tangle-network · drewstone · Jul 28, 2026 · Jul 28, 2026
diff --git a/CLAUDE.md b/CLAUDE.md
@@ -74,7 +74,7 @@ Headline entrypoints: `runAgentTask`/`runAgentTaskStream` (`src/run.ts`), the mu
 
 ## Commands
 
-- `pnpm run lint` (Biome — **not** `npx biome`), `pnpm run build`, `pnpm test`, `pnpm run typecheck`. Tests live next to code and under `tests/`; the loops kernel is covered by `tests/loops/`.
+- `pnpm run lint` (Biome — **not** `npx biome`), `pnpm run build`, `pnpm test`, `pnpm run typecheck`. Tests live next to code and under `tests/`; the execution kernel is covered by `tests/kernel/`.
 - **Publish gotcha (Tangle obfuscate step):** never give a module-global `const` an UPPERCASE-prefixed name — the obfuscator (`--rename-globals false`) trips `pnpm pack`/verify-dist on a banned UPPERCASE pattern. (e.g. `SIDECAR_PERMISSION_KEYS` → `CANONICAL_PERMISSION_KEYS`.) Lowercase or rename module-globals.
 - Verify with the dedicated tools (Edit/Read errors if a change failed) — don't re-read files just to confirm an edit landed.
 

diff --git a/README.md b/README.md
@@ -31,7 +31,7 @@ That file defines the scripted `worker`, `output`, and `validator` used below so
 Replace the scripted worker with a sandbox, CLI bridge, or router backend without changing the driver.
 
 ```ts
-import { inProcessSandboxClient, runAgentRounds } from '@tangle-network/agent-runtime/loops'
+import { inProcessSandboxClient, runAgentRounds } from '@tangle-network/agent-runtime/kernel'
 
 const result = await runAgentRounds<Task, Note, 'refine' | 'pick-winner' | 'fail'>({
   task: { prompt: 'Write a one-line release note for one-click restore.' },
@@ -113,7 +113,7 @@ For a repeated initial dispatch, reuse both `sessionId` and `turnId`; `execution
 One supervisor spawns and steers workers toward a goal. Where the workers run (an in-process loop, or a sandboxed coding harness) is one data value; the budget, journaling, and stopping are handled for you.
 
 ```ts
-import { supervise } from '@tangle-network/agent-runtime/loops'
+import { supervise } from '@tangle-network/agent-runtime/kernel'
 
 const result = await supervise(
   { name: 'supervisor', harness: null, systemPrompt: 'Delegate to workers; do not solve the task yourself.' },
@@ -434,11 +434,11 @@ The general-purpose pieces, by import path. Every export with its one-line summa
 
 | Primitive | What it does | Import |
 |---|---|---|
-| Chat-turn runtime | Stream and persist one production chat turn (`handleChatTurn`); derive its stable execution and turn identity (`deriveExecutionId`); normalize any backend's stream into one event shape (`streamAgentTurn`) | `/durable` · `/loops` |
-| Supervision | One agent spawns, budgets, and steers workers toward a goal (`supervise`, `delegate`), on an in-process loop or a sandboxed coding harness | `/loops` · `/mcp` |
-| Loop kernel + combinators | Write a driver (`plan`/`decide`) and run it (`runAgentRounds`), or compose fixed shapes: refine (`loopUntil`), best-of-N (`fanout`), chain (`pipeline`), multi-judge (`panel`) | `/loops` |
+| Chat-turn runtime | Stream and persist one production chat turn (`handleChatTurn`); derive its stable execution and turn identity (`deriveExecutionId`); normalize any backend's stream into one event shape (`streamAgentTurn`) | `/durable` · `/kernel` |
+| Supervision | One agent spawns, budgets, and steers workers toward a goal (`supervise`, `delegate`), on an in-process loop or a sandboxed coding harness | `/kernel` · `/mcp` |
+| Loop kernel + combinators | Write a driver (`plan`/`decide`) and run it (`runAgentRounds`), or compose fixed shapes: refine (`loopUntil`), best-of-N (`fanout`), chain (`pipeline`), multi-judge (`panel`) | `/kernel` |
 | Improvement driver | Optimize one part of an agent and ship only if it wins on tasks it never practiced on (`improve`); production proposal/review/activation flow | root · `/intelligence` |
-| Benchmarks + leaderboards | Compare strategies with significance stats (`runBenchmark`), stand up a harness×model leaderboard (`defineLeaderboard`, `leaderboard`) | `/loops` |
+| Benchmarks + leaderboards | Compare strategies with significance stats (`runBenchmark`), stand up a harness×model leaderboard (`defineLeaderboard`, `leaderboard`) | `/kernel` |
 | Knowledge improvement | Produce a measured candidate copy of a KB/wiki/RAG corpus without touching the live one (`runKnowledgeImprovementJob`) | `/knowledge` |
 | MCP tool servers | Give an agent a `delegate` tool or live worker-coordination tools over MCP | `/mcp` |
 | Conversations + durability | Multi-turn two-agent sessions with SQL-backed resume (D1/pg/sqlite/libSQL adapters) | `/conversation` |

