beyond light — writing, building, and the AI frontier.
Engineer & builder. I write about technology, build small products, and track what's moving in AI. Pull up a chair.
Writing
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The Action Bottleneck
Why the action head memorizes where the vision head generalizes, why more data of the same shape cannot fix it, and why the metrics that scale are the ones that can lie. Five tested claims about missing information and memory.
Built
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Pinaday
A calm, local-first daily notes app for macOS, built around one note for every day.
terminalboard
TensorBoard in your terminal, with a small AI assistant for training runs.
Notes
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