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I instantly fixed my biggest Pixel annoyance by enabling one new Android feature

Pixel users no longer need to wake up the screen or tap it to unlock, saving time and frustration

I instantly fixed my biggest Pixel annoyance by enabling one new Android feature

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I ran my scanner against 5 real CVEs. It missed 4. Then I reverted my own fix.

Why this post is different from the last one The last write-up in this series announced four tools. This one is about what happened when I stopped writing tests for my own tools and started checking…

  • Scanner failed to detect 4 out of 5 real CVEs in Python codebases
  • One CVE (CVE-2023-30556) partially detected but classified as uncertain
  • Author reverted fix, removing silent exclusion of 94 real database call sites

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.

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