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Memory Pipeline

Follow data from raw input to durable graph memory.

Stages

Append raw input and track the ingest cursor.
Detect topical segments and reentry.
Summarize topics and extract atomic memories.
Embed, store, and connect graph records.
Raw text
Segment
Embed
Store
Link graph

Reliability

Advance the ingest cursor only after graph writes succeed so retries do not silently skip material.