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DeepSeek has put a lot of effort into making their KV cache smaller and smaller, this is important for allowing large efficient batching at long context lengths.

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No wonder they have the cheapest cache read costs. And the cheapest cache reach costs usually result in the cheapest overall costs in agentic use.