:azure-ai-projects;current} -->
+  <version>2.9.0</version> <!-- {x-version-update;com.azure:azure-ai-projects;current} -->
   <packaging>jar</packaging>
 
   <name>Microsoft Azure SDK for Projects</name>
@@ -73,7 +73,7 @@ Code generated by Microsoft (R) TypeSpec Code Generator.
     <dependency>
       <groupId>com.azure</groupId>
       <artifactId>azure-ai-agents</artifactId>
-      <version>2.9.0-beta.1</version>  <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
+      <version>2.9.0</version>  <!-- {x-version-update;com.azure:azure-ai-agents;current} -->
     </dependency>
     <dependency>
       <groupId>com.openai</groupId>

From 77a27990ee9b86c5589404caef3331aa57e84fc9 Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Thu, 29 Oct 2026 14:10:34 -0700
Subject: [PATCH 18/20] restore generated decorators

---
 .../main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java  | 2 ++
 .../src/main/java/com/azure/ai/projects/BetaSkillsClient.java   | 2 ++
 2 files changed, 4 insertions(+)

diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
index 56252295899db..4eacc6ca899c9 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsAsyncClient.java
@@ -652,8 +652,10 @@ public Mono<SkillVersion> createSkillVersion(String name) {
      * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
      * @return a specific version of a skill on successful completion of {@link Mono}.
      */
+    @Generated
     @ServiceMethod(returns = ReturnType.SINGLE)
     public Mono<SkillVersion> createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
+        // Generated convenience method for createSkillVersionFromFilesWithResponseInternal
         RequestOptions requestOptions = new RequestOptions();
         return createSkillVersionFromFilesWithResponseInternal(name,
             new MultipartFormDataHelper(requestOptions)
diff --git a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
index 28fbe85962d7e..4f64b270c7046 100644
--- a/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
+++ b/sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/BetaSkillsClient.java
@@ -625,8 +625,10 @@ public SkillVersion createSkillVersion(String name) {
      * @throws RuntimeException all other wrapped checked exceptions if the request fails to be sent.
      * @return a specific version of a skill.
      */
+    @Generated
     @ServiceMethod(returns = ReturnType.SINGLE)
     public SkillVersion createSkillVersionFromFiles(String name, CreateSkillVersionFromFilesBody content) {
+        // Generated convenience method for createSkillVersionFromFilesWithResponseInternal
         RequestOptions requestOptions = new RequestOptions();
         return createSkillVersionFromFilesWithResponseInternal(name,
             new MultipartFormDataHelper(requestOptions)

From c16cfa98aa1ca0ca35bb8eefef9a53e96bc8ecf1 Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Thu, 29 Oct 2026 15:37:09 -0700
Subject: [PATCH 19/20] bump changelog date

---
 sdk/ai/azure-ai-agents/CHANGELOG.md   | 2 +-
 sdk/ai/azure-ai-projects/CHANGELOG.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/sdk/ai/azure-ai-agents/CHANGELOG.md b/sdk/ai/azure-ai-agents/CHANGELOG.md
index 2029d64ebf2eb..b320b16b8a91d 100644
--- a/sdk/ai/azure-ai-agents/CHANGELOG.md
+++ b/sdk/ai/azure-ai-agents/CHANGELOG.md
@@ -1,6 +1,6 @@
 # Release History
 
-## 2.9.0 (Unreleased)
+## 2.9.0 (2026-10-30)
 
 ### Features Added
 
diff --git a/sdk/ai/azure-ai-projects/CHANGELOG.md b/sdk/ai/azure-ai-projects/CHANGELOG.md
index 1180180bdfb33..2ce7797e8e9e5 100644
--- a/sdk/ai/azure-ai-projects/CHANGELOG.md
+++ b/sdk/ai/azure-ai-projects/CHANGELOG.md
@@ -1,6 +1,6 @@
 # Release History
 
-## 2.9.0 (Unreleased)
+## 2.9.0 (2026-10-30)
 
 ### Bugs Fixed
 

From 375f77e8d0e8c20a3d88c68bbdfd2ab5c083dfce Mon Sep 17 00:00:00 2001
From: kaylieee <kaylieleung1@gmail.com>
Date: Thu, 29 Oct 2026 18:53:09 -0700
Subject: [PATCH 20/20] fix tests and re-record

---
 sdk/ai/azure-ai-agents/assets.json            |  2 +-
 .../com/azure/ai/agents/AgentsAsyncTests.java | 94 +++++++++----------
 .../java/com/azure/ai/agents/AgentsTests.java | 87 ++++++++---------
 .../ai/agents/MemoryStoresAsyncTests.java     |  3 +-
 .../azure/ai/agents/MemoryStoresTests.java    |  3 +-
 .../hostedagents/CodeAgentSamplesTests.java   | 83 ++++++++--------
 .../http/HttpClientHelperTests.java           |  3 -
 sdk/ai/azure-ai-projects/assets.json          |  2 +-
 .../DataGenerationJobsAsyncClientTests.java   | 34 ++++---
 .../DataGenerationJobsClientTests.java        | 81 ++++++++--------
 .../com/azure/ai/projects/SamplesTests.java   |  2 -
 .../http/HttpClientHelperTests.java           |  3 -
 12 files changed, 188 insertions(+), 209 deletions(-)

