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Knowledge baseOctober 18, 2026

How DeepSeek Uses Less Memory

the supply is constrained and thus the prices rise. So going back to DeepSeek, the KV cache only needs a fourth of the HBM and then they also need 1/8 of the SSD storage. Well, they're able to serve many more tokens without necessarily having to pay for all that memory. The…

Matthew Berman·YouTube — Matthew Berman
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Key Takeaways
  • 01.the supply is constrained and thus the prices rise
  • 02.So going back to DeepSeek, the KV cache only needs a fourth of the HBM and then they also need 1/8 of the SSD storage
  • 03.Well, they're able to serve many more tokens without necessarily having to pay for all that memory

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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