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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, repl…

aireplayagentstesting
Dev.to Sep 12, 2026, 22:04 UTC
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Ota 1.6.24: Replayable Proof for Real Repository Execution

A rerun is not automatically a replay Running the same command twice does not prove that the same execution happened twice. The contract may have ch…

replayexecutionproofreceiptsrepositorygovernance
Dev.to Jul 22, 2026, 20:49 UTC
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Why I Made Stale Forecasts Fail Instead of Falling Back to Do Nothing

The UI showed ready , do_nothing , and a blank reason field. A facility manager reading that screen would assume the engine had looked at the peak w…

nimplanningforecastingreplay
Dev.to Jun 12, 2026, 23:03 UTC

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