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第三步,删除本地状态与配置文件:

UD-Q4_K_XL and UD-Q3_K_XL stay extremely close to the original, well under a 1-point accuracy drop on this suite, which Ben insinuates that you can sharply reduce memory footprint (~500 GB less) with little to no practical loss on the tested tasks.

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Adam posted a video about his experience queuing to see Deftones at the venue last week, which received a lot of engagement, with people sharing both similar and opposing experiences.

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Compare that to native MCP injection: ~121 tokens per tool, every single turn, whether the model uses those tools or not. For OpenAPI endpoints, it's ~72 tokens per endpoint per turn.

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