podman

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sb-iam 0d69f82139 feat(continual-learning): activate negative-feedback loop (RSI steps 1-2)

Step 1 — policy.ts shouldIntervene: suppress on a prior dismissal alone.
The former `&& !priorOutcome.wasRealCollision` term was dead code (outcomes
record wasRealCollision hardcoded true), so the 85 real dismissals in Atlas
were never used. Now a prior accepted===false suppresses the next identical
nudge. Spec: continual-learning/policy.md:41, spec.md:163.

Step 2 — podman.ts handle: only escalate severity to 'critical' (the spoken
alert trigger) when the recalled prior was an accepted *real* collision,
instead of blanket-escalating every recall. Surfaces learned routing in
preferredAction; stops dismissed/false priors over-escalating to voice.
Spec: continual-learning/policy.md:62-63, plan.md:66.

Documentation-first: adds PLAN.md section 8 "P0.5 - RSI negative-feedback
activation" with both rungs + follow-ups. No schema change. backend typecheck
passes. Independent of the MongoDB-cleanup handoff (Codex).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

2026-06-28 07:42:42 -05:00

agent-learning

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2026-06-28 08:06:21 +00:00

continual-learning

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2026-06-28 08:06:21 +00:00

graph-discovery

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2026-06-28 08:06:21 +00:00

superpowers/specs

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