Inference control that breaks the scaling curve. Two open results, one C-kernel.
0.40-nat loss saving at constant compute on GPT-2 medium — a regime the scaling laws say requires ~10× more training.
The same C-kernel applied to JEPA-style latent prediction. Four worlds improved. Four shocks detected unsupervised by the κ-gate.