Writing

Notes from the build.

Things I worked out the slow way — evaluation harnesses, agent design, and the unglamorous engineering that decides whether a demo ever becomes a product.

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Latest · 2026.08.02

Your agent doesn't need more tools. It needs a scoreboard.

Every stuck agent project I've seen was fixed by measurement, not capability. Here's the harness I build first, why it's boring on purpose, and what it costs to skip it.

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I take on freelance AI and full-stack work alongside my day job, and I'm open to founding opportunities. Tell me what you're building and I'll come back to you within a day.

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