diff --git a/sdk/ai/azure-ai-agents/assets.json b/sdk/ai/azure-ai-agents/assets.json
index 60bf8fd0da19e..7b75381f2217e 100644
--- a/sdk/ai/azure-ai-agents/assets.json
+++ b/sdk/ai/azure-ai-agents/assets.json
@@ -2,5 +2,5 @@
   "AssetsRepo": "Azure/azure-sdk-assets",
   "AssetsRepoPrefixPath": "java",
   "TagPrefix": "java/ai/azure-ai-agents",
-  "Tag": "java/ai/azure-ai-agents_27635be873"
+  "Tag": "java/ai/azure-ai-agents_bab0385d9d"
 }
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsAsyncTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsAsyncTests.java
index 9c1c1cd5d5d57..3d475213e2ff4 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsAsyncTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsAsyncTests.java
@@ -9,13 +9,11 @@
 import com.azure.ai.agents.models.PromptAgentDefinition;
 import com.azure.ai.agents.models.StructuredInputDefinition;
 import com.azure.core.http.HttpClient;
-import com.openai.models.conversations.Conversation;
 import com.openai.models.responses.EasyInputMessage;
 import com.openai.models.responses.ResponseCreateParams;
 import com.openai.models.responses.ResponseInputItem;
 import com.openai.models.responses.ResponseStatus;
 import com.openai.services.async.ConversationServiceAsync;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.MethodSource;
 import reactor.core.publisher.Mono;
@@ -102,7 +100,6 @@ public void basicVersionedAgentCRUDOperations(HttpClient httpClient, AgentsServi
         })).verifyComplete();
     }
 
-    @Disabled("Disabled due to service errors (responses endpoint).")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.agents.TestUtils#getTestParameters")
     public void promptAgentTest(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
@@ -110,57 +107,52 @@ public void promptAgentTest(HttpClient httpClient, AgentsServiceVersion serviceV
         ConversationServiceAsync conversationsClient = getConversationsAsyncClient(httpClient, serviceVersion);
         ResponsesAsyncClient responsesClient = getResponsesAsyncClient(httpClient, serviceVersion);
         String agentModel = "gpt-4o";
+        String agentName = testResourceNamer.randomName("prompt-agent-async-", 32);
 
         PromptAgentDefinition promptAgentDefinition = new PromptAgentDefinition(agentModel);
 
-        StepVerifier.create(agentsClient.createAgentVersion(AGENT_NAME, promptAgentDefinition).flatMap(createdAgent -> {
-            assertNotNull(createdAgent);
-            assertNotNull(createdAgent.getId());
-            assertEquals(AGENT_NAME, createdAgent.getName());
-
-            AgentReference agentReference = new AgentReference(createdAgent.getName());
-            agentReference.setVersion(createdAgent.getVersion());
-
-            return Mono.fromFuture(conversationsClient.create()).flatMap((Conversation conversation) -> {
-                List<ResponseInputItem> inputItems = new ArrayList<>();
-                inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
-                    .type(EasyInputMessage.Type.MESSAGE)
-                    .role(EasyInputMessage.Role.SYSTEM)
-                    .content("You are a helpful assistant who speaks like a pirate. Today is a sunny and warm day.")
-                    .build()));
-                inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
-                    .type(EasyInputMessage.Type.MESSAGE)
-                    .role(EasyInputMessage.Role.USER)
-                    .content("Could you help me decide what clothes to wear today?")
-                    .build()));
-
-                ResponseCreateParams.Builder paramsBuilder = ResponseCreateParams.builder().inputOfResponse(inputItems);
-
-                return responsesClient
-                    .createAzureResponse(new AzureCreateResponseOptions().setAgentReference(agentReference),
-                        paramsBuilder.conversation(conversation.id()))
-                    .doOnNext(response -> {
-                        assertNotNull(response);
-                        assertTrue(response.id().startsWith("resp"));
-                        assertTrue(response.status().isPresent());
-                        assertEquals(ResponseStatus.COMPLETED, response.status().get());
-                        assertFalse(response.output().isEmpty());
-                        assertTrue(response.output().get(0).isMessage());
-                        assertFalse(response.output().get(0).asMessage().content().isEmpty());
-                    })
-                    .flatMap(response -> cleanupPromptAgentTest(agentsClient, conversationsClient, responsesClient,
-                        createdAgent.getId(), conversation.id(), response.id()).thenReturn(response));
-            });
-        })).assertNext(response -> assertTrue(response.id().startsWith("resp"))).verifyComplete();
-    }
-
-    private Mono<Void> cleanupPromptAgentTest(AgentsAsyncClient agentsClient,
-        ConversationServiceAsync conversationsClient, ResponsesAsyncClient responsesClient, String agentId,
-        String conversationId, String responseId) {
-        return Mono.whenDelayError(agentsClient.deleteAgent(agentId).then(),
-            Mono.fromFuture(conversationsClient.delete(conversationId)).then(),
-            // Deleting response causes a 500 in service, but keep the request for parity with sync tests.
-            Mono.fromFuture(responsesClient.getResponseServiceAsync().delete(responseId)).then());
+        StepVerifier
+            .create(Mono.usingWhen(agentsClient.createAgentVersion(agentName, promptAgentDefinition), createdAgent -> {
+                assertNotNull(createdAgent);
+                assertNotNull(createdAgent.getId());
+                assertEquals(agentName, createdAgent.getName());
+
+                AgentReference agentReference = new AgentReference(createdAgent.getName());
+                agentReference.setVersion(createdAgent.getVersion());
+
+                return Mono.usingWhen(Mono.fromFuture(conversationsClient.create()), conversation -> {
+                    List<ResponseInputItem> inputItems = new ArrayList<>();
+                    inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
+                        .type(EasyInputMessage.Type.MESSAGE)
+                        .role(EasyInputMessage.Role.SYSTEM)
+                        .content("You are a helpful assistant who speaks like a pirate. Today is a sunny and warm day.")
+                        .build()));
+                    inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
+                        .type(EasyInputMessage.Type.MESSAGE)
+                        .role(EasyInputMessage.Role.USER)
+                        .content("Could you help me decide what clothes to wear today?")
+                        .build()));
+
+                    ResponseCreateParams.Builder paramsBuilder
+                        = ResponseCreateParams.builder().inputOfResponse(inputItems);
+
+                    return Mono.usingWhen(responsesClient.createAzureResponse(
+                        new AzureCreateResponseOptions().setAgentReference(agentReference),
+                        paramsBuilder.conversation(conversation.id())), response -> Mono.fromCallable(() -> {
+                            assertNotNull(response);
+                            assertTrue(response.id().startsWith("resp"));
+                            assertTrue(response.status().isPresent());
+                            assertEquals(ResponseStatus.COMPLETED, response.status().get());
+                            assertFalse(response.output().isEmpty());
+                            assertTrue(response.output().get(0).isMessage());
+                            assertFalse(response.output().get(0).asMessage().content().isEmpty());
+                            return response;
+                        }), response -> Mono.fromFuture(responsesClient.getResponseServiceAsync().delete(response.id()))
+                            .then());
+                }, conversation -> Mono.fromFuture(conversationsClient.delete(conversation.id())).then());
+            }, createdAgent -> agentsClient.deleteAgent(createdAgent.getName()).then()))
+            .assertNext(response -> assertTrue(response.id().startsWith("resp")))
+            .verifyComplete();
     }
 
