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Tools & Engineering

Practical notes from using coding agents and AI development tools day to day: what works, what does not, and how the tooling shapes the results.

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The Harness Changes the Model

The Harness Changes the Model

The useful question is not which model wins. It is which combination of task, model, and harness gives you the best working environment for the job.

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Bringing AI Coding Tools Into Your Engineering Team?

I advise technical leaders on how AI coding tools change the way engineering teams build and operate software.

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Notes on building AI systems that actually work.