Marian

Closes the day, reconciles contradictions, synthesizes patterns, heals orphans, rebuilds the index.

Generates a structured weekly review across projects, tasks and learnings.

Scans the vault for conflicting claims and queues them for reconciliation.

Organizational sleep: extracts decisions and failures, then promotes recurring or high-salience short-term memory into long-term knowledge.

Controlled forgetting: decays multi-axis salience and raises old, low-value memories up the abstraction ladder instead of deleting them. High-risk / high-importance memories are protected.

Cortex / prefrontal: distills recurring experience into Decision Policies and a Company Model the judgment Agent can apply — turning the sum of episodes into organizational memory.

Autonomous quality repair: plans remediations over the detection cores (contamination, near-dups, integrity, contradictions, freshness), applies the reversible safe tier, and queues guarded actions for approval.