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsTests.java
index 1eacacef65f36..ba0c1f2f7234c 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/AgentsTests.java
@@ -19,7 +19,6 @@
 import com.openai.models.responses.ResponseInputItem;
 import com.openai.models.responses.ResponseStatus;
 import com.openai.services.blocking.ConversationService;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.MethodSource;
 
@@ -106,7 +105,6 @@ public void basicVersionedAgentCRUDOperations(HttpClient httpClient, AgentsServi
         client.deleteAgentVersion(createdAgent.getName(), createdAgent.getVersion());
     }
 
-    @Disabled("Disabled due to service errors (api-version + responses endpoint).")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.agents.TestUtils#getTestParameters")
     public void promptAgentTest(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
@@ -114,49 +112,54 @@ public void promptAgentTest(HttpClient httpClient, AgentsServiceVersion serviceV
         ConversationService conversationService = getConversationsSyncClient(httpClient, serviceVersion);
         ResponsesClient responsesClient = getResponsesSyncClient(httpClient, serviceVersion);
         String agentModel = "gpt-4o";
+        String agentName = testResourceNamer.randomName("prompt-agent-", 32);
 
         PromptAgentDefinition promptAgentDefinition = new PromptAgentDefinition(agentModel);
 
-        AgentVersionDetails createdAgent = agentsClient.createAgentVersion(AGENT_NAME, promptAgentDefinition);
-
-        AgentReference agentReference = new AgentReference(createdAgent.getName());
-        agentReference.setVersion(createdAgent.getVersion());
-
-        Conversation conversation = conversationService.create();
-
-        List<ResponseInputItem> inputItems = new ArrayList<>();
-        inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
-            .role(EasyInputMessage.Role.SYSTEM)
-            .content("You are a helpful assistant who speaks like a pirate. Today is a sunny and warm day.")
-            .build()));
-        inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
-            .role(EasyInputMessage.Role.USER)
-            .content("Could you help me decide what clothes to wear today?")
-            .build()));
-
-        Response response
-            = responsesClient.createAzureResponse(new AzureCreateResponseOptions().setAgentReference(agentReference),
-                ResponseCreateParams.builder().conversation(conversation.id()).inputOfResponse(inputItems));
-
-        assertNotNull(createdAgent);
-        assertNotNull(createdAgent.getId());
-        assertEquals(AGENT_NAME, createdAgent.getName());
-
-        assertNotNull(response);
-        assertTrue(response.id().startsWith("resp"));
-        assertTrue(response.status().isPresent());
-        assertEquals(ResponseStatus.COMPLETED, response.status().get());
-        assertFalse(response.output().isEmpty());
-
-        assertFalse(response.output().isEmpty());
-        assertTrue(response.output().get(0).isMessage());
-        assertFalse(response.output().get(0).asMessage().content().isEmpty());
-
-        // Clean up
-        agentsClient.deleteAgent(createdAgent.getId());
-        conversationService.delete(conversation.id());
-        // Deleting response causes a 500
-        responsesClient.getResponseService().delete(response.id());
+        AgentVersionDetails createdAgent = agentsClient.createAgentVersion(agentName, promptAgentDefinition);
+
+        try {
+            assertNotNull(createdAgent);
+            assertNotNull(createdAgent.getId());
+            assertEquals(agentName, createdAgent.getName());
+
+            AgentReference agentReference = new AgentReference(createdAgent.getName());
+            agentReference.setVersion(createdAgent.getVersion());
+
+            Conversation conversation = conversationService.create();
+            try {
+                List<ResponseInputItem> inputItems = new ArrayList<>();
+                inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
+                    .type(EasyInputMessage.Type.MESSAGE)
+                    .role(EasyInputMessage.Role.SYSTEM)
+                    .content("You are a helpful assistant who speaks like a pirate. Today is a sunny and warm day.")
+                    .build()));
+                inputItems.add(ResponseInputItem.ofEasyInputMessage(EasyInputMessage.builder()
+                    .type(EasyInputMessage.Type.MESSAGE)
+                    .role(EasyInputMessage.Role.USER)
+                    .content("Could you help me decide what clothes to wear today?")
+                    .build()));
+
+                Response response = responsesClient.createAzureResponse(
+                    new AzureCreateResponseOptions().setAgentReference(agentReference),
+                    ResponseCreateParams.builder().conversation(conversation.id()).inputOfResponse(inputItems));
+                try {
+                    assertNotNull(response);
+                    assertTrue(response.id().startsWith("resp"));
+                    assertTrue(response.status().isPresent());
