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Add house-style memory agent (SuperDocs use-case) - #55

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Add house-style memory agent (SuperDocs use-case)#55
suhitk1 wants to merge 1 commit into
superdocsapp:mainfrom
suhitk1:add-house-style-memory-agent

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@suhitk1 suhitk1 commented Aug 17, 2026

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Add house-style memory agent (SuperDocs use-case)

Built by Suhit Kumar for the SuperDocs Round 2 candidate task.

An agent that edits documents through SuperDocs and, with consent, keeps a durable per-customer memory of corrections received — so it needs fewer corrections on the same class of document over repeated sessions.

The deliverable is a measured curve, not just the agent: correction count per document across 20 documents, memory off vs. memory on, with a live noise-floor control (memory-off run twice). Result: mean 17.7 (off) / 17.0 (off repeat) / 7.95 (on) — an effect of 9.4, roughly 2.5× the noise floor. Also includes a cross-customer leak test (two opposed fictional client style guides, zero cross-client marker leakage net of baseline) and a wipe test showing real reversion after clear_cross_session_memory.

Full methodology, raw run data, and an honest limitations section (including where rigor was deliberately reduced under time constraints) are in the README.

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