Live notebook, imperfect systems

Research isiteration.

I make tools, models, simulations, and strange little experiments. Some fail fast. The useful ones get rebuilt until they explain something better.

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Current bias: local-first AI, scientific computing, visual systems, retrieval, data tools, simulation, and interfaces that make uncertainty visible.

askbuildbreakmeasurerewriterepeat