企业AI Agent为什么不能完全自治？

企业AI Agent为什么不能完全自治？的重点在于把前置条件、操作顺序和容易误判的地方分清楚。

{"type":"doc","content":[{"type":"paragraph","attrs":{"id":"45c80c6a-4415-4108-9886-4e20396b8b74","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"本文我们将分享2个概念：确定性工作流和概率性 AI。"}]},{"type":"paragraph","attrs":{"id":"fa703657-fb41-4126-ba99-e061fc9470b2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"大模型让 AI Agent 开始从“回答问题”走向“执行任务”。它可以理解自然语言、分析上下文、调用 API、操作业务系统，甚至根据任务执行结果动态决定下一步。从能力表现来看，Agent 似乎正在越来越接近“自主完成业务”。"}]},{"type":"paragraph","attrs":{"id":"fd65a84f-f9fc-4e1e-b426-e80b635c7156","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"但实际应用时，很多人却发现了问题，很典型的就是——"}]},{"type":"paragraph","attrs":{"id":"30c16ebe-8145-483b-8d91-770ade188c83","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"AI Agent 一旦进入合同、采购、付款、质量、供应链等企业核心流程时，我们必然面临一个抉择："},{"type":"text","marks":[{"type":"bold"}],"text":"企业真的应该让 Agent 完全自治吗？"}]},{"type":"paragraph","attrs":{"id":"af91ee87-349f-45a8-affa-82ddd87eed5c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"毋庸置疑，答案通常是否定的。"}]},{"type":"paragraph","attrs":{"id":"3b4ca06a-a333-49be-af66-820eaf4db190","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"问题并不是 AI 的推理能力够不够强，而是企业业务本身存在大量确定性的规则、权限、状态和责任边界。因此，在生产环境中，更值得讨论的并不是“如何让 Agent 获得更大的自主权”，而是如何让概率性的 AI，在确定性的业务边界中安全执行。"}]},{"type":"paragraph","attrs":{"id":"eb298500-f5c8-4de7-a55e-6ab8e6bdd549","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这也是企业级 Agent 与普通 Agent Demo 之间一个非常关键的区别。"}]},{"type":"image","attrs":{"id":"0fd52cf8-c952-4aad-a906-9979a7af2373","src":"https://developer.qcloudimg.com/http-save/audit-12641072/1ed3515c3f7b49d3b8587c7efdcda79f.png","extension":"png","align":"center","alt":"","showAlt":false,"href":"","boxShadow":"","width":759,"aspectRatio":"1.333333","status":"success","showText":true,"isPercentage":false,"percentage":0,"isHoverDragHandle":false}},{"type":"paragraph","attrs":{"id":"bf61c9cf-ddb0-4add-8d3d-54987cb4e6e6","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"paragraph","attrs":{"id":"558d5861-e8d3-4baf-84a1-3bfbb8008386","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"ad787fef-353c-48a9-a048-29817eb9c858","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"一、企业 Agent 面临的核心矛盾：概率性 AI 与确定性业务"}]},{"type":"paragraph","attrs":{"id":"da45eb76-1117-41ea-8a9c-ad9e173d5551","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"传统企业软件强调确定性。"},{"type":"text","text":"例如一个采购审批流程，系统通常会明确规定："}]},{"type":"bulletList","attrs":{"id":"5710f1e5-6493-4283-9a23-7b7a7f0b89c5","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"4b811028-b8fa-4960-88ea-85ad3c2080f9"},"content":[{"type":"paragraph","attrs":{"id":"c1677ba2-db94-4238-8629-ecd0f0970a59","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"当前流程处于什么状态；"}]}]},{"type":"listItem","attrs":{"id":"068effb2-bfe7-4a73-89c4-f0bafdd50725"},"content":[{"type":"paragraph","attrs":{"id":"e3eacdb1-80da-4e12-a964-f09d57720a1e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"哪个角色拥有审批权限；"}]}]},{"type":"listItem","attrs":{"id":"03f534e2-d20a-493c-aa6c-7383e97212d3"},"content":[{"type":"paragraph","attrs":{"id":"110b98cd-1fd1-4659-bac2-7acc6fbc8a8c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"金额超过多少需要升级审批；"}]}]},{"type":"listItem","attrs":{"id":"c2ba169c-bd28-4c25-a335-f878ceffb61a"},"content":[{"type":"paragraph","attrs":{"id":"59ad6e39-f70b-4a3a-8606-123f4d470b4f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"什么条件满足后才能进入下一节点；"}]}]},{"type":"listItem","attrs":{"id":"74cfa2f4-ac47-490a-9485-85ed46b01b93"},"content":[{"type":"paragraph","attrs":{"id":"382bcb71-0558-4635-8aa8-7656f601cfe9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"哪些数据允许修改；"}]}]},{"type":"listItem","attrs":{"id":"99785a8b-30e7-4c76-bd55-7f043532b4d2"},"content":[{"type":"paragraph","attrs":{"id":"6e1b3b35-fed8-4721-ace8-030728949304","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"哪些操作必须留下审计记录。"