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The Model Wrote the Right Rule and My Replay Rejected It: The Extraction-vs-Replay Split

Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI . It turns repeated agent failures into permanent standing rules — extract, replay-test, promote.

  • CauterRule tool extracts rules from agent failures and tests them via replay.
  • Extraction and Replay/Evaluation are two distinct pipeline parts.
  • Replay verdict only checks surface form similarity, not rule correctness.

I built a decision app because group chats cannot decide — here is what I learned

The problem I kept noticing the same pattern: six people in a group chat, twenty minutes, zero decisions. Restaurant, movie, weekend plan — the loop always ended with "I don't care, you pick" followed…

  • Choozy is an Android app designed to end group decision loops
  • Creator learned to add preset options before spinning wheel
  • QR code group mode key to app's growth and spread

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