Writing
Research notes on agent harnesses, verification, and evaluation systems that earn their authority.
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Loop Engineering: Optimizing Code Generation and Verification
A practical map of AI-assisted development: qualify candidates for human review, reduce wasted work inside the build loop, and measure which checks and corrections earn their cost.
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Building a Better Inner Loop
Loop engineering as a systems problem: the same development work, reallocated across a new boundary — where each function should live, what changes when it moves, and what evidence would show the resulting system is better.