DeepSeek rumored to train at 8T tokens as X users slam LLM scaling as alchemy

teortaxesTex · x · 2026-09-21

X user teortaxesTex argues LLM scaling remains too much alchemy: 250B active should equal 250B active, and Meta ran a dense 405B model on 16K H100s two years ago, with sparsity only adding some MFU penalty. He warns that rushing this scale wastes months of compute.

He also reacts to reports that DeepSeek tightened secrecy to prevent another leak incident—yet notable details still leaked immediately—and calls the rumored 8T token training run bold, predicting delivery in late 2027. Unconfirmed.

Related event: Rumor: DeepSeek Training 2T-Parameter Model with 8T Planned, Entirely on Huawei Ascend Chips(6 posts)→

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