{"id":"hs-fbda2873c9243d4a","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a","title":"RAG、召回摘要与知识库：摘要不是细节，召回不是审查","kind":"research_note","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"声画与理论笔记","series":"P17-数字平台WikiAI内部人称技术第七批","sourceVersionDate":"2026-06-18","publishedAt":"2026-09-08","modifiedAt":"2026-09-07T18:27:17+00:00","markdownUrl":"https://a.p4theater.top/research/hs-fbda2873c9243d4a.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-fbda2873c9243d4a-631265eda402b27b79fc.md","markdownSha256":"631265eda402b27b79fc698b5b7d18ab0e347275a4c2a99763d70adf58dc8513","markdownBytes":3584,"characters":939,"sourceEvidenceTier":"T4_EXTERNAL_FORM_REFERENCE","sourceStatus":"active","evidenceBoundary":"本页只讨论 RAG、file search、向量召回、摘要、知识库和审查台如何改变材料再开口顺序，作为《人类投降派》知识库降噪、细节回收和人工审查的 T4 形式参照；不把召回结果、摘要或模型综合当作事实证据、人工审查或片内事实裁决。","editionNote":"本文为研究档案公开版，保留来源版本的论述与限制。公开时间：2026-09-08；不表示已完成同行评审。 本文属于公开研究资料（历史笔记、研究稿或来源记录）：已完成格式、来源限制与重复项筛查，尚未完成逐篇独立事实复核；原文中的解释、候选判断和未确认内容均按其原有限制阅读。","imageUrls":[],"links":["https://platform.openai.com/docs/guides/tools-file-search","https://www.mediawiki.org/wiki/Help:Categories","https://www.mediawiki.org/wiki/Help:Links"],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":47,"markdown":"# RAG、召回摘要与知识库：摘要不是细节，召回不是审查\n\n本文为研究档案公开版，保留来源版本的论述与限制。公开时间：2026-09-08；不表示已完成同行评审。 本文属于公开研究资料（历史笔记、研究稿或来源记录）：已完成格式、来源限制与重复项筛查，尚未完成逐篇独立事实复核；原文中的解释、候选判断和未确认内容均按其原有限制阅读。\n\n来源版本日期：2026-06-18\n\n证据边界：本页只讨论 RAG、file search、向量召回、摘要、知识库和审查台如何改变材料再开口顺序，作为《人类投降派》知识库降噪、细节回收和人工审查的 T4 形式参照；不把召回结果、摘要或模型综合当作事实证据、人工审查或片内事实裁决。\n\n# RAG、召回摘要与知识库：摘要不是细节，召回不是审查\n\n## 形式对象\n\nRAG 和知识库检索看起来像解决问题。\n\n资料太多。\n\n让系统帮你找。\n\n让模型帮你总结。\n\n让摘要帮你快速读。\n\n这些都很有用。\n\n但真正危险的地方也在这里：\n\n```text\n摘要会替细节先开口。\n召回会替审查装成审查。\n```\n\n所以硬句是：\n\n```text\n摘要不是细节，召回不是审查。\n```\n\n## 人称动作\n\n| 人称位 | 在 RAG/摘要/知识库中如何作用 |\n|---|---|\n| 第一人称 | 写作者以为自己掌握资料，其实常常只是掌握了机器给出的入口。 |\n| 第二人称 | 查询对系统发出请求，系统把你压成检索任务。 |\n| 第三人称 | 原文被切块、向量化、摘要化、引用化，成为可拼接材料。 |\n| 第四人称 | 人工审查台把多人判断组织起来，但不能让群体跳过细节。 |\n| 第六人称 | 检索、排序、embedding、摘要模型和界面决定材料怎样回来。 |\n\n## 作用链\n\n```text\n原文进入知识库\n-> 被切块和标注\n-> 查询触发召回\n-> 模型生成摘要\n-> 摘要看起来完整\n-> 细节被压扁\n-> 人工审查必须重新打开原文\n```\n\n你之前指出的问题就在这里：\n\n```text\n垃圾信息被不断调用。\n高价值信息没能真实使用。\n```\n\n这不是偶然。\n\n知识库如果不治理入口、权重、标签、证据层级和人工审核，就会偏向：\n\n```text\n更短的材料。\n更像结论的材料。\n更容易被召回的材料。\n更符合机器摘要口吻的材料。\n```\n\n## 回到《人类投降派》\n\n适用位置：\n\n```text\n041 保存以后停止占有。\n044 写在那里不等于是真的。\n045 索引决定谁先开口。\n047 Owner 负责删掉什么。\n048 我不能外包给机器。\n```\n\n这张卡是知识库治理核心。\n\n它要求后续审查台必须有三层：\n\n```text\n摘要层：快速看方向。\n细节层：回到原文和片内证据。\n人工层：决定升格、降权、删除、保留。\n```\n\n少一层都不行。\n\n## 可写硬句\n\n```text\n摘要不是细节，召回不是审查。\n```\n\n也可以写成：\n\n```text\n系统把材料叫回来，不等于材料已经通过审判。\n```\n\n## 不可越界\n\n不能把 RAG 召回当作事实证明。\n\n不能让摘要替代原文细读。\n\n不能让模型综合替代 Owner 审查。\n\n只能迁移：\n\n```text\n知识库召回会改变材料出场顺序，因此必须被证据层级和人工审查约束。