+                    assertEquals(ResponseStatus.COMPLETED, response.status().get());
+                    assertFalse(response.output().isEmpty());
+                    assertTrue(response.output().get(0).isMessage());
+                    assertFalse(response.output().get(0).asMessage().content().isEmpty());
+                } finally {
+                    responsesClient.getResponseService().delete(response.id());
+                }
+            } finally {
+                conversationService.delete(conversation.id());
+            }
+        } finally {
+            agentsClient.deleteAgent(agentName);
+        }
     }
     //
     //    @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresAsyncTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresAsyncTests.java
index f32a490b335eb..0f13167635b6c 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresAsyncTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresAsyncTests.java
@@ -19,7 +19,6 @@
 import com.azure.core.util.polling.PollerFlux;
 import com.openai.models.responses.EasyInputMessage;
 import com.openai.models.responses.ResponseInputItem;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Timeout;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.MethodSource;
@@ -38,7 +37,6 @@
 @Timeout(30)
 public class MemoryStoresAsyncTests extends ClientTestBase {
 
-    @Disabled("Paging behavior changed; the test may need to be re-recorded.")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.agents.TestUtils#getTestParameters")
     public void basicMemoryStoresCrud(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
@@ -74,6 +72,7 @@ public void basicMemoryStoresCrud(HttpClient httpClient, AgentsServiceVersion se
                             assertEquals(updatedDescription, updatedStore.getDescription());
 
                             return memoryStoreClient.listMemoryStores(10, PageOrder.DESC, null, null)
+                                .takeUntil(store -> store.getName().equals(updatedStore.getName()))
                                 .collectList()
                                 .doOnNext(stores -> {
                                     assertNotNull(stores);
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresTests.java
index 7cb6506ae0298..d629c25db8217 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/MemoryStoresTests.java
@@ -10,7 +10,6 @@
 import com.azure.core.util.polling.SyncPoller;
 import com.openai.models.responses.EasyInputMessage;
 import com.openai.models.responses.ResponseInputItem;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Timeout;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.MethodSource;
@@ -29,7 +28,6 @@ public class MemoryStoresTests extends ClientTestBase {
 
     private static final Duration POLL_TIMEOUT = Duration.ofSeconds(30);
 
-    @Disabled("Paging behavior changed; the test may need to be re-recorded.")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.agents.TestUtils#getTestParameters")
     public void basicMemoryStoresCrud(HttpClient httpClient, AgentsServiceVersion serviceVersion) {
@@ -78,6 +76,7 @@ public void basicMemoryStoresCrud(HttpClient httpClient, AgentsServiceVersion se
                 found = true;
                 assertEquals(updatedStore.getId(), store.getId());
                 assertEquals(updatedDescription, store.getDescription());
+                break;
             }
         }
         assertTrue(found, "Created memory store not found in list.");
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/hostedagents/CodeAgentSamplesTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/hostedagents/CodeAgentSamplesTests.java
index 89ea3ced00755..3202773f7247a 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/hostedagents/CodeAgentSamplesTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/hostedagents/CodeAgentSamplesTests.java
@@ -15,12 +15,11 @@
 import com.azure.ai.agents.models.CodeFileDetails;
 import com.azure.ai.agents.models.HostedAgentDefinition;
 import com.azure.ai.agents.models.ProtocolVersionRecord;
-import com.azure.core.exception.ResourceNotFoundException;
 import com.azure.core.http.HttpClient;
 import com.azure.core.http.rest.RequestOptions;
 import com.azure.core.test.annotation.LiveOnly;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Assertions;
+import org.junit.jupiter.api.io.TempDir;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.Arguments;
 import org.junit.jupiter.params.provider.MethodSource;
@@ -43,14 +42,15 @@
 import static com.azure.ai.agents.TestUtils.getTestResourcePath;
 import static com.azure.core.test.TestProxyTestBase.getHttpClients;
 
-@Disabled("Direct code deployment is not enabled for the current test subscription.")
 public class CodeAgentSamplesTests extends ClientTestBase {
     private static final String DISPLAY_NAME_WITH_ARGUMENTS = "{displayName} with [{arguments}]";
-    private static final String TEST_AGENT_NAME = "java-code-agent-test";
     private static final String TEST_DESCRIPTION
         = "Code-based hosted agent test created by the Azure AI Agents Java SDK.";
     private static final String CODE_AGENT_ASSETS_PATH = "assets/";
 
