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. 41 controlled experiments, negative results included.

2026-08-081.3M params beat 5B
01

Interactive world models on commodity GPUs

Seven measurements that were self-consistent, reproducible, and false — and the seven roads that ended.

2026-08-112 × 24GB · 480×832