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MATM Curation

The Memory Curator is the durable-write owner for governed MATM. Workers emit proposal-only Memory Events; the curator decides whether and where a durable Memory Record should exist.

Nine-Step Curation Pipeline

  1. Schema admission: reject malformed events, unsupported fields, non-UTC timestamps, direct-write states, and unsafe extension names.
  2. Safety and redaction: remove secrets, private data, prompt-injection payloads, and hidden reasoning before durable review.
  3. Source and provenance check: verify event origin, artifact, source references, task id, and producer identity.
  4. Scope routing: classify into session, project, agent_team, agent_repo, or discard disposition.
  5. Kind classification: assign fact, decision, preference, risk, procedure, hypothesis, evidence, deprecation, or conflict.
  6. Evidence sufficiency: decide whether the event can support a durable claim, needs review, or stays hypothesis.
  7. Deduplication and idempotency: merge exact duplicate ids and route redundant events to existing records.
  8. Conflict analysis: preserve credible opposing claims and route to human or specialist review.
  9. Disposition and audit: append, update, deprecate, conflict, or discard; record reason, reviewer, and next review date.

Disposition Operations

Operation Use when Not this
append New reviewed memory should be added. Not a worker direct write.
update Existing record should be revised with source and audit trail. Not silent overwrite.
deprecate Existing record is superseded, stale, unsafe, or retired. Not routine delete.
conflict Credible incompatible claims need preservation and review. Not fake consensus.
discard Event is malformed, unsafe, unauthorized, redundant, unsupported, or out of scope. Not searchable durable memory.

Scaling Pattern

Start deterministic, add model assistance only where policy permits, and keep a human steward for sensitive, cross-scope, public, production, legal, security, privacy, and high-impact records. Curator automation can triage; it should not erase the need for audit and reviewer ownership.