}]}]}]},{"type":"paragraph","attrs":{"id":"3344df8b-5b48-4a3a-bbf9-9d87194e2306","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"只要输入条件一致，系统执行结果通常也是可预测的。"}]},{"type":"paragraph","attrs":{"id":"1f8bde70-f641-45fc-818d-43ccec350b38","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"但大模型和 Agent 并不是这样工作的。"},{"type":"text","marks":[{"type":"bold"}],"text":"Agent 更擅长处理模糊信息、非结构化文本、复杂判断、多种可能路径、动态工具选择、不完整上下文。"}]},{"type":"paragraph","attrs":{"id":"50d65400-52c9-44ed-ad5e-0b059d3f8e20","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent的这种能力恰恰来自一定程度的“非确定性”。"}]},{"type":"paragraph","attrs":{"id":"97514724-1429-4f74-8b8c-af90e6bac812","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"于是企业 AI 会遇到一个天然矛盾："}]},{"type":"table","attrs":{"id":"4f50229c-b076-4c9c-8840-f613d497cca3","isHoverDragHandle":false},"content":[{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"5cad95a9-3e15-4fa6-bb1d-ca5c15b0c69c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"执行模式"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"5fbe1f20-d5ed-49ef-9680-66b683385867","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"优势"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"8a684a05-4166-4d62-966d-b7a4508b5eda","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"局限"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"8cb073b5-e53b-4a10-add5-5c0e78285c67","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"确定性工作流"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"c371dc6b-ac3d-4f75-9dc8-29eae171cf11","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"稳定、可预测、易审计"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"e0f4cc01-64c2-4e1d-96dd-a55fd69e325e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"难处理模糊和判断密集型任务"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"812d4a01-a194-4c0a-9265-ecb594949a71","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"完全自治 Agent"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"5a1260ef-bd35-4624-a9a5-24fa1694e103","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"灵活、能够推理和动态决策"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"c8211c0d-e433-4ff0-8966-bbb2c0482437","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"行为难预测，权限、责任和审计复杂"}]}]}]},{"type":"tableRow","content":[{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"f56e9d97-2a28-4057-bf67-c7e7251bea6f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"混合执行"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"9a488bb4-d752-474c-8562-99c6238b5da2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"同时保留智能与控制能力"}]}]},{"type":"tableCell","attrs":{"colspan":1,"rowspan":1,"colwidth":null,"background":null,"color":null,"textAlign":null,"style":null},"content":[{"type":"paragraph","attrs":{"id":"f403f91d-497f-4d5f-b9e0-df4e35ae8be5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"对流程引擎和 AI 治理能力要求更高"}]}]}]}]},{"type":"paragraph","attrs":{"id":"bc6e7d3c-2bce-4095-8ab5-b07fdf1e0236","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"而真正适合企业核心业务的，往往是第三种。