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OpenRouter 联合创始人:10 个专用智能体胜过一个万能智能体

specialized agents or one mega agent? we're having this debate internally...

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OpenRouter 联合创始人谈智能体架构:别把所有活塞给一个智能体,拆成 10 个专职能看清哪里出错,再配个总管协调。

OpenRouter 联合创始人 Alex Atallah 在与 a16z 的对谈中主张,10 个各自专注单一职责的专用智能体,好过一个包揽所有事务的万能智能体。他的理由是:任务越复杂,万能智能体对上下文的理解损耗越大,且这种损耗无人负责。他提出未来更可行的架构是垂直聚焦的子智能体,由一个类似 chief of staff 的协调智能体在中间调度,并为每个子智能体设置质量检查。

原文 · Harrison Chase

specialized agents or one mega agent? we're having this debate internally...

specialized agents or one mega agent? we're having this debate internally... a16z @a16z . @OpenRouter co-founder Alex Atallah on personal agents: 10 specialized chiefs of staff beat one universal agent. One job each means you can see exactly where it's failing. "The worst part about doing cross-domain joins with your personal agent is that the more work you give it, the more understanding of what's going on you're sacrificing." "And no one is taking responsibility for that sacrifice. Agents don't have any responsibility." "With a universal agent that's doing all things, I can't adjust how much understanding I'm sacrificing." "It points me towards: maybe down the road, the sub-agents people use will be very vertically focused, and we have a chief of staff type agent that coordinates between them." "You need vertically focused agents where this agent is more responsible, psychologically, for these things. I want quality checks that make sure it's doing those things correctly. It doesn't need to focus on anything else, it has one focus area." "I wonder if that's going to help people get at least a loose sense of responsibility on top of agents." @alexatallah Your browser does not support the video tag. 🔗 View on Twitter 🔗 View Quoted Tweet 💬 4 🔄 0 ❤️ 5 👀 654 📊 4 ⚡