LLM-librarian decay tuning

Configure the LLM librarian that judges archive-band items (relevance 0.2-0.5) during the sleep-time worker. Default ships in shadow mode — verdicts are recorded for human review and never auto-applied.

Shadow mode is on by default. Verdicts land in workmemory_improvements with status=pending_review. Switch to advisory to surface them in the queue, or autonomous only after the W2 benchmark confirms verdict quality.

Tenant configuration

Pass metrics

Verdicts emitted
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Last 24h
Pending review
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Shadow / advisory queue
Safeguard skips
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Diversity / constitutional
Daily cost (USD)
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Per-tenant cost meter

Recent verdicts

Verdict Item Reasoning Confidence Status