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AI as an Electrical Technology

What AI implies in compute and energy terms, why demand can grow even as hardware improves, and where the real bottlenecks are.

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Video summary

The ideas to retain

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1. What "compute" means in practice

The process of developing and deploying AI models is divided into two phases with very different energy profiles.

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Training

Training a large model requires processing massive amounts of data for weeks or months using thousands of specialized accelerators — GPUs or TPUs — in parallel. The energy consumed by a…

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Inference

Inference is the process of using the model to answer questions. Every query, every image generation and every document analysis consumes energy. Unlike training, inference happens…