Hi, I'm Ayrton.

This is my corner of the internet for projects, notes and other things I find worth making or remembering.

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Recent writing

02/08/2026How much precision does intelligence need?A visual introduction to LLM quantization, from floating-point numbers to block scales, effective bits per weight and llama.cpp.24/07/2026Building a calm monitoring systemA practical approach to alerts that inform the team without turning every anomaly into an emergency.11/07/2026What a small benchmark can tell youA field note on using narrow experiments to eliminate bad ideas before they become expensive systems.02/06/2026Notes on drift, six months inWhat actually moved, what we only thought had moved, and the monitor we deleted to find out.

Favourite projects

All projects

TriviumA minimal CLI for managing AI agent skills and setting up skill environmentsPython map detailCartogramClustering mobility traces, built for people who do not write SQL.PostGISSvelte

evaluation curveEndgameA small position evaluator trained on tablebase data. Runs in the browser, slowly, but honestly.score = evaluate(fen) # 0.31PyTorchONNX

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