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从 Harness Engineering 到 Environment Engineering 的范式转移

📅 2026-04-01 23:37 Frank Wang 玉伯 人工智能 3 分鐘 2955 字 評分: 83
AI Agent Environment Engineering AI 开发 技术哲学
📌 一句话摘要 玉伯提出 AI Agent 开发的核心在于构建合适的「环境」,而非仅仅是控制与提示,强调环境工程的重要性。 📝 详细摘要 该推文探讨了 AI Agent 开发的范式转移,认为「环境工程」(Environment Engineering)将取代「控制工程」(Harness Engineering)。作者指出人是环境的产物,Agent 亦然,强调构建能够激发 Agent 能力的外部环境是未来 AI 开发的关键,而非单纯的指令控制。 📊 文章信息 AI 评分:83 来源:Frank Wang 玉伯(@lifesinger) 作者:Frank Wang 玉伯 分类:人工智能 语言

Title: The Paradigm Shift from Harness Engineering to Environmen...

URL Source: https://www.bestblogs.dev/status/2039366549513871662

Published Time: 2026-04-01 15:37:29

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The Paradigm Shift from Harness Engineering to Environment Engineering

The Paradigm Shift from Harness Engineering to Environment Engineering

![Image 2: Frank Wang 玉伯](https://www.bestblogs.dev/en/tweets?sourceId=SOURCE_eb1782f7) ### Frank Wang 玉伯

@lifesinger

Harness Engineering 很快会被 Environment Engineering 替代

人是环境的反应器

Agent 也会是环境的反应器

谁能创造一个合适环境

谁就能培养出最好的 Agent

地球上恰到好处的环境

创造了人

一起抛弃爱马仕

开始拥抱 Environment Engineering Show More

Apr 1, 2026, 3:37 PM View on X

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1,938 Views ![Image 3: Frank Wang 玉伯](https://www.bestblogs.dev/en/tweets?sourceid=eb1782f7) Frank Wang 玉伯 @lifesinger

One Sentence Summary

Yubo argues that the core of AI Agent development lies in constructing the right 'environment' rather than just control or prompting, highlighting the importance of Environment Engineering.

Summary

This tweet explores the paradigm shift in AI Agent development, suggesting that 'Environment Engineering' will supersede 'Harness Engineering.' The author posits that just as humans are products of their environment, so are AI Agents. He emphasizes that building an external environment capable of stimulating an Agent's capabilities is the key to future AI development, rather than relying solely on instruction-based control.

AI Score

83

Influence Score 15

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Chinese

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查看原文 → 發佈: 2026-04-01 23:37:29 收錄: 2026-04-02 02:00:33

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