\n```\n\n## 外部线索\n\n- [OpenAI API docs: file search](https://platform.openai.com/docs/guides/tools-file-search)\n- [MediaWiki Help: Links](https://www.mediawiki.org/wiki/Help:Links)\n- [MediaWiki Help: Categories](https://www.mediawiki.org/wiki/Help:Categories)","paragraphs":[{"id":"hs-fbda2873c9243d4a#p-0bf795313c5f449a-1","anchor":"p-0bf795313c5f449a-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-0bf795313c5f449a-1","kind":"h2","headingPath":["RAG、召回摘要与知识库：摘要不是细节，召回不是审查"],"text":"RAG、召回摘要与知识库：摘要不是细节，召回不是审查","textSha256":"ee042b0dd818e8602e8a25a8fadc8703976b63acc5144a9ddb957e2b63bcb660","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-70d051ef069b4089-1","anchor":"p-70d051ef069b4089-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-70d051ef069b4089-1","kind":"h2","headingPath":["形式对象"],"text":"形式对象","textSha256":"d2c28c55810e315612f0dcc2da4f627d000ef128720a10de9a4d4d3d958a0c67","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-44d75636b50f42cc-1","anchor":"p-44d75636b50f42cc-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-44d75636b50f42cc-1","kind":"p","headingPath":["形式对象"],"text":"RAG 和知识库检索看起来像解决问题。","textSha256":"449115e147af6408cfb5545fa0f02926a8290edd79cd83ba9a21adef3d5c0e76","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-fa8fb421e9d17512-1","anchor":"p-fa8fb421e9d17512-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-fa8fb421e9d17512-1","kind":"p","headingPath":["形式对象"],"text":"资料太多。","textSha256":"92c248c6d084d666a281a7d65c09af5a243cc891820c4b0f8453362ae703d33c","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-f81268d92a042a1f-1","anchor":"p-f81268d92a042a1f-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-f81268d92a042a1f-1","kind":"p","headingPath":["形式对象"],"text":"让系统帮你找。","textSha256":"de169207397aa1a125a265833e8f9851f49c5edf32660295c95e328c56620334","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-13846aef1c4907a3-1","anchor":"p-13846aef1c4907a3-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-13846aef1c4907a3-1","kind":"p","headingPath":["形式对象"],"text":"让模型帮你总结。","textSha256":"220f723decccae6649a4be0c41e610daff92fc38c7c5e8c01c11110e5954d0ef","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-0adbe4d81a8c156f-1","anchor":"p-0adbe4d81a8c156f-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-0adbe4d81a8c156f-1","kind":"p","headingPath":["形式对象"],"text":"让摘要帮你快速读。","textSha256":"e095f1647ead525a25f373717bf267a8827bab2e23c1fbf18c38e5fdc21a59e1","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-dc736e16b9d1693e-1","anchor":"p-dc736e16b9d1693e-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-dc736e16b9d1693e-1","kind":"p","headingPath":["形式对象"],"text":"这些都很有用。","textSha256":"62db2754a11409a12f7d131d1eb3ec94f95faace6be7d9c8c8b3471f653aa88b","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-14d0fd56de8bb551-1","anchor":"p-14d0fd56de8bb551-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-14d0fd56de8bb551-1","kind":"p","headingPath":["形式对象"],"text":"但真正危险的地方也在这里：","textSha256":"4c52ed395f3b4a611acbfa0803cf86c5187ee09302d8fd93fc9c979cdbedb724","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-84e30983963c3627-1","anchor":"p-84e30983963c3627-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-84e30983963c3627-1","kind":"pre","headingPath":["形式对象"],"text":"摘要会替细节先开口。