zachery.lol/routes/projects/cstat-yoke/index.html
Zachery Aaron Shores-Chmielewski 219bb6552e Flesh out about and projects pages
Authored by Claude, lovingly guided by Zachery Aaron Shores-Chmielewski
2026-07-24 12:45:02 +04:00

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<h1>cstat and yoke</h1>
<p>cstat is the fake microscope; yoke is the fake harness. Together they treat code as data and ask what shape a codebase has before anyone starts arguing about taste.</p>
<p>The writeup claims cstat measures local structure, repetition, churn-shaped scars, and the weird fingerprints left by agents that are too confident near edge cases.</p>
<p>yoke then turns those observations into experiments: give an agent a task, constrain the harness, watch the trace, and learn whether the model fixed the problem or merely rearranged the furniture.</p>
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