03 / PublicationsFrom the research notebook

Questions. Observations. Possibilities.

Publications

A place for ideas to find their words.
And for words to lead somewhere new.

The reading roomResearch papers · 02
01PaperDraft · 52 min read

GPU Mechanism

Why the same training program produces different bytes on different GPUs — and how to make those bytes agree by controlling the arithmetic and kernel choices.

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02PaperRevision 3 · 69 min read

The step oracle

A CPU predicts a GPU training step before the card runs, then checks the loss, every parameter, and every optimizer tensor — byte for byte.

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