Reviewing learned proposals
How to use senkani learn review and the Sprint Review pane to accept, reject, or defer staged proposals.
Weekly (sprint) cadence
senkani learn review --days 7
Lists everything that moved from .recurring to .staged in the last week.
In the Sprint Review pane
Open ⌘K → "Sprint Review". Each proposal shows:
- Type — filter rule / context doc / instruction patch / workflow playbook.
- Evidence — sessions + token cost that produced the recurrence.
- Confidence — Laplace-smoothed, 0.0–1.0.
- Rationale — why the system thinks this pattern is worth applying (optionally enriched via Gemma).
- Actions — Accept (moves to
.applied), Reject (discards), Defer (keeps staged).
Instruction patches
These don't auto-apply from the daily sweep — you must explicitly accept each one in review. This is a deliberate Schneier gate against subtle prompt-injection drift.
Quarterly audit
senkani learn audit --idle 90
Lists applied artifacts that haven't fired in N days. Retire stale entries so the live artifact pool stays fresh.