diff --git a/bench/HARNESS.md b/bench/HARNESS.md
@@ -4,7 +4,7 @@ If you're an agent picking this up: read this page, then run `pnpm help` + `pnpm
 do NOT re-derive the harness from source. This map is SHORT on purpose; if it disagrees
 with the code, the code wins — fix this page in the same turn (the anti-rediscovery law).
 Verified against source 2026-07-18 · agent-eval pinned `0.122.8`. The CANONICAL surface is now
-the published optimization suite (`@tangle-network/agent-runtime/loops`): `Environment` +
+the published optimization suite (`@tangle-network/agent-runtime/kernel`): `Environment` +
 `Strategy`/`defineStrategy` + `runBenchmark` — see the section below FIRST. The recursive
 diverse-vs-blind gate runs through the keystone (`gate-cli.mts` → `runGate`);
 the offline selector replay (`corpus-replay.mts` / `corpus-report.mts`) gates the legacy corpora.

diff --git a/bench/src/aec-gate.mts b/bench/src/aec-gate.mts
@@ -22,7 +22,7 @@ import { resolveAdapter } from './adapters'
 import type { BenchmarkAdapter, BenchTask } from './benchmarks/types'
 import { type AttemptRecord, appendRunRecord, buildRunRecordFromAttempts } from './corpus'
 import { composeStrategies } from './directives'
-import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/loops'
+import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/kernel'
 import { pool } from './stats.mts'
 
 function must(name: string): string {

diff --git a/bench/src/benchmarks/agentbench.ts b/bench/src/benchmarks/agentbench.ts
@@ -9,7 +9,7 @@
 
 import { readFile } from 'node:fs/promises'
 import { join } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/appworld.ts b/bench/src/benchmarks/appworld.ts
@@ -22,7 +22,7 @@
 import { spawn } from 'node:child_process'
 import { join } from 'node:path'
 import { createInterface } from 'node:readline'
-import { type OutputAdapter, routerToolLoop, type ToolSpec } from '@tangle-network/agent-runtime/loops'
+import { type OutputAdapter, routerToolLoop, type ToolSpec } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, preflightVenvImports, runVenvScriptStdin, venvPython } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/bfcl.ts b/bench/src/benchmarks/bfcl.ts
@@ -11,7 +11,7 @@
 
 import { readFile, stat } from 'node:fs/promises'
 import { join } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/commit0.ts b/bench/src/benchmarks/commit0.ts
@@ -23,7 +23,7 @@
 
 import { join } from 'node:path'
 import { readFile } from 'node:fs/promises'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, preflightVenvImports, runVenvScriptStdin, venvPythonAt } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/dabstep.ts b/bench/src/benchmarks/dabstep.ts
@@ -11,7 +11,7 @@
 
 import { join } from 'node:path'
 import { access, readFile, stat } from 'node:fs/promises'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, runVenvPython, runVenvScriptStdin } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/enterpriseops-gym.ts b/bench/src/benchmarks/enterpriseops-gym.ts
@@ -30,7 +30,7 @@
 
 import { mkdir, readFile, rm, writeFile } from 'node:fs/promises'
 import { join } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, runVenvScriptStdin } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/programbench.ts b/bench/src/benchmarks/programbench.ts
@@ -25,7 +25,7 @@
 
 import { join } from 'node:path'
 import { readFile } from 'node:fs/promises'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, preflightVenvImports, runVenvScriptStdin } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/rag-shared.ts b/bench/src/benchmarks/rag-shared.ts
@@ -1,5 +1,5 @@
 import { readFile } from 'node:fs/promises'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import type { BenchScore, BenchTask, LoadOptions } from './types'
 
