Radar / AI models / bootgpt

bootgpt: a language model that lives in a 512-byte boot sector

bootgpt packs a tiny character-level neural network into a PC's master boot record: 510 bytes of hand-written 16-bit assembly load an int8 model from the following disk sectors and run it in real mode on a 386, with no OS or runtime. The 11,520-parameter model, trained on synthetic Linux boot logs, generates plausible dmesg-style output as the machine boots. An independent reproduction verified the assembly byte-for-byte.

new launchmodels · on-deviceJEV traction 0.49kerlenton/bootgpt · 21 ★added 2026-11-01
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Why it matters

The extreme end of tiny-model engineering: a working neural network executing before any operating system exists, proving integer-only inference can live in the most constrained environment imaginable.

What you could build with it

A computer-science instructor could use the project as a teaching demo: students assemble a 512-byte boot sector and watch a tiny neural network generate boot logs on bare hardware, making quantization and integer-only inference tangible instead of abstract.

Does it hold up?

Too early to judge beyond the stunt: one independent reproduction confirms the assembly and weights are exactly as claimed, but there is no practical application yet — its value is educational, showing how far quantization and integer math can be pushed.

Built with bootgpt

Learn more

official docs →

First spotted on github: source.

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