即：确定性流程负责边界，概率性 AI 负责判断。"}]},{"type":"paragraph","attrs":{"id":"8e9a92fa-5c7b-4678-a08e-a845f4052b20","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"4ff83995-f237-4178-8a87-691ab55ab4b9","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"二、一个更适合生产环境的 Agentic Workflow"}]},{"type":"paragraph","attrs":{"id":"c8087cbf-1f16-4772-b34e-726395449edb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"一种典型的企业级 Agent 执行架构可以抽象为："}]},{"type":"paragraph","attrs":{"id":"2bcc34fb-7155-4404-bfa5-690432e6ec61","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"业务事件 / 用户请求"}]},{"type":"paragraph","attrs":{"id":"69c07f21-8bff-48c3-ad54-42a237283745","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"63e5834f-d557-458f-985c-d9478f451e9b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"确定性流程引擎"}]},{"type":"paragraph","attrs":{"id":"cc7e278d-7b3f-487c-abff-21e957a16ad8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"状态 / 权限 / 规则 / 上下文"}]},{"type":"paragraph","attrs":{"id":"f85baf06-1aa6-49db-bffb-a4e7cb07dbad","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"a3647cf0-c2d1-43d7-9de0-f8837808a078","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"AI Agent"}]},{"type":"paragraph","attrs":{"id":"fe20cc6f-5ec8-4224-b261-4f9de794e950","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"理解 / 推理 / 工具选择 / 生成结果"}]},{"type":"paragraph","attrs":{"id":"fbd3f1a6-54b0-4b0f-9ecb-528d9902f918","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"233097df-3fb3-453c-b0ed-971d26f99cbf","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"风险与置信度判断"}]},{"type":"paragraph","attrs":{"id":"af3b1229-52bb-4ab8-af6d-4b12f872ce5a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"7aa05ccf-67b9-45a3-8598-f2294b11fa19","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ┌────────┼────────┐"}]},{"type":"paragraph","attrs":{"id":"bd6c52c1-487a-47f6-9eee-32290603cd61","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"低风险中风险高风险"}]},{"type":"paragraph","attrs":{"id":"118330d0-cb36-4ec9-bf6f-acb1d7b05fcd","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"自动执行人工确认阻断/升级"}]},{"type":"paragraph","attrs":{"id":"4a358d7f-dee0-469e-800a-4f75a44bb761","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" └────────┼────────┘"}]},{"type":"paragraph","attrs":{"id":"b553264e-1d19-484a-9f3d-a23a5ba22248","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"7ddb9d54-4549-42b1-acd5-8ab3ed98c8c0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"结果回写 / 审计日志 / 后续流程"}]},{"type":"paragraph","attrs":{"id":"ce707051-6ed0-4043-8689-64ecfb193867","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这里最重要的设计思想，是把业务控制权和 AI 判断能力分离。Agent 可以判断“这份合同可能存在异常付款条款。”但是否因此阻断合同，不一定由 Agent 单独决定。"}]},{"type":"paragraph","attrs":{"id":"ba1d598c-b99c-4a44-971e-8a459d5915f8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"系统还可以进一步判断："}]},{"type":"paragraph","attrs":{"id":"a8faa178-f0d3-40b5-8860-03b95de6f2aa","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"合同金额是多少？属于哪种合同类型？"}]},{"type":"paragraph","attrs":{"id":"4262f0f8-2885-46a6-b237-7ec2177e16bf","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"当前审批人是谁？风险等级是否超过阈值？"}]},{"type":"paragraph","attrs":{"id":"94dee23e-0556-43ca-96d3-2b1d5604c056","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent 判断置信度是多少？