Energy-Based Models — Hopfield/Boltzmann lineage returning with modern compute; learned energy functions as the substrate for constraint-satisfaction reasoning
Eyes and Ears for LLMs — the Audio Translator — why music is 40 years behind vision on the same NN layers (no free supervision signal); train a probe on a pretrained embedding, never an encoder from scratch