 export const FINAL_ANSWER_SENTINEL = 'FINAL ANSWER:'

diff --git a/bench/src/benchmarks/swe-bench.ts b/bench/src/benchmarks/swe-bench.ts
@@ -13,7 +13,7 @@
  */
 
 import { join } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import {
   preflightVenvImports,
   readJsonReport,

diff --git a/bench/src/benchmarks/tau-bench-shared.ts b/bench/src/benchmarks/tau-bench-shared.ts
@@ -9,7 +9,7 @@
 
 import { readFile, stat } from 'node:fs/promises'
 import { resolve } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { runVenvPython } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/toollm.ts b/bench/src/benchmarks/toollm.ts
@@ -9,7 +9,7 @@
 
 import { readFile } from 'node:fs/promises'
 import { join } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/benchmarks/types.ts b/bench/src/benchmarks/types.ts
@@ -8,7 +8,7 @@
  * from the benchmark's published evaluation harness.
  */
 
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 
 export interface BenchTask {
   /** Stable benchmark instance id. */

diff --git a/bench/src/benchmarks/webarena-verified.ts b/bench/src/benchmarks/webarena-verified.ts
@@ -9,7 +9,7 @@
 
 import { access, readFile, stat } from 'node:fs/promises'
 import { join, resolve } from 'node:path'
-import type { OutputAdapter } from '@tangle-network/agent-runtime/loops'
+import type { OutputAdapter } from '@tangle-network/agent-runtime/kernel'
 import { benchRoot, runVenvPython } from './_harness'
 import type { BenchmarkAdapter, BenchScore, BenchTask, LoadOptions } from './types'
 

diff --git a/bench/src/clbench-codebase-gate.mts b/bench/src/clbench-codebase-gate.mts
@@ -31,7 +31,7 @@ import { mkdtempSync, readFileSync, rmSync, writeFileSync } from 'node:fs'
 import { tmpdir } from 'node:os'
 import { join } from 'node:path'
 import { promisify } from 'node:util'
-import { acquireSandbox } from '@tangle-network/agent-runtime/loops'
+import { acquireSandbox } from '@tangle-network/agent-runtime/kernel'
 import { Sandbox } from '@tangle-network/sandbox'
 import { composeStrategies } from './directives'
 import { type AttemptRecord, appendRunRecord, buildRunRecordFromAttempts } from './corpus'

diff --git a/bench/src/clbench-context-gate.mts b/bench/src/clbench-context-gate.mts
@@ -36,7 +36,7 @@ import { execFileSync } from 'node:child_process'
 import { existsSync, readFileSync } from 'node:fs'
 import { composeStrategies } from './directives'
 import { type AttemptRecord, appendRunRecord, buildRunRecordFromAttempts } from './corpus'
-import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/loops'
+import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/kernel'
 import { selfConsistencySelect, verifierGroundedSelect } from './selector'
 import { type PairedLift, pairedLift, pool } from './stats.mts'
 

diff --git a/bench/src/cloud-loop.mts b/bench/src/cloud-loop.mts
@@ -30,7 +30,7 @@
  *     env MODEL=gpt-4.1 ROUNDS=3 pnpm exec tsx src/cloud-loop.mts
  */
 import { createChatClient } from '@tangle-network/agent-eval'
-import { observe, openSandboxRun } from '@tangle-network/agent-runtime/loops'
+import { observe, openSandboxRun } from '@tangle-network/agent-runtime/kernel'
 import { Sandbox } from '@tangle-network/sandbox'
 import { answerOutput, sandboxAgentRun } from './sandbox-run'
 

diff --git a/bench/src/commit0-env-run.mts b/bench/src/commit0-env-run.mts
@@ -10,7 +10,7 @@
  */
 import { readFileSync } from 'node:fs'
 import { join } from 'node:path'
-import { adaptiveRefine, printBenchmarkReport, refine, runBenchmark, sample, type Strategy } from '@tangle-network/agent-runtime/loops'
+import { adaptiveRefine, printBenchmarkReport, refine, runBenchmark, sample, type Strategy } from '@tangle-network/agent-runtime/kernel'
 import { type Commit0Row, createCommit0Environment, rowToTask } from './commit0-env'
 