是否属于必须人工审核的业务？"}]},{"type":"paragraph","attrs":{"id":"d649e963-f67a-4ed4-9bef-9db9fe5e8b04","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"最终再决定自动继续、转人工还是阻断。"}]},{"type":"paragraph","attrs":{"id":"18cbe922-7335-463c-8a03-d88981fbd38f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这样做并不是削弱 Agent，而是给 Agent 一个可以安全发挥作用的执行环境。"}]},{"type":"paragraph","attrs":{"id":"14a9ecb5-ccc5-4053-b724-b8595ecb1647","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"6f30016b-9664-448c-b5df-3d98bcd9e334","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"三、为什么 Agent 不能直接控制核心业务？"}]},{"type":"heading","attrs":{"id":"6faf674b-cbd3-4120-9e70-353563d2bf20","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"1. 企业业务存在责任边界"}]},{"type":"paragraph","attrs":{"id":"87aa29e1-ff45-4797-af4c-9cd4a66bc79b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"“谁可以审批”与“谁认为应该审批通过”其实是两个问题。"}]},{"type":"paragraph","attrs":{"id":"76da5ab0-28d6-41cd-bb4b-1fb4d66e7fd1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent 可以给出判断，但审批权限属于企业组织体系。"}]},{"type":"paragraph","attrs":{"id":"2a7ed183-a23b-48bb-9bb3-98d98370de7a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"特别是在合同、财务、质量、供应商准入等业务中，最终责任不能因为引入 AI 而消失。"}]},{"type":"heading","attrs":{"id":"8336571c-b787-42b6-bc34-8dff84783fec","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"2. Agent 需要受到权限约束"}]},{"type":"paragraph","attrs":{"id":"0dcbef78-5ee6-442f-a650-9c1a9caf7691","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"当 Agent 开始调用 ERP、CRM、MES、PLM 等系统时，它实际上已经拥有了操作企业数据和业务对象的能力。这时就不能简单地把一个高权限账号交给 Agent。更加稳妥的方式是为 Agent 建立独立身份，并按照："}]},{"type":"bulletList","attrs":{"id":"776b5c2b-bd29-45de-b3b4-fd0b7fea2bba","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"6cecf9ad-787b-477a-a1ec-0d9adc42bc25"},"content":[{"type":"paragraph","attrs":{"id":"e2731631-191f-44c2-b027-fa0c20692321","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"最小权限；"}]}]},{"type":"listItem","attrs":{"id":"4388c9f9-3477-46e3-ae42-bfebedac2dda"},"content":[{"type":"paragraph","attrs":{"id":"41ea129a-96f1-4519-9e58-b3fb9e981fa9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"数据访问范围；"}]}]},{"type":"listItem","attrs":{"id":"6328db1d-9f4b-4821-94d4-de42e85f0d07"},"content":[{"type":"paragraph","attrs":{"id":"8c807a6b-01c8-49c5-939f-3c1b45f12408","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"工具白名单；"}]}]},{"type":"listItem","attrs":{"id":"b5c7c058-da05-47da-b7b6-7feb9142cfe9"},"content":[{"type":"paragraph","attrs":{"id":"77fd015a-b6a0-4c3a-9ba3-5ecd923c9e59","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"API Scope；"}]}]},{"type":"listItem","attrs":{"id":"396a7e37-be9b-4a87-80d7-6bac0306fd81"},"content":[{"type":"paragraph","attrs":{"id":"df9ec34a-e6ad-4706-9468-4cdaefcdeb2d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"业务对象权限；"}]}]}]},{"type":"paragraph","attrs":{"id":"24740b1b-b2ca-440a-bb6a-8bfe23dd8a43","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"限制它能够执行的动作。"}]},{"type":"paragraph","attrs":{"id":"1d2c1261-27e3-4ee4-8297-760c38a0d7c7","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"换句话说："}]},{"type":"paragraph","attrs":{"id":"0d073ae2-037e-4449-8f57-10add1b294db","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"},{"type":"italic"}],"text":"Agent 能调用工具，不代表它应该拥有所有工具的所有权限。"}]},{"type":"heading","attrs":{"id":"8000513f-6c11-4502-ab46-2378a7ddf72d","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"3. 