+    @TempDir
+    private Path tempDirectory;
+
     static Stream<Arguments> getTestParameters() {
         List<Arguments> argumentsList = new ArrayList<>();
         getHttpClients().forEach(httpClient -> argumentsList.add(Arguments.of(httpClient, AgentsServiceVersion.V1)));
@@ -63,24 +63,20 @@ static Stream<Arguments> getTestParameters() {
     public void codeAgentSample(HttpClient httpClient, AgentsServiceVersion serviceVersion) throws Exception {
         AgentsClientBuilder builder = getClientBuilder(httpClient, serviceVersion);
         AgentsClient agentsClient = builder.buildAgentsClient();
-        String agentName = TEST_AGENT_NAME;
-
-        try {
-            agentsClient.deleteAgent(agentName);
-        } catch (ResourceNotFoundException ignored) {
-            // The sample agent does not already exist.
-        }
+        String agentName = testResourceNamer.randomName("java-code-agent-", 32);
+        boolean agentCreated = false;
 
         try {
             Path codeZipPath = createCodeZip();
 
             AgentVersionDetails version = agentsClient.createAgentVersionFromCode(agentName,
                 createHostedAgentDefinition(), createCodeFileDetails(codeZipPath), TEST_DESCRIPTION, testMetadata());
+            agentCreated = true;
             Assertions.assertNotNull(version);
             Assertions.assertEquals(agentName, version.getName());
             Assertions.assertNotNull(version.getVersion());
 
-            Path downloadPath = Files.createTempDirectory(agentName + "-").resolve("code.zip");
+            Path downloadPath = tempDirectory.resolve("downloaded-code.zip");
             agentsClient.downloadAgentCodeWithResponse(agentName, downloadPath.toString(), new RequestOptions());
             Assertions.assertTrue(Files.size(downloadPath) > 0);
 
@@ -90,10 +86,8 @@ public void codeAgentSample(HttpClient httpClient, AgentsServiceVersion serviceV
             Assertions.assertEquals(agentName, newVersion.getName());
             Assertions.assertNotNull(newVersion.getVersion());
         } finally {
-            try {
+            if (agentCreated) {
                 agentsClient.deleteAgent(agentName);
-            } catch (ResourceNotFoundException ignored) {
-                // The sample agent may not have been created.
             }
         }
     }
@@ -104,36 +98,33 @@ public void codeAgentSample(HttpClient httpClient, AgentsServiceVersion serviceV
     public void codeAgentAsyncSample(HttpClient httpClient, AgentsServiceVersion serviceVersion) throws Exception {
         AgentsClientBuilder builder = getClientBuilder(httpClient, serviceVersion);
         AgentsAsyncClient agentsAsyncClient = builder.buildAgentsAsyncClient();
-        String agentName = TEST_AGENT_NAME + "-async";
+        String agentName = testResourceNamer.randomName("java-code-agent-async-", 32);
         Path codeZipPath = createCodeZip();
-        Path downloadPath = Files.createTempDirectory(agentName + "-").resolve("code.zip");
-
-        Mono<Void> testFlow = agentsAsyncClient.deleteAgent(agentName)
-            .onErrorResume(ResourceNotFoundException.class, ignored -> Mono.empty())
-            .then(agentsAsyncClient.createAgentVersionFromCode(agentName, createHostedAgentDefinition(),
-                createCodeFileDetails(codeZipPath), TEST_DESCRIPTION, testMetadata()))
-            .flatMap(version -> {
-                Assertions.assertNotNull(version);
-                Assertions.assertEquals(agentName, version.getName());
-                Assertions.assertNotNull(version.getVersion());
-
-                return agentsAsyncClient.downloadAgentCodeWithResponse(agentName, downloadPath.toString(),
-                    new RequestOptions());
-            })
-            .then(Mono.fromCallable(() -> {
-                Assertions.assertTrue(Files.size(downloadPath) > 0);
-                return downloadPath;
-            }))
-            .flatMap(ignored -> {
-                return agentsAsyncClient.createAgentVersionFromCode(agentName, createHostedAgentDefinition(),
-                    createCodeFileDetails(codeZipPath), TEST_DESCRIPTION, testMetadata());
-            })
-            .doOnNext(newVersion -> {
-                Assertions.assertNotNull(newVersion);
-                Assertions.assertEquals(agentName, newVersion.getName());
-                Assertions.assertNotNull(newVersion.getVersion());
-            })
-            .then(agentsAsyncClient.deleteAgent(agentName));
+        Path downloadPath = tempDirectory.resolve("downloaded-code.zip");
+
+        Mono<Void> testFlow
+            = Mono.usingWhen(agentsAsyncClient.createAgentVersionFromCode(agentName, createHostedAgentDefinition(),
+                createCodeFileDetails(codeZipPath), TEST_DESCRIPTION, testMetadata()), version -> {
+                    Assertions.assertNotNull(version);
+                    Assertions.assertEquals(agentName, version.getName());
+                    Assertions.assertNotNull(version.getVersion());
+
+                    return agentsAsyncClient
+                        .downloadAgentCodeWithResponse(agentName, downloadPath.toString(), new RequestOptions())
+                        .then(Mono.fromCallable(() -> {
+                            Assertions.assertTrue(Files.size(downloadPath) > 0);
+                            return downloadPath;
+                        }))
+                        .flatMap(ignored -> agentsAsyncClient.createAgentVersionFromCode(agentName,
+                            createHostedAgentDefinition(), createCodeFileDetails(codeZipPath), TEST_DESCRIPTION,
+                            testMetadata()))
+                        .doOnNext(newVersion -> {
+                            Assertions.assertNotNull(newVersion);
+                            Assertions.assertEquals(agentName, newVersion.getName());
+                            Assertions.assertNotNull(newVersion.getVersion());
+                        })
+                        .then();
+                }, version -> agentsAsyncClient.deleteAgent(agentName));
 
