# Robin outlines three principles for building intelligent organizations in the AI era

> Original title: How does an organization evolve in the AI era?

- Source: Baidu Inc.
- Published: 2026-11-12T03:14:09.000Z
- Bad Influence: https://badinfluence.news/items/hb0k7ybikxqsmj7w66o2avjmj
- Original: https://x.com/Baidu_Inc/status/2120716753437393103

## Summary

Robin proposes three principles for intelligent organizations: breaking down boundaries between roles, turning tacit knowledge into shared assets, and designing closed-loop processes so the organization learns and evolves. He predicts jobs will converge into two categories, builders who create new things and sellers who cultivate relationships and earn trust.

## Post

How does an organization evolve in the AI era?

Robin proposed three principles for building intelligent organizations:
- Break down boundaries between roles
- Capture tacit knowledge and turn it into shared assets
- Design closed-loop processes to help the organization learn and evolve

Looking ahead, he sees jobs converging into two broad categories, with builders creating new things and sellers cultivating relationships and earning trust.

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