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Nathan Lambert· @natolambert · X·· 2 小时前AI 评分39
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Nathan Lambert 认为,组织架构与团队功能对构建优秀 LLM 的重要性被严重低估,这也是 Llama、xAI 等团队反复重建、而落后团队仍能追赶的原因。他表示,高效的组织和团队价值相当于数倍算力。他还认为构建模型并无太多秘密配方,大部分收益来自持续一致的执行和对算力的明智使用。

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I think it's vastly underrated how important org chart and team functionality is to building a good LLM. Over 18 months old, and still one of my favorite all time Interconnects posts. It's why we still often see orgs crumble and need to get rebuilt (e.g. Llama/xAI) and why I believe underdogs can still catch up. Having an effective org and team is worth multiple multiples in compute.

I also think there isn't that much secret sauce to building models. Yes, sure there are some tricks, but most of the gains come from consistent execution and using your compute wisely.

来源:Nathan Lambert · x.com