         StepVerifier.create(testFlow).verifyComplete();
     }
@@ -144,8 +135,8 @@ private static Map<String, String> testMetadata() {
         return metadata;
     }
 
-    private static Path createCodeZip() throws IOException {
-        Path codeZipPath = Files.createTempFile("responses-echo-agent-", ".zip");
+    private Path createCodeZip() throws IOException {
+        Path codeZipPath = Files.createTempFile(tempDirectory, "responses-echo-agent-", ".zip");
         try (ZipOutputStream zipOutputStream = new ZipOutputStream(Files.newOutputStream(codeZipPath))) {
             addZipEntry(zipOutputStream, "main.py", getTestResourcePath(CODE_AGENT_ASSETS_PATH + "main.py"));
             addZipEntry(zipOutputStream, "requirements.txt",
diff --git a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
index b406c08a52ec1..4e782644d62bd 100644
--- a/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
+++ b/sdk/ai/azure-ai-agents/src/test/java/com/azure/ai/agents/implementation/http/HttpClientHelperTests.java
@@ -12,7 +12,6 @@
 import com.azure.core.test.http.MockHttpResponse;
 import com.azure.core.util.Context;
 import com.openai.core.http.HttpRequestBody;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Test;
 import reactor.core.publisher.Mono;
 
@@ -111,7 +110,6 @@ void executeWithNullRequestBodySucceeds() throws Exception {
         }
     }
 
-    @Disabled("Body gets eagerly evaluated. Instrumentation could be wrong.")
     @Test
     void executeThrowsUncheckedIOExceptionOnBodyBufferingFailure() {
         RecordingHttpClient recordingClient
@@ -152,7 +150,6 @@ void executeThrowsExceptionOnMalformedUrl() {
         });
     }
 
-    @Disabled("Body gets eagerly evaluated. Instrumentation could be wrong.")
     @Test
     void executeAsyncPropagatesRequestBuildingErrors() {
         RecordingHttpClient recordingClient
diff --git a/sdk/ai/azure-ai-projects/assets.json b/sdk/ai/azure-ai-projects/assets.json
index 3f4aa56921353..93caf72b6272c 100644
--- a/sdk/ai/azure-ai-projects/assets.json
+++ b/sdk/ai/azure-ai-projects/assets.json
@@ -1 +1 @@
-{"AssetsRepo":"Azure/azure-sdk-assets","AssetsRepoPrefixPath":"java","TagPrefix":"java/ai/azure-ai-projects","Tag": "java/ai/azure-ai-projects_1d956abc13"}
\ No newline at end of file
+{"AssetsRepo":"Azure/azure-sdk-assets","AssetsRepoPrefixPath":"java","TagPrefix":"java/ai/azure-ai-projects","Tag": "java/ai/azure-ai-projects_5f171612b4"}
\ No newline at end of file
diff --git a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsAsyncClientTests.java b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsAsyncClientTests.java
index 0b1b815523ed6..1b113472eae8d 100644
--- a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsAsyncClientTests.java
+++ b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsAsyncClientTests.java
@@ -55,7 +55,7 @@ public void dataGenerationJobsListAsyncSample(HttpClient httpClient, AIProjectsS
     @Timeout(value = 20, unit = TimeUnit.MINUTES)
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.projects.TestUtils#getTestParameters")
-    @Disabled("TODO: re-record")
+    @Disabled("Service returns HTTP 409 unexpectedEntityState when deleting completed data generation jobs.")
     public void dataGenerationJobWithEvaluationAsyncSample(HttpClient httpClient,
         AIProjectsServiceVersion serviceVersion) {
         AIProjectClientBuilder projectClientBuilder = getClientBuilder(httpClient, serviceVersion);
@@ -65,13 +65,14 @@ public void dataGenerationJobWithEvaluationAsyncSample(HttpClient httpClient,
         String modelName = getRecordedConfig("FOUNDRY_MODEL_NAME");
         String datasetName = testResourceNamer.randomName("dataset-generation-eval-", 64);
 