企业流程通常持续很长时间"}]},{"type":"paragraph","attrs":{"id":"eb30694b-b202-4e22-b269-e1e4040969ff","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"很多 Agent Demo 的生命周期只有几秒或者几分钟。但真实企业流程可能持续数天甚至数月。"}]},{"type":"paragraph","attrs":{"id":"64140535-17d9-43e1-95cb-b8ee0f6afcbe","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"例如："}]},{"type":"paragraph","attrs":{"id":"e325eeb8-204b-4105-a02c-a8aa6c080f63","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"创建采购申请"}]},{"type":"paragraph","attrs":{"id":"79b2e000-17a5-4753-8014-1c14212fa573","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"b088d585-e931-4c5f-b832-4a4a4b0de3ef","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"等待部门审批"}]},{"type":"paragraph","attrs":{"id":"0ea0789e-56b9-476c-9362-e86f9f80d858","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"8d148696-fc65-459f-93d7-b6a6da558cc1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"等待预算确认"}]},{"type":"paragraph","attrs":{"id":"41a34e75-a400-4a23-85d7-624ab9593912","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"e612df20-fc53-4b44-8425-e5e6fb44cd23","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"供应商询价"}]},{"type":"paragraph","attrs":{"id":"28aa9059-2bd0-4f0a-be37-c4ec55ec87bb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"1c2c6b9a-6866-4942-ad88-d3791e562549","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"等待报价"}]},{"type":"paragraph","attrs":{"id":"c936c094-0187-40d9-8999-44139a36a58e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"f6c0216b-d6b3-4758-891a-7bcb8b5baa38","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent 分析报价"}]},{"type":"paragraph","attrs":{"id":"4bdba4bc-238d-4529-a861-e03e2687f4dc","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"d23d474f-47ef-4482-8af3-dd0bbfe084a5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"人工确认"}]},{"type":"paragraph","attrs":{"id":"f0fcca2f-5648-47a5-a1c8-80991c938ebd","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"↓"}]},{"type":"paragraph","attrs":{"id":"a876f92f-98ec-4068-81b9-d255fee13e39","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"创建采购订单"}]},{"type":"paragraph","attrs":{"id":"02f7f727-8edd-4ecc-855f-3c8c130b3bf7","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这里存在大量“等待”。因此企业 Agent 不能只依赖大模型的上下文窗口保存执行状态，而需要一个独立的业务状态管理机制。这正是工作流引擎长期擅长解决的问题。"}]},{"type":"paragraph","attrs":{"id":"98130d5b-25a3-4ad9-ae9d-1d3423712259","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"9ef221ec-ff12-49f6-bc5f-63269dd51d72","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"四、Human-in-the-loop 不应该只是“加一个人工审批”"}]},{"type":"paragraph","attrs":{"id":"6dd6a17b-0cd8-4d11-b0b6-5ba3e566cd4a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"很多系统把 Human-in-the-loop 简单理解成：AI 输出结果之后，让人点一下确认。"}]},{"type":"paragraph","attrs":{"id":"2ef13a68-1bec-4b2f-8627-a605defd65e3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"实际上，真正的 Human-in-the-loop 应该是一种动态治理机制。