Port the normalized, priority-ordered (static > dynamic > search) profile
deduplication into the Python SDKs, injecting one owned memory block per
request that replaces the prior block rather than accumulating. Dedup is
request-local (no shared state), so it stays correct under concurrency.
Covers OpenAI, Agent Framework (middleware + context provider), Cartesia,
and Pipecat.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Use client.add and search.memories hybrid mode, improve profile memory
deduplication for string/pydantic items, and add dedupe unit tests.
Co-authored-by: Cursor <cursoragent@cursor.com>
