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Sungrow Chief Scientist David Zhao Unveils 10 Trends Driving the Convergence of Clean Energy and AI at APSARA Conference

"Clean energy gives AI the power it needs to thrive, while AI gives clean energy an intelligent brain. The two ...

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VRAM for local LLMs: why memory bandwidth sets your tokens per second

How much VRAM for an LLM is the wrong first question. The better one is how fast that VRAM is, because a local model generating text reads its entire set of weights from memory for every single token.

  • Memory bandwidth, not VRAM size, determines LLM speed
  • Token generation requires reading all model weights from memory
  • RTX 3090's 936 GB/s bandwidth generates ~90 tokens/second

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