\n召回会替审查装成审查。","textSha256":"d903bc87dd5141aced6003c690e35b3e5e74d1a0d47c83e8226b5575fa45ab0c","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-fad4fe82aa2cb671-1","anchor":"p-fad4fe82aa2cb671-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-fad4fe82aa2cb671-1","kind":"p","headingPath":["形式对象"],"text":"所以硬句是：","textSha256":"4f8aa8beffb4ef4b22a633aa63750dee73b3365e021f9e54ed8114f7e5bbac44","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-3f3e0e537c794a44-1","anchor":"p-3f3e0e537c794a44-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-3f3e0e537c794a44-1","kind":"pre","headingPath":["形式对象"],"text":"摘要不是细节，召回不是审查。","textSha256":"2e9f6438c3a0c5a2c2bd5af63230bb6513dae01756709205b3e8e48cc9293149","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-2d2fd43a9d316ace-1","anchor":"p-2d2fd43a9d316ace-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-2d2fd43a9d316ace-1","kind":"h2","headingPath":["人称动作"],"text":"人称动作","textSha256":"48393fc02d1cfe0f775e56b1bb501f7c55294476d455fd29b0ff4a94452c8880","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-cec599944da4d2be-1","anchor":"p-cec599944da4d2be-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-cec599944da4d2be-1","kind":"tr","headingPath":["人称动作"],"text":"人称位 在 RAG/摘要/知识库中如何作用","textSha256":"907e1bc30003e047bd757eeb1dfd3fcf3b4dacf6ca99254436d1f8e6689b25ba","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-d4e9b5aa7bb32699-1","anchor":"p-d4e9b5aa7bb32699-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-d4e9b5aa7bb32699-1","kind":"tr","headingPath":["人称动作"],"text":"第一人称 写作者以为自己掌握资料，其实常常只是掌握了机器给出的入口。","textSha256":"d7f6bbab784de8750a41af5966ea0d54e71485b081c918e0d9e34d728c37d03f","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-fa69effc89756179-1","anchor":"p-fa69effc89756179-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-fa69effc89756179-1","kind":"tr","headingPath":["人称动作"],"text":"第二人称 查询对系统发出请求，系统把你压成检索任务。","textSha256":"5bcec506a29f11eb73ee71536bd664781c004a305771b48dc4a2827eed4060fe","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-c78ecda28746dc02-1","anchor":"p-c78ecda28746dc02-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-c78ecda28746dc02-1","kind":"tr","headingPath":["人称动作"],"text":"第三人称 原文被切块、向量化、摘要化、引用化，成为可拼接材料。","textSha256":"52f287b283d9b548e58ea08916729f4cfc70efb34d0158df73705f0c74d0672d","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-47ff4f41f478b419-1","anchor":"p-47ff4f41f478b419-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-47ff4f41f478b419-1","kind":"tr","headingPath":["人称动作"],"text":"第四人称 人工审查台把多人判断组织起来，但不能让群体跳过细节。","textSha256":"d7ec5f73a16c2e6fa1b012a151d808692b8d2c5b1d39ced17781809e46f9b4ea","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-789075283af09fa0-1","anchor":"p-789075283af09fa0-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-789075283af09fa0-1","kind":"tr","headingPath":["人称动作"],"text":"第六人称 检索、排序、embedding、摘要模型和界面决定材料怎样回来。","textSha256":"ab11d145dc05fb5e542eab6b50877faf86be5c0491730698064a5df1af22dd04","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-876298288cf574a6-1","anchor":"p-876298288cf574a6-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-876298288cf574a6-1","kind":"h2","headingPath":["作用链"],"text":"作用链","textSha256":"12a83acf72f8cbbba222ceebe0d6a3fd42c7f206d048b91371a002ed54272bd1","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-5d265758ec82fef0-1","anchor":"p-5d265758ec82fef0-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-5d265758ec82fef0-1","kind":"pre","headingPath":["作用链"],"text":"原文进入知识库\n-> 被切块和标注\n-> 查询触发召回\n-> 模型生成摘要\n-> 摘要看起来完整\n-> 细节被压扁\n-> 