人工介入的条件可以来自多个维度，例如："}]},{"type":"paragraph","attrs":{"id":"34df5328-1d29-4078-bdf7-5a3a40e73d4c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"if 业务风险 == HIGH:"}]},{"type":"paragraph","attrs":{"id":"4853fbb1-9a07-4d65-be58-d8c681dd4a99","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"转人工"}]},{"type":"paragraph","attrs":{"id":"4adfa8cf-fb73-49d7-8162-2596fcabc1fa","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"elif Agent置信度 < 0.8:"}]},{"type":"paragraph","attrs":{"id":"964039db-887d-4196-96f9-a61a471cc713","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"转人工"}]},{"type":"paragraph","attrs":{"id":"4b7c2fcc-67e0-42ae-8d4d-e22594fe6f09","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"elif 操作不可逆:"}]},{"type":"paragraph","attrs":{"id":"015aaa76-9984-4073-ac0c-bedb5619d5af","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"转人工"}]},{"type":"paragraph","attrs":{"id":"193b73e6-aeb6-4a35-9d3a-1719c24228c2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"elif 命中敏感规则:"}]},{"type":"paragraph","attrs":{"id":"cb1e48a9-ce83-4bda-8b0f-031b1d025ca9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"升级审批"}]},{"type":"paragraph","attrs":{"id":"8bc1a5c9-5295-41df-ba67-6b404e5a12e2","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"else:"}]},{"type":"paragraph","attrs":{"id":"4f1435d7-f71e-448b-a9ab-cb465f957fac","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"自动继续"}]},{"type":"paragraph","attrs":{"id":"8a60a07b-9c91-41ad-b00a-e3a88177038e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"人工并不需要参与所有步骤。真正需要解决的是——什么情况下必须由人参与。这样才能避免两个极端，即一边是所有 Agent 结果都要人工确认，最后 AI 只是多增加了一道操作；另一边是为了追求自动化率，把高风险操作全部交给 Agent。"}]},{"type":"paragraph","attrs":{"id":"d1091b7b-4409-47ab-bcb4-2c92dbd847a3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"bb89717a-1871-44e8-9e9a-8b7694c79bf1","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"五、一个合同审核场景"}]},{"type":"paragraph","attrs":{"id":"8177c068-190c-4e66-a085-28f606e02265","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"假设企业引入一个合同审核 Agent。"}]},{"type":"paragraph","attrs":{"id":"dff98adc-1b98-458f-96e2-e51c13f6ef3a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"最简单的方案可能是："}]},{"type":"paragraph","attrs":{"id":"75ac1330-6e26-4bb0-bf09-55896520c9d4","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"上传合同"}]},{"type":"paragraph","attrs":{"id":"c7575852-0302-46ba-a34d-5313beaa3122","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"45df067e-42db-4ad9-911f-f7020fdc6f9c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent 分析合同"}]},{"type":"paragraph","attrs":{"id":"a2905e0d-b12e-4eda-834e-1406f9ab2f21","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"40e36da1-2b7e-4c89-b599-af92a5ed48ba","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent 判断是否通过"}]},{"type":"paragraph","attrs":{"id":"3449120a-84e2-4aa8-abc0-ef8a691395aa","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"eaca3c06-5ef8-4a8f-8b91-ea3402ff7254","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"修改系统状态"}]},{"type":"paragraph","attrs":{"id":"1f9f56ea-576a-4592-96d0-df78eb65d40d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"这种模式看起来自动化程度很高，却隐藏着不少问题：如果 Agent 判断错误怎么办？合同金额达到什么级别以后必须人工审批？模型版本升级之后判断发生变化怎么办？Agent 使用了哪些数据作出判断？最终责任应该由谁承担？"}]},{"type":"paragraph","attrs":{"id":"d6322c19-c69c-4978-8f9e-666eb48e4c4e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"因此更合理的架构可能是："}]},{"type":"paragraph","attrs":{"id":"d0bf903a-844c-47f2-919e-fdbc10a07742","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"上传合同"}]},{"type":"paragraph","attrs":{"id":"bd26ab99-f5ef-42fe-8c41-b291dfe49ea1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"2d509864-be3c-44d7-a360-799c6f98e14a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"合同分析 