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Problem Statement
investigate how we can improve our review process and skills using techniques from
https://github.com/pbakaus/agent-reviews
Summary
Koan has a mature single-pass review pipeline — ...
Surface the existing eval harness (#32) in the console — per-stage precision/recall, originator-collapse correctness,
leading-vs-lagging clocks (§7). Include, do NOT rebuild the harness; this is the operator ...
observability
Description
Allow products to consume one or more shared inventory components.
This is intended for simple countable components such as Schnitzel or Kochkaese. Decimal quantities and detailed recipe ...
Entity + reputation surface:
- identity-resolution review: merge/split speaker vs institution, track rebrands (§6.7) — corrections as events
- reputation time-trajectory view (§6.4); mark regime breaks ...
learning
Operator control of where corroboration-collapse and acquisition get their structure:
- seed/correct the wire + common-ownership + copy-network graph driving §5.5 originator-collapse (a learned
...
agents
integrity
Description
Add support for ESC/POS thermal printers connected through the local network.
The existing USB/serial and browser printing modes should remain unchanged.
Add a new print mode with:
- ...
Pause/resume/inspect the two clocks (§9): ingestion clock + projection-harvester — next-fire, last-run, deltas pulled;
backfill controls (§6.5).
Depends on F4 and the P2/P3 clocks (#34, #39).
Why This Matters
The reflect pass (review_runner.py:576-658) filters low-signal findings using a static threshold (default 5 from
get_review_reflect_config()) and a scoring rubric in reflect.md that never ...
Expose what is hard-coded today:
- per-stage model routing (python/maat/providers/seam.py is already per-call)
- gate floor + extremity + confidence tiers (DRAFT values in _confidence_label, web/app.py) ...
Description
Extend the admin system information page with the current local network address and server port.
Display:
- Local IP address
- Server port
- Full URL for the normal cash register
...

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