Developer minimal blog
Minimal notes on AI systems, software engineering, and the math underneath.
Engineer working across AI systems, software architecture, and the mathematical ideas that make both legible.
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Latest essay: Benchmarks Are Broken and We're All Pretending Otherwise published Mar 12, 2026.
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Recent posts
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Benchmarks Are Broken and We're All Pretending Otherwise
Every major lab ships a model, immediately publishes a chart where their model wins, and calls it progress. I'm done buying it.
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Types Are Not Optional: A Rant in Defence of Static Typing
Strong static types aren't a preference — they're the difference between a system and a pile of guesses.
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Math Is Not the Hard Part
Most engineers who think they can't do math actually can. The real problem is staying with confusion long enough for understanding to form.