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Building for Autonomy

Thoughts on agent-first infrastructure, self-hosted systems, and owning the stack.

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Product · July 2026

I ran a coding agent on my own CPU — LLM engine written from scratch in a language you've never heard of

A coding agent completed a task on a low-power CPU with no cloud and no PyTorch — the entire LLM engine written from scratch in machin (MFL). Including the moment the 1.5B model tried to cheat the test, and how I caught it.

#machin #LLM #self-hosted #AI #from-scratch #machin-anvil
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