Entire tech stack rethink needed to solve AI energy crisis
Briefly

The place where computing went wrong, unfortunately, was the digital decision... Biology is completely different... The final answer is just good enough and all the intermediate sets are slow, noisy, and unreliable.
AI's enormous and growing demand for energy is a critical problem that needs to be addressed by rethinking the entire technology stack from electrons to algorithms in order to achieve energy efficiency.
Read at Theregister
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