METAG.AIM LAB

M Lab

Where inference runs decides who controls the model. These are the measurements from moving that compute onto hardware people already own — negative results included.

02

The Control Gap

Prediction and control are different properties. 33 controlled experiments, negative results included.

2026-08-081.3M params beat 5B
01

A real-time world model on two consumer GPUs

The operating point, ten rejected hypotheses, and one decay we cannot yet explain.

2026-08-07480×832 · 19.1 fps