 function must(name: string): string {

diff --git a/bench/src/commit0-env.ts b/bench/src/commit0-env.ts
@@ -20,7 +20,7 @@ import { mkdtempSync, rmSync } from 'node:fs'
 import { tmpdir } from 'node:os'
 import { join } from 'node:path'
 import { promisify } from 'node:util'
-import type { AgenticSurface, AgenticTask, AgenticTool, ArtifactHandle, SurfaceScore } from '@tangle-network/agent-runtime/loops'
+import type { AgenticSurface, AgenticTask, AgenticTool, ArtifactHandle, SurfaceScore } from '@tangle-network/agent-runtime/kernel'
 
 const exec = promisify(execFile)
 

diff --git a/bench/src/commit0-gate.mts b/bench/src/commit0-gate.mts
@@ -57,7 +57,7 @@ import {
   type Deliverable,
   openSandboxRun,
   type SandboxRun,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import { Sandbox } from '@tangle-network/sandbox'
 import { createCommit0Adapter } from './benchmarks/commit0'
 import type { BenchTask } from './benchmarks/types'

diff --git a/bench/src/corpus.ts b/bench/src/corpus.ts
@@ -16,7 +16,7 @@ import { appendFile, mkdir } from 'node:fs/promises'
 import { dirname } from 'node:path'
 import { hashContent, type RunSplitTag, validateRunRecord } from '@tangle-network/agent-eval'
 import type { CorpusRecord } from '@tangle-network/agent-eval/rl'
-import type { Iteration } from '@tangle-network/agent-runtime/loops'
+import type { Iteration } from '@tangle-network/agent-runtime/kernel'
 import type { BenchRuntimeDecisionPoint, BenchRuntimeHookEvent } from './runtime-hook-recorder'
 
 /** One attempt within a condition-run: the prompt/steer sent, the output, the

diff --git a/bench/src/examples/lean-proof-gate.mts b/bench/src/examples/lean-proof-gate.mts
@@ -22,7 +22,7 @@ import {
   runBenchmark,
   sample,
   sampleThenRefine,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import { ensureLeanImage, leanCheck } from './lean-verify.js'
 
 // Real, mathlib-free Lean 4 theorems (compile in core Lean). `header` is everything up to `:=`;

diff --git a/bench/src/examples/math-demo.mts b/bench/src/examples/math-demo.mts
@@ -19,7 +19,7 @@ import {
   runBenchmark,
   sample,
   sampleThenRefine,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 
 // GSM8K-style problems; meta.answer is the ground truth the deployable check compares to.
 const problems: Array<{ q: string; answer: number }> = [

diff --git a/bench/src/examples/strategy-demo.mts b/bench/src/examples/strategy-demo.mts
@@ -12,7 +12,7 @@
  * Toy task = only a router key needed (no dataset, no sandbox). Run from bench/:
  *   TANGLE_API_KEY=... WORKER_MODEL=gpt-4o-mini tsx src/examples/strategy-demo.mts
  */
-import { adaptiveRefine, type AgenticTask, type ArtifactHandle, defineStrategy, type Environment, printBenchmarkReport, refine, runBenchmark, sample } from '@tangle-network/agent-runtime/loops'
+import { adaptiveRefine, type AgenticTask, type ArtifactHandle, defineStrategy, type Environment, printBenchmarkReport, refine, runBenchmark, sample } from '@tangle-network/agent-runtime/kernel'
 
 // ── 1. Implement an Environment (the only thing a new domain writes) ──────────────
 // A toy: the agent must drive a counter to exactly the target using the increment tool.

diff --git a/bench/src/fleet.mts b/bench/src/fleet.mts
@@ -13,7 +13,7 @@
  * Run it twice: the second run injects the first run's learnings into the workers.
  */
 import { createChatClient } from '@tangle-network/agent-eval'
-import { FileCorpus, observe, openSandboxRun, renderReport } from '@tangle-network/agent-runtime/loops'
+import { FileCorpus, observe, openSandboxRun, renderReport } from '@tangle-network/agent-runtime/kernel'
 import { Sandbox } from '@tangle-network/sandbox'
 import { answerOutput, sandboxAgentRun, type WorkerBackendType } from './sandbox-run'
 

diff --git a/bench/src/gate-cli.mts b/bench/src/gate-cli.mts
@@ -15,7 +15,7 @@
  * single CLI run is the instrument, not the significance test).
  */
 
