Tag: lucy-syndrome
All the articles with the tag "lucy-syndrome".
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How do you know a correction held? Instrumenting an agent in production
Functional scars make a correction persist. They don't tell you whether the system as a whole is getting better. So I instrumented every session — deterministic, zero-token, never blocking — and let a monthly pass turn the evidence into mechanism changes. The first thing the data caught was me.
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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.
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The Lucy Syndrome: Why LLMs Forget Corrections
LLMs don't remember yesterday. That gap has a name, a causal mechanism, and a fix that doesn't require better memory.