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TSMC's strategic interest in Extropic makes sense given how thermodynamic computing could reshape the foundry business model entirely. If stochastic logic really delivers even 100x efficiency gains, it creates a new categoy of specialty fabs that prioritize analog precision over digital density, which is basically the inverse of everything TSMC has optimized for over 40 years. The claim about using existing semiconductor fabs is key because it means TSMC doesn't have to rebuild infrastructure, just retool existing capacity for probabilistic rather than deterministic circuits. The energy crisis forcing AI labs to care about joules per token rather than FLOPS creates the first genuine threat to GPU dominance since GPUs became synonymous with AI.

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