-import type { AgentProfile } from '@tangle-network/agent-runtime/loops'
+import type { AgentProfile } from '@tangle-network/agent-runtime/kernel'
 import { resolveAdapter } from './adapters'
 import { runGate } from './gate'
 

diff --git a/bench/src/gate.test.mts b/bench/src/gate.test.mts
@@ -19,7 +19,7 @@ import type {
   Executor,
   ExecutorFactory,
   ExecutorResult,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import type { BenchmarkAdapter, BenchScore, BenchTask } from './benchmarks/types'
 import { runGate, type SolveTask } from './gate'
 

diff --git a/bench/src/gate.ts b/bench/src/gate.ts
@@ -46,7 +46,7 @@ import type {
   Spend,
   SupervisedResult,
   TrajectoryReport,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import {
   definePersona,
   routerChatWithUsage,
@@ -56,7 +56,7 @@ import {
   InMemorySpawnJournal,
   runPersonified,
   trajectoryReport,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import type { BenchmarkAdapter, BenchTask } from './benchmarks/types'
 
 /** A fanout child's task: the prompt to solve with + the instance to grade against. The instance

diff --git a/bench/src/generate-eval/certify.ts b/bench/src/generate-eval/certify.ts
@@ -24,7 +24,7 @@ import { execSync } from 'node:child_process'
 import { mkdirSync, mkdtempSync, readFileSync, rmSync, writeFileSync } from 'node:fs'
 import { tmpdir } from 'node:os'
 import { dirname, join, resolve } from 'node:path'
-import { routerChatWithUsage } from '@tangle-network/agent-runtime/loops'
+import { routerChatWithUsage } from '@tangle-network/agent-runtime/kernel'
 import { scoreTask, taskToPrompt } from '../search-bench/tasks'
 import { type EvalCertification, type GeneratedEval, generatedEvalSchemaVersion, parseCandidate } from './schema'
 

diff --git a/bench/src/humaneval-gate.mts b/bench/src/humaneval-gate.mts
@@ -43,7 +43,7 @@
 
 import { composeStrategies } from './directives'
 import { basePrompt, type CheckResult, extractCode, type HumanEvalTask, loadHumanEval, runChecker } from './benchmarks/humaneval'
-import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/loops'
+import { type RouterConfig, routerChatWithUsage } from '@tangle-network/agent-runtime/kernel'
 import { selfConsistencySelect, verifierGroundedSelect } from './selector'
 import { type PairedLift, pairedLift, pool } from './stats.mts'
 

diff --git a/bench/src/humaneval-repair-gate.mts b/bench/src/humaneval-repair-gate.mts
@@ -20,7 +20,7 @@
  *     tsx src/humaneval-repair-gate.mts
  */
 import { type HumanEvalTask, basePrompt, extractCode, loadHumanEval, runChecker } from './benchmarks/humaneval'
-import { type RouterConfig, type ToolSpec, routerChatWithUsage, routerToolLoop } from '@tangle-network/agent-runtime/loops'
+import { type RouterConfig, type ToolSpec, routerChatWithUsage, routerToolLoop } from '@tangle-network/agent-runtime/kernel'
 import { verifierGroundedSelect } from './selector'
 import { type PairedLift, pairedLift, pool } from './stats.mts'
 

diff --git a/bench/src/research-shot.ts b/bench/src/research-shot.ts
@@ -10,7 +10,7 @@
  * — the only difference is who drives the rounds (a flat best-of-k pool vs the real
  * `runLoop` kernel with analyst steering).
  */
-import { routerChatWithUsage } from '@tangle-network/agent-runtime/loops'
+import { routerChatWithUsage } from '@tangle-network/agent-runtime/kernel'
 
 export interface ShotCfg {
   model: string

diff --git a/bench/src/resolve-client.ts b/bench/src/resolve-client.ts
@@ -24,7 +24,7 @@ import {
   inlineSandboxClient,
   resolveSandboxClient,
   type SandboxClient,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import { Sandbox } from '@tangle-network/sandbox'
 import { makeSearchExecutor, webSearchTool } from './search-tool'
 

diff --git a/bench/src/router-executor.ts b/bench/src/router-executor.ts
@@ -20,7 +20,7 @@ import {
   type ExecutorResult,
   inlineSandboxClient,
   type SandboxClient,
-} from '@tangle-network/agent-runtime/loops'
+} from '@tangle-network/agent-runtime/kernel'
 import { runResearchShot, type ShotCfg } from './research-shot'
 
 export function routerSandboxClient(cfg: ShotCfg): SandboxClient {