Adding support for procedural memory, hardens the durable + SDK pipeline, and simplifies the deployment for Release#15
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aayush3011 merged 14 commits intoMay 29, 2026
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Brings forward the procedural-synthesis feature on top of the post-PR-#13 baseline and applies hygiene cleanup. - Adds synthesize_procedural() on pipeline + processors (sync/async) and the Durable Functions orchestrator. Procedural memory is now produced via this dedicated reflection flow over a user's full history (system- prompt-style), not as a per-turn extraction. - Strips procedural emission from extract_memories: removes the procedural type from the extraction prompt, drops procedural_count from result dicts and docstrings, and trims procedural from _load_existing_memories. - Renames facts_count -> fact_count across pipeline, processors, FA orchestrator docstring, and all tests. - Cosmetic enum rename: supersede_reason value 'contradiction' -> 'contradict' for verb-tense consistency with 'update'. README and Docs/concepts.md updated accordingly. Unit suite: 531 passed. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Memory model
synthesize_procedural()flow on pipeline + processors (sync/async)and a
SynthesizeProceduralOrchestratorchained off reconcile in durablemode. Procedural memory is now a per-user reflection over the deduped
fact + episodic-lesson pool, not a per-turn extraction.
proceduraltype fromextract_memories; renamedfacts_count→fact_countend-to-end.UPDATEvsCONTRADICTsemantics in the extraction promptand reconcile path.
Strict prompty schemas
response_formatJSON schema(
additionalProperties: false, all properties required).bodies (overview / decisions / action items; behavioral patterns,
compliance, etc.) so the structured payload is preserved end-to-end.
schema — guards against the drift that caused the earlier "raw JSON
dump" bug.
Pipeline + SDK hygiene
synthesize_proceduralafter reconcile, gated on
PROCEDURAL_SYNTHESIS_AUTO, matching thedurable orchestrator.
SELECT TOP 50 ... ORDER BY salience DESCsoRU + LLM costs stay bounded on hot users.
_mutate_tagsfalls back to the turns container on 404 (parity withupdate_cosmos/delete_cosmos).close()now releases the owned pipeline + processor on both sync andasync clients.
temperatureremoved from every prompty; chat clients hardcode1.0so reasoning-model families (gpt-5.x, o-series) work without
per-prompty overrides.
Infra
SDK-only (resources only) — all BYO variants removed.
chat model.
AI Foundry user role, and Storage Blob/Queue Data Contributor.
azd upprovisions cleanly with no manual post-steps.Tests
schema/prompty conformance, async hygiene, and tag mutation.