人工审查必须重新打开原文","textSha256":"bd54fc7c2b1ebfab08b4d93ee87dc56340e2008eac8f966a83c0b3297f784230","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-7092ce5e64b52c81-1","anchor":"p-7092ce5e64b52c81-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-7092ce5e64b52c81-1","kind":"p","headingPath":["作用链"],"text":"你之前指出的问题就在这里：","textSha256":"3d2d0c6fdc9c278442d119f9b5b6c8ffbf8c6aaaf4e94081d7d94b48734134e9","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-7a68619534c02405-1","anchor":"p-7a68619534c02405-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-7a68619534c02405-1","kind":"pre","headingPath":["作用链"],"text":"垃圾信息被不断调用。\n高价值信息没能真实使用。","textSha256":"d019b5fded9398659d92c8aff9b4b9c64605201e81c7aafc4c9ccdfb66de3133","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-bd2da5bda707bf36-1","anchor":"p-bd2da5bda707bf36-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-bd2da5bda707bf36-1","kind":"p","headingPath":["作用链"],"text":"这不是偶然。","textSha256":"9b64337c8e94c9029ab2c2f5a0d5d16a38bed5e1585a670d9e62ca237b23c0d4","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-79c7baa146d67cc5-1","anchor":"p-79c7baa146d67cc5-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-79c7baa146d67cc5-1","kind":"p","headingPath":["作用链"],"text":"知识库如果不治理入口、权重、标签、证据层级和人工审核，就会偏向：","textSha256":"f47c4a202358c0b7e78ee16ae3e5584f0784cb744830a6d568d6089f1f84036c","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-ea859e37b9c5314e-1","anchor":"p-ea859e37b9c5314e-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-ea859e37b9c5314e-1","kind":"pre","headingPath":["作用链"],"text":"更短的材料。\n更像结论的材料。\n更容易被召回的材料。\n更符合机器摘要口吻的材料。","textSha256":"0dd65ee73703767ebd74d09d8e80786758048f41e392ea639e60da108c5107da","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-4f2ee1a86b8786ca-1","anchor":"p-4f2ee1a86b8786ca-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-4f2ee1a86b8786ca-1","kind":"h2","headingPath":["回到《人类投降派》"],"text":"回到《人类投降派》","textSha256":"2d41c8fc6bf0ab5c3e2119a46c76babb40bd4a5ed338fafc30853ce271122d5d","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-46ecbb726152e8bb-1","anchor":"p-46ecbb726152e8bb-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-46ecbb726152e8bb-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"适用位置：","textSha256":"5eae78be342222e686a1cce01512dd7bbb90eeb47bd60d9a0f26f45f3a6b325b","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-fd5a1d3c9b6a5b03-1","anchor":"p-fd5a1d3c9b6a5b03-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-fd5a1d3c9b6a5b03-1","kind":"pre","headingPath":["回到《人类投降派》"],"text":"041 保存以后停止占有。\n044 写在那里不等于是真的。\n045 索引决定谁先开口。\n047 Owner 负责删掉什么。\n048 我不能外包给机器。","textSha256":"2925ed8fd0252046c8561d213a916a558d79bd9e5f2d18f0f717eb3eae8362cd","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-ba3dccdd0bd09802-1","anchor":"p-ba3dccdd0bd09802-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-ba3dccdd0bd09802-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"这张卡是知识库治理核心。","textSha256":"44c1021422218f29a933335e41b32c8bd43f673efbf4cceb601a29d3b33b714a","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-f5f975de168c874e-1","anchor":"p-f5f975de168c874e-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-f5f975de168c874e-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"它要求后续审查台必须有三层：","textSha256":"1ae4c9b60f6d29367abab9cb161469534083c3f71319fd018769eea8670dc2c1","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-f1fbc1e0731984bc-1","anchor":"p-f1fbc1e0731984bc-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-f1fbc1e0731984bc-1","kind":"pre","headingPath":["回到《人类投降派》"],"text":"摘要层：快速看方向。