Tag: tooling

All the articles with the tag "tooling".

• The same scar, two agents

  3 Jun, 2026

  fscars 0.4.0 promotes the Codex adapter from instructions to native hooks. A correction you write once now fires deterministically in both Claude Code and Codex — and the scar itself does not change. Here is how each side works, and the one honest limitation.

• Calibrate against your own voice

  2 Jun, 2026

  AI detectors flag non-native English as machine-written. callus scores your draft against your own voice instead. pip install callus.

• A month of functional scars: 934 fires, one broken validation loop, and what it cost

  26 May, 2026

  I wired ten functional scars into my own workspace and let them run for a month. Half the signal came from one hook with documented false positives, and 3,838 captured opportunities sat unread. Here are the numbers and what they forced me to build.

• Functional Scars — turning corrections into a primitive

  9 May, 2026

  fscars 0.1.0 is out — a bolt-on correction primitive for AI coding agents, built on the framework from the Lucy Syndrome paper. Apache 2.0, pip install fscars.