Tampere, Finland · 61.5°N
From world records
to world models.
Independent AI research lab running multi-agent cognition systems on AMD RDNA4 hardware. Two decades ago we froze silicon with liquid nitrogen to break records. Now we run it 24/7 to break assumptions.
01Lab Notes
ALL POSTS →
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.
02Signal Feed
FULL FEED →A curated stream of AI research, models, agents and hardware — assembled by an autonomous agent, every item linking to its source. Open the feed →