a16z(@a16z)
https://t.co/URbd8O8R0Z CEO Dhaval Adjodah and CTO Owen He on building a self-improving AI company w...
8.5内容质量

TL;DR · AI 摘要
人类与AI协作的多代理系统是AI公司未来方向,人类不可替代的创造力与直觉仍是核心。
核心要点
- Viceroy of Variance职位证明人类在质量验证中的不可替代性
- 多代理系统架构将人类视为与AI平等的协作单元
- 质量时间(quality time)需要人类直觉判断,AI难以复制
结构提纲
按章节快速跳转。
- §引言
揭示当前AI公司对人类替代的误区与MakerMaker.AI的反向实践。
- ·核心机制
提出将人类作为多代理系统中关键协作单元的架构理念。
- ›实践案例
Viceroy of Variance职位通过破坏性验证确保系统质量。
论证人类直觉判断在质量验证中的不可替代性。
- ›未来方向
构建人机协同的自我进化系统需要重新定义工作流程。
思维导图
用一张图看清主题之间的关系。
查看大纲文本(无障碍 / 无 JS 友好)
- 人机协同的多代理系统
- 核心理念
- 人类作为协作单元
- 实践案例
- Viceroy of Variance职位
- 关键挑战
- 质量时间不可替代性
金句 / Highlights
值得收藏与分享的关键句。
『我们发现优秀的研究人员和工程师带来的价值,AI代理难以替代』
『Viceroy of Variance是真实存在的职位,其职责是破坏现有结果寻找问题』
『质量时间需要运行数百次实验并发展直觉,这是AI的盲区』
#AI协作#多代理系统#技术管理#a16z
打开原文a16z on X: "https://t.co/URbd8O8R0Z CEO Dhaval Adjodah and CTO Owen He on building a self-improving AI company where humans and agents work as one system: "One big limit of [RSI] is the human element. I think the way that a lot of AI companies are thinking is, let us use AI to replace humans." "B… / X
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a16z on X: "https://t.co/URbd8O8R0Z CEO Dhaval Adjodah and CTO Owen He on building a self-improving AI company where humans and agents work as one system: "One big limit of [RSI] is the human element. I think the way that a lot of AI companies are thinking is, let us use AI to replace humans." "But what we found is that there's so much that good researchers and good engineers can bring to the table that's gonna be very hard to replace by agents." "And so that's why from the very beginning, we've tried to think of our basically entire company as a multi-agent system, where humans are a kind of agent that's cohabitating with other AI agents." "We have one of our engineers that we named the Viceroy of Variance. That's a real thing. His job is to go and destroy the results we have and find what's wrong." "So far we have not found a replacement for what we call quality time. Literally running hundreds of experiments, looking at it, developing an intuition, trying to figure out what is wrong, what is not wrong... what is just variance, what is not." @makermaker_ai @_dval_"
-  a16z @a16z MakerMaker.AI CEO Dhaval Adjodah and CTO Owen He on building a self-improving AI company where humans and agents work as one system: "One big limit of [RSI] is the human element. I think the way that a lot of AI companies are thinking is, let us use AI to replace humans." "But what we found is that there's so much that good researchers and good engineers can bring to the table that's gonna be very hard to replace by agents." "And so that's why from the very beginning, we've tried to think of our basically entire company as a multi-agent system, where humans are a kind of agent that's cohabitating with other AI agents." "We have one of our engineers that we named the Viceroy of Variance. That's a real thing. His job is to go and destroy the results we have and find what's wrong." "So far we have not found a replacement for what we call quality time. Literally running hundreds of experiments, looking at it, developing an intuition, trying to figure out what is wrong, what is not wrong... what is just variance, what is not." @makermaker_ai@ _dval_ [Video 3](blob:https://x.com/c3f5d22d-1303-4f0c-a16e-e485d145070c)
00:00 a16z @a16z 15h MakerMaker.AI co-founders Dhaval Adjodah and Owen He with a16z's Martin Casado on recursive self-improvement, and how to tell when it's real: A lot of RSI pitches are really just people using AI to build better AI. Tech has always worked that way. You needed computers Show more [Video 4](blob:https://x.com/9ed98a34-3b63-4e3f-98e0-1c6197ed440d) 00:00 5:45 PM · Oct 12, 2026·18.2K Views 10 4 48 19
-  RAY @rayvahey 12h viceroy of variance is a great job title [](https://x.com/compose/post?in_reply_to=2109702895428104388) 2 23
-  Michael Bronstein@bronstein101 9h how low has a16z fallen ... [](https://x.com/compose/post?in_reply_to=2109747642666287537) 9
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