Blog
Notes from the workshop.
Longer pieces on how the models work and how the numbers were measured. Everything here links to code or a log you can check.
October 2026 · 7 min
vega-U: one engine, any reader
The universal adapter: a 14.3M decision engine in a shared space that any frozen LLM can plug into through a small linear port. Readers it never trained with score highest, up to 0.811 held-out with a cold-attached 27B.
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October 2026 · 5 min
Benchmarking vega against a hosted decision model, honestly
3,841 decisions per system against the live endpoint, same rows, one run. Where the hosted model wins, where vega wins, and why we publish the harness either way.
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September 2026 · 6 min
A year ahead of the hype
From a March 2025 arXiv paper on RL over sequence representations to laya, the open 33 ms decision model, and why the proof was given away first.
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