Agent"}]},{"type":"paragraph","attrs":{"id":"9d5e7c27-d7ff-4d3c-bc7d-f2ff9577ec52","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"条款抽取 / 风险识别 / 信息归纳"}]},{"type":"paragraph","attrs":{"id":"cf685855-01c0-4990-9ef3-b005b3e8b438","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"268d5055-a693-40d2-8f97-4459293aef99","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"确定性业务规则"}]},{"type":"paragraph","attrs":{"id":"0d3c740d-4533-414d-94ba-dbef86c21866","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"金额 / 合同类型 / 客户风险 / 权限"}]},{"type":"paragraph","attrs":{"id":"7924680e-7ffc-4fe9-81c2-0b2737ce45fd","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"4528ee0e-c9fd-4f95-8eae-9618f42e9219","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"风险判断"}]},{"type":"paragraph","attrs":{"id":"f88b6d14-a133-4e9a-af5f-d7d9aeec8128","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"a3f00273-93fc-43f6-a339-21f8bb22f770","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"低风险 → 正常审批流程"}]},{"type":"paragraph","attrs":{"id":"a9b61481-d746-4f6f-8ec7-ed8c73695895","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"中风险 → 法务复核"}]},{"type":"paragraph","attrs":{"id":"ee57b2d1-45bc-4f4d-8e1d-784426d0f0cf","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"高风险 → 阻断并升级审批"}]},{"type":"paragraph","attrs":{"id":"a726cbaf-16fb-4fb7-8c59-5aa15b349302","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"c9ec97bc-eabd-444f-844b-56ce9381d583","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Agent结果 人工意见回写"}]},{"type":"paragraph","attrs":{"id":"6585b0d2-6585-43fb-bee4-61e9995e8c70","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":" ↓"}]},{"type":"paragraph","attrs":{"id":"4431eb25-2cca-4704-98a1-f0d45ba26b00","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"完整执行审计"}]},{"type":"paragraph","attrs":{"id":"bf5ddfdb-42b7-4240-9e29-1609be3fdcbc","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"在这种模式下，AI 负责自己擅长的部分，理解、分析、归纳和判断；流程系统负责，状态、权限、规则和执行轨道；人则处理，关键例外和最终责任。"}]},{"type":"paragraph","attrs":{"id":"4211f56c-6275-4ce1-80e5-2f3a2e3ddf00","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"三者并不是替代关系。"}]},{"type":"paragraph","attrs":{"id":"4b71996c-b1e8-43bf-89b9-f89ad2c617c9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"f2e1a251-79e1-4830-ae9b-d05b21469c2b","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"六、企业级 Agent 至少需要六类治理机制"}]},{"type":"paragraph","attrs":{"id":"246f0531-b7dc-45ed-8081-125baffe5d06","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"如果 Agent 真正进入业务执行阶段，可以从六个维度检查系统是否具备生产条件。"}]},{"type":"paragraph","attrs":{"id":"bd55af8f-57bc-44fe-900e-e17e6252a353","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"1.身份与权限"}]},{"type":"paragraph","attrs":{"id":"8b45d3a8-2e97-48d0-9110-dfe1ea7f096b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"需要回答：这个 Agent 是谁？它究竟能做什么？"}]},{"type":"paragraph","attrs":{"id":"d45eaa5d-8958-4fc9-8477-fe4871ba255e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"至少需要考虑 Agent 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并不是在消灭工作流，它更像是在改变工作流中“决策节点”的实现方式。"}]},{"type":"paragraph","attrs":{"id":"2e345fc5-e4a4-4eea-be17-97355221dee3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"3a8e1830-798c-4b69-87f6-afeb69b94dff","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"九、Agent 上生产之前，可以先检查这几个问题"}]},{"type":"paragraph","attrs":{"id":"b06bef47-6147-49c7-afdb-2b7ea7b9ad52","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"相比直接追求“端到端无人执行”，企业可以先选择一条真实业务流程验证。"