-        Mono<Void> scenario = datasetsAsyncClient
-            .beginCreateGenerationJob(
-                DataGenerationJobWithEvaluationSample.createDataGenerationJob(modelName, datasetName),
-                testResourceNamer.randomUuid())
-            .next()
-            .map(response -> response.getValue())
-            .flatMap(job -> waitForDataGenerationJob(datasetsAsyncClient, job.getId(), 5, 180).flatMap(completedJob -> {
+        Mono<Void> scenario = Mono.usingWhen(
+            datasetsAsyncClient
+                .beginCreateGenerationJob(
+                    DataGenerationJobWithEvaluationSample.createDataGenerationJob(modelName, datasetName),
+                    testResourceNamer.randomUuid())
+                .next()
+                .map(response -> response.getValue()),
+            job -> waitForDataGenerationJob(datasetsAsyncClient, job.getId(), 5, 180).flatMap(completedJob -> {
                 if (!JobStatus.SUCCEEDED.equals(completedJob.getStatus())) {
                     ApiError error = completedJob.getError();
                     String message = error == null ? "<no error message>" : error.getMessage();
@@ -82,9 +83,8 @@ public void dataGenerationJobWithEvaluationAsyncSample(HttpClient httpClient,
                 DatasetDataGenerationJobOutput output
                     = DataGenerationJobWithEvaluationSample.findDatasetOutput(completedJob);
                 return datasetsAsyncClient.getDatasetVersion(output.getName(), output.getVersion())
-                    .flatMap(dataset -> runEvaluation(openAIAsyncClient, dataset, modelName))
-                    .then(datasetsAsyncClient.deleteGenerationJob(completedJob.getId()));
-            }));
+                    .flatMap(dataset -> runEvaluation(openAIAsyncClient, dataset, modelName));
+            }), job -> datasetsAsyncClient.deleteGenerationJob(job.getId()));
 
         StepVerifier.create(scenario).verifyComplete();
     }
@@ -93,8 +93,8 @@ private Mono<Void> runEvaluation(OpenAIClientAsync openAIAsyncClient, DatasetVer
         Assertions.assertNotNull(dataset);
         Assertions.assertNotNull(dataset.getId());
 
-        return deferFuture(() -> openAIAsyncClient.evals()
-            .create(DataGenerationJobWithEvaluationSample.createEvaluationParams(modelName))).flatMap(eval -> {
+        return Mono.usingWhen(deferFuture(() -> openAIAsyncClient.evals()
+            .create(DataGenerationJobWithEvaluationSample.createEvaluationParams(modelName))), eval -> {
                 Assertions.assertNotNull(eval);
 
                 Mono<RunCreateResponse> createRun = deferFuture(() -> openAIAsyncClient.evals()
@@ -102,11 +102,9 @@ private Mono<Void> runEvaluation(OpenAIClientAsync openAIAsyncClient, DatasetVer
                     .create(DataGenerationJobWithEvaluationSample.createEvaluationRunParams(eval.id(), dataset.getId(),
                         modelName)));
 
-                return createRun.flatMap(evalRun -> assertEvaluationRunCompleted(openAIAsyncClient, eval, evalRun))
-                    .then(deferFuture(
-                        () -> openAIAsyncClient.evals().delete(EvalDeleteParams.builder().evalId(eval.id()).build())))
-                    .then();
-            });
+                return createRun.flatMap(evalRun -> assertEvaluationRunCompleted(openAIAsyncClient, eval, evalRun));
+            }, eval -> deferFuture(
+                () -> openAIAsyncClient.evals().delete(EvalDeleteParams.builder().evalId(eval.id()).build())).then());
     }
 
     private Mono<Void> assertEvaluationRunCompleted(OpenAIClientAsync openAIAsyncClient, EvalCreateResponse eval,
diff --git a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsClientTests.java b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsClientTests.java
index 1528de10a7dc6..f957328e0356e 100644
--- a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsClientTests.java
+++ b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DataGenerationJobsClientTests.java
@@ -56,7 +56,7 @@ public void dataGenerationJobsListSample(HttpClient httpClient, AIProjectsServic
     @Timeout(value = 20, unit = TimeUnit.MINUTES)
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.projects.TestUtils#getTestParameters")
-    @Disabled("TODO: re-record")
+    @Disabled("Service returns HTTP 409 unexpectedEntityState when deleting completed data generation jobs.")
     public void dataGenerationJobWithEvaluationSample(HttpClient httpClient, AIProjectsServiceVersion serviceVersion)
         throws InterruptedException {
         AIProjectClientBuilder projectClientBuilder = getClientBuilder(httpClient, serviceVersion);
@@ -74,45 +74,50 @@ public void dataGenerationJobWithEvaluationSample(HttpClient httpClient, AIProje
                 .poll()
                 .getValue();
 
-        job = waitForDataGenerationJob(datasetsClient, job.getId(), 5, 180);
-        if (!JobStatus.SUCCEEDED.equals(job.getStatus())) {
-            ApiError error = job.getError();
-            String message = error == null ? "<no error message>" : error.getMessage();
-            Assertions
-                .fail(String.format("Job `%s` ended with status `%s`: %s", job.getId(), job.getStatus(), message));
-        }
+        try {
+            job = waitForDataGenerationJob(datasetsClient, job.getId(), 5, 180);
+            if (!JobStatus.SUCCEEDED.equals(job.getStatus())) {
+                ApiError error = job.getError();
+                String message = error == null ? "<no error message>" : error.getMessage();
+                Assertions
+                    .fail(String.format("Job `%s` ended with status `%s`: %s", job.getId(), job.getStatus(), message));
+            }
 
