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OpenClaw为代表的AI智能体对情报学的影响与启示(简版)

![{"alt":"OpenClaw龙虾项目","id":"imageId-3b03a811-0a45-4530-aead-d006bcf3eb7d","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/eeec714a2d6ad67b4b466a37a8a065773acd2dd4d08b8b5d8f8d5c04fa44667d.png)

![{"alt":"真正能做事的AI","id":"imageId-f7c4184a-0446-4875-81ea-32d6ddb45121","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/40cc6d34cc3614cd1f174e0b57a49906fdbc6de24d970260d2c90652768e8959.png)

![{"alt":"核心问题","id":"imageId-094dbc9a-19bb-4af1-9630-1ae7ba4e52fd","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/1d243339b66126edd6d72c3de365697cb21a059eb4cd6ad958e3014a26cd35e2.png)

![{"alt":"AI演进三阶段","id":"imageId-3627d230-9e52-4244-9392-bb80878e7d45","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/5ca4ac3c9db9e2178a114493d3d995a0e905bde1a5ed1e3c7955af99d3bf4e89.png)

![{"alt":"Agent架构四模块","id":"imageId-aca73f03-064d-4c29-9ca1-12d127d028c2","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/f83e9b7332bb2bd403f17132dfdde3a16090ac0ef6cebf665421e383efb866ad.png)

![{"alt":"AutoResearch自改进","id":"imageId-2986cde3-08a4-4ab4-a6bd-f8abbde4b082","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/fae7bba5f90a74c52974209b2421332fd8fec3d953cd1d21690e7ef98b68aa71.png)

![{"alt":"Harness驾驭隐喻","id":"imageId-c14b6402-0bf8-4555-a9fb-a0b54cdf2e46","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/6fe3d9b488520e4e1ed1842365637c4c3cc7fe37e5ea1fe526c67a7f0adb4bea.png)

![{"alt":"从人在环中到人在环上","id":"imageId-0d1a964d-61be-4902-b30d-171571498366","width":1066,"height":600}](https://cdn.gooo.ai/gen-images/af199fb9619bd617bad1044349aa827be0b74e7385a91392243b9b73731dbd2c.png)