/Lab Notes
The Value Function That Reads the Shape
To focus on one topic, the machine had to price every candidate question against seven sub-questions — and the obvious way to do that silently collapses all seven into one average direction. The theorem behind that collapse, the fix that reads a shape instead of a sum, and the discipline that catches it before a euro is spent.
The Machine That Falsifies Itself
Why we built a self-correcting AI research bench on a single AMD R9700: the thesis that insight is compression, the multi-agent engine that refutes its own ideas, and the three-tier funnel that spends money only where it pays.
From Liquid Nitrogen to Tokens
I was out of the game for years — the honest story of why I quit overclocking, and why AI brought back exactly the same spark in a new form.
What this site is
The short version — who SF3D is, what the lab is building on AMD RDNA4, and how this site works.