Topics
Four lines of work. Pick the one you came for, or scan all of them.
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The Lucy Syndrome
10 postsWhy AI agents forget corrections, and the enforcement layer that makes them hold. The core research line — from the diagnosis to functional scars to instrumenting a live system.
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Agents in engineering
1 postAI agents doing real civil-engineering work: finding the file that holds the true source of truth, placing drainage culverts from a one-column list, and turning a one-off fix into a reusable skill.
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Building with AI
5 postsField notes from running a production system on LLMs every day — what actually cut a four-minute boot, why the optimization you wrote isn't the one that runs, and where today's tooling debates have played out before.
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Tools
Tools →Installable primitives that came out of the work: fscars for correction persistence, callus for voice calibration.