Tag: AI
All the articles with the tag "AI".
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A month of functional scars: 934 fires, one broken validation loop, and what it cost
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.
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The Pixar precedent: vibe coding has been here before
Debates over disruptive tools follow a pattern. The vibe coding fight is at a recognisable stage of it. Notes from someone who passed through an earlier version of the same argument.
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Functional Scars — turning corrections into a primitive
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.
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From memory to scar: a four-layer progression
Anthropic shipped managed memory stores in April. They sit at the third of four layers. The fourth, hooks, is the one that closes the Lucy loop.