-        DatasetDataGenerationJobOutput output = DataGenerationJobWithEvaluationSample.findDatasetOutput(job);
-        DatasetVersion dataset = datasetsClient.getDatasetVersion(output.getName(), output.getVersion());
-        Assertions.assertNotNull(dataset);
-        Assertions.assertNotNull(dataset.getId());
-
-        EvalCreateResponse eval
-            = openAIClient.evals().create(DataGenerationJobWithEvaluationSample.createEvaluationParams(modelName));
-        Assertions.assertNotNull(eval);
-
-        RunCreateResponse evalRun = openAIClient.evals()
-            .runs()
-            .create(
-                DataGenerationJobWithEvaluationSample.createEvaluationRunParams(eval.id(), dataset.getId(), modelName));
-        Assertions.assertNotNull(evalRun);
-
-        RunRetrieveResponse completedRun = waitForEvaluationRun(openAIClient, eval.id(), evalRun.id(), 5, 180);
-        Assertions.assertEquals("completed", completedRun.status());
-        Assertions.assertNotNull(completedRun.resultCounts());
-
-        int outputItemCount = 0;
-        for (OutputItemListResponse ignored : openAIClient.evals()
-            .runs()
-            .outputItems()
-            .list(OutputItemListParams.builder().evalId(eval.id()).runId(evalRun.id()).build())
-            .autoPager()) {
-            outputItemCount++;
+            DatasetDataGenerationJobOutput output = DataGenerationJobWithEvaluationSample.findDatasetOutput(job);
+            DatasetVersion dataset = datasetsClient.getDatasetVersion(output.getName(), output.getVersion());
+            Assertions.assertNotNull(dataset);
+            Assertions.assertNotNull(dataset.getId());
+
+            EvalCreateResponse eval
+                = openAIClient.evals().create(DataGenerationJobWithEvaluationSample.createEvaluationParams(modelName));
+            try {
+                Assertions.assertNotNull(eval);
+
+                RunCreateResponse evalRun = openAIClient.evals()
+                    .runs()
+                    .create(DataGenerationJobWithEvaluationSample.createEvaluationRunParams(eval.id(), dataset.getId(),
+                        modelName));
+                Assertions.assertNotNull(evalRun);
+
+                RunRetrieveResponse completedRun = waitForEvaluationRun(openAIClient, eval.id(), evalRun.id(), 5, 180);
+                Assertions.assertEquals("completed", completedRun.status());
+                Assertions.assertNotNull(completedRun.resultCounts());
+
+                int outputItemCount = 0;
+                for (OutputItemListResponse ignored : openAIClient.evals()
+                    .runs()
+                    .outputItems()
+                    .list(OutputItemListParams.builder().evalId(eval.id()).runId(evalRun.id()).build())
+                    .autoPager()) {
+                    outputItemCount++;
+                }
+                Assertions.assertTrue(outputItemCount > 0);
+            } finally {
+                openAIClient.evals().delete(EvalDeleteParams.builder().evalId(eval.id()).build());
+            }
+        } finally {
+            datasetsClient.deleteGenerationJob(job.getId());
         }
-        Assertions.assertTrue(outputItemCount > 0);
-
-        openAIClient.evals().delete(EvalDeleteParams.builder().evalId(eval.id()).build());
-        datasetsClient.deleteGenerationJob(job.getId());
     }
 
     private DataGenerationJob waitForDataGenerationJob(DatasetsClient datasetsClient, String jobId,
diff --git a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/SamplesTests.java b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/SamplesTests.java
index 8ee1614015b7e..7e2a429aa38a0 100644
--- a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/SamplesTests.java
+++ b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/SamplesTests.java
@@ -94,7 +94,6 @@ public void skillsPackageAsyncSample(HttpClient httpClient, AIProjectsServiceVer
             })).verifyComplete();
     }
 
-    @Disabled("The live service returns 400: API operation not supported for token authentication.")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.projects.TestUtils#getTestParameters")
     public void dataGenerationJobsListSample(HttpClient httpClient, AIProjectsServiceVersion serviceVersion) {
@@ -114,7 +113,6 @@ public void dataGenerationJobsListSample(HttpClient httpClient, AIProjectsServic
         }
     }
 
-    @Disabled("The live service returns 400: API operation not supported for token authentication.")
     @ParameterizedTest(name = DISPLAY_NAME_WITH_ARGUMENTS)
     @MethodSource("com.azure.ai.projects.TestUtils#getTestParameters")
     public void dataGenerationJobsListAsyncSample(HttpClient httpClient, AIProjectsServiceVersion serviceVersion) {
diff --git a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/implementation/http/HttpClientHelperTests.java b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/implementation/http/HttpClientHelperTests.java
index a24bdb41b0878..6fda800e293c9 100644
--- a/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/implementation/http/HttpClientHelperTests.java
+++ b/sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/implementation/http/HttpClientHelperTests.java
@@ -11,7 +11,6 @@
 import com.azure.core.test.http.MockHttpResponse;
 import com.azure.core.util.Context;
 import com.openai.core.http.HttpRequestBody;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Test;
 import reactor.core.publisher.Mono;
 
@@ -76,7 +75,6 @@ void executeWithNullRequestBodySucceeds() throws Exception {
         }
     }
 
-    @Disabled("Body gets eagerly evaluated. Instrumentation could be wrong.")
     @Test
     void executeThrowsUncheckedIOExceptionOnBodyBufferingFailure() {
         RecordingHttpClient recordingClient
@@ -117,7 +115,6 @@ void executeThrowsExceptionOnMalformedUrl() {
         });
     }
 
-    @Disabled("Body gets eagerly evaluated. Instrumentation could be wrong.")
     @Test
     void executeAsyncPropagatesRequestBuildingErrors() {
         RecordingHttpClient recordingClient