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Post-GPU compute is a bet that new hardware will make different primitives cheap. When the primitive changes, the winning model classes change. Extropic is a bet that sampling becomes that primitive.

Connecting probabilistic graphical models to energy-based formulations, and showing how sampling replaces optimization as the core mechanism for inference and computation.