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AI 行业发展到了新阶段 最近海内外都开始有一些反思的声音出现了: 1. model+harness才是产品(而不会吃掉一切) 2. 完全自动化就是在骗自己,珍贵的东西都无法完全自动化,离不开人的参与...

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AI 行业发展到了新阶段
最近海内外都开始有一些反思的声音出现了:
1. model+harness才是产品(而不会吃掉一切)
2. 完全自动化就是在骗自己,珍贵的东西都无法完全自动化,离不开人的参与...

TL;DR · AI Summary

AI行业进入新阶段,强调model+harness才是产品,完全自动化不可行,耐心成为新奢侈品,AI成本高ROI低。

Key Takeaways

  • model+harness才是产品的关键
  • 完全自动化无法实现,需人类参与
  • 耐心在AI时代尤为重要

Outline

Jump quickly between sections.

  1. AI行业开始出现反思声音,标志着行业进入新阶段。

  2. 真正的AI产品应包括model和harness,而非仅依赖model。

  3. 完全自动化是不现实的,许多珍贵任务仍需人类参与。

  4. 在AI时代,耐心成为一种新的奢侈品,追求速度可能导致失败。

  5. AI的成本很高,有时其ROI甚至不如人力投入。

Mindmap

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  • AI行业发展新阶段

Highlights

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#AI#反思#自动化#ROI
Open original article

Orange AI on X: "The AI industry has reached a new stage. Recently, there have been some reflective voices both domestically and internationally:

  1. model+harness is the product (and it won't consume everything)
  2. Full automation is deceiving oneself; valuable things cannot be fully automated and require human involvement.
  3. The patience of slow and steady work is a new luxury in the AI era; rushing leads to failure, slowness is speed.
  4. The cost of AI is significant, and calculating ROI sometimes falls short compared to human efforts." / X

Orange AI on X: "The AI industry has reached a new stage. Recently, there have been some reflective voices both domestically and internationally:

  1. model+harness is the product (and it won't consume everything)
  2. Full automation is deceiving oneself; valuable things cannot be fully automated and require human involvement.
  3. The patience of slow and steady work is a new luxury in the AI era; rushing leads to failure, slowness is speed.
  4. The cost of AI is significant, and calculating ROI sometimes falls short compared to human efforts." / X

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The AI industry has reached a new stage. Recently, there have been some reflective voices both domestically and internationally:

  1. model+harness is the product (and it won't consume everything)
  2. Full automation is deceiving oneself; valuable things cannot be fully automated and require human involvement.
  3. The patience of slow and steady work is a new luxury in the AI era; rushing leads to failure, slowness is speed.
  4. The cost of AI is significant, and calculating ROI sometimes falls short compared to human efforts.

Last edited Opens edit history 10:05 PM · May 27, 2026

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