}]},{"type":"paragraph","attrs":{"id":"f8610b43-c529-448c-97a5-a8b499ce753c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"重点不是测试 Agent 能不能回答问题，而是测试："}]},{"type":"paragraph","attrs":{"id":"a76592bf-f323-4281-ab86-12bd47e5f761","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"1.Agent 是否获得了正确的业务上下文？"}]},{"type":"paragraph","attrs":{"id":"a0636197-3a33-4a2f-8464-50f23b375a41","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"2.Agent 的系统权限是否受到限制？"}]},{"type":"paragraph","attrs":{"id":"a8b5f5ee-f1f3-4cc7-9e0d-8939f34a1734","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"3.哪些动作允许自动执行？"}]},{"type":"paragraph","attrs":{"id":"0297b5c9-3d37-4ed8-bffd-982ea365cd28","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"4.哪些动作必须人工确认？"}]},{"type":"paragraph","attrs":{"id":"c2e18b65-9670-471a-a807-fcc264a4e83f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"5.低置信度结果如何处理？"}]},{"type":"paragraph","attrs":{"id":"6f680891-e822-454e-944a-e3a0957172a6","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"6.Agent 调用系统失败如何恢复？"}]},{"type":"paragraph","attrs":{"id":"8c751620-4573-4018-bd43-4ab602483b8f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"7.模型或者 Prompt 升级以后是否能够追踪版本？"}]},{"type":"paragraph","attrs":{"id":"e1732f24-0f2e-45c0-9b15-c7caa144c0cb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"8.一次完整业务执行是否可以被审计和复盘？"}]},{"type":"paragraph","attrs":{"id":"4cb50ff3-ab37-4773-be4a-b8f3e26f88be","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"如果这些问题还没有解决，即使 Agent Demo 表现得非常“智能”，距离生产级应用仍然有一段距离。"}]},{"type":"paragraph","attrs":{"id":"2908eb22-aab0-4bef-8bb9-6d9f29103981","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"42d60527-3aff-4662-914d-bc1b189d9941","textAlign":"inherit","indent":0,"level":1,"isHoverDragHandle":false},"content":[{"type":"text","text":"十、结语"}]},{"type":"paragraph","attrs":{"id":"7e8c6daf-bfba-485a-8802-9cc5b9da47a3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"企业级 AI 的目标可能并不是“让 Agent 尽可能自治”。"}]},{"type":"paragraph","attrs":{"id":"80be60db-b216-4ae8-a254-c5600d92152b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"真正值得追求的是在可控的业务边界中，让 Agent 获得恰到好处的自主权。"}]},{"type":"paragraph","attrs":{"id":"49ec00dc-8293-40f8-abe2-59173011a0de","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"确定性工作流提供状态、权限、规则和审计边界；概率性 AI 负责理解、推理和动态判断；人在高风险、低置信度和异常场景下进行接管。"}]},{"type":"paragraph","attrs":{"id":"1ea00bc1-b7d9-4f52-9c90-5a245b15cd2c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"最终形成的并不是一个完全无人干预的系统，而是一种新的软件执行模式："}]},{"type":"paragraph","attrs":{"id":"ed650290-ca24-4cea-a4c8-5226fc039e7a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"流程负责确定性，AI 提供智能，人保留最终控制权。"}]},{"type":"paragraph","attrs":{"id":"2dbc4d0e-2f74-4c1f-a0a2-01c7c43f3728","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"当 Agent 真正进入采购、合同、财务、质量和供应链等企业核心系统之后，模型有多聪明当然重要，但另一个问题可能更加重要："}]},{"type":"paragraph","attrs":{"id":"87ae1749-15ad-4559-8793-e14ef4bc1edd","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"我们是否有能力约束它、观察它，并在它出错的时候接管它。"}]},{"type":"paragraph","attrs":{"id":"4b370457-60cd-4306-bb61-fdf09d6b288c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这可能才是企业 Agent 从 Demo 走向生产环境真正需要跨过的一道门槛。"}]}]}","createTime":1786603026,"ext":{"closeTextLink":0,"comment_ban":0,"description":"","focusRead":0},"favNum":0,"html":"","isOriginal":0,"likeNum":0,