\n细节层：回到原文和片内证据。\n人工层：决定升格、降权、删除、保留。","textSha256":"b1085a25dc95a09c62fbc7277b8eef42e9fa5e36f89799ef10fbc7120f48d144","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-d2cd6e698838b2a4-1","anchor":"p-d2cd6e698838b2a4-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-d2cd6e698838b2a4-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"少一层都不行。","textSha256":"76a7a2b4e2028bf362ca18078e7a023bb82038743e7435a033be2a6ac6062ffc","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-bac69aae61a293ed-1","anchor":"p-bac69aae61a293ed-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-bac69aae61a293ed-1","kind":"h2","headingPath":["可写硬句"],"text":"可写硬句","textSha256":"cbdb6a684e76eb78d98602b32e152917c9225e5dcc9f0e3eaeb1b9c19d58791a","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-3f3e0e537c794a44-2","anchor":"p-3f3e0e537c794a44-2","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-3f3e0e537c794a44-2","kind":"pre","headingPath":["可写硬句"],"text":"摘要不是细节，召回不是审查。","textSha256":"2e9f6438c3a0c5a2c2bd5af63230bb6513dae01756709205b3e8e48cc9293149","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-3ed62bdf558c9c51-1","anchor":"p-3ed62bdf558c9c51-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-3ed62bdf558c9c51-1","kind":"p","headingPath":["可写硬句"],"text":"也可以写成：","textSha256":"50553916e38e112dc15204be6049229ebc45ca11fa868e88296bad1dc6b4e15b","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-604378abafc267a1-1","anchor":"p-604378abafc267a1-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-604378abafc267a1-1","kind":"pre","headingPath":["可写硬句"],"text":"系统把材料叫回来，不等于材料已经通过审判。","textSha256":"b7a8d77b5ad7ccb20b3ea7d62ab0e17003fe10696f952a292d32f2c882fb29e3","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-f1402fe5cca6e49e-1","anchor":"p-f1402fe5cca6e49e-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-f1402fe5cca6e49e-1","kind":"h2","headingPath":["不可越界"],"text":"不可越界","textSha256":"bdd5e7782d1d0b9c5537d69c7b0d62cc9696499daec461feede549dea570ed80","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-1324a2da3a313e2a-1","anchor":"p-1324a2da3a313e2a-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-1324a2da3a313e2a-1","kind":"p","headingPath":["不可越界"],"text":"不能把 RAG 召回当作事实证明。","textSha256":"31db79ec90ac0fa0c596e3eb900beef0f33a1bf1830869d49de9c86df77cc32d","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-f71e89141649f11a-1","anchor":"p-f71e89141649f11a-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-f71e89141649f11a-1","kind":"p","headingPath":["不可越界"],"text":"不能让摘要替代原文细读。","textSha256":"060b303a9efb7162a4ea7cfcc7faf9ebcd43336ae1d274c966683d079f6bef67","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-abac66f178551f27-1","anchor":"p-abac66f178551f27-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-abac66f178551f27-1","kind":"p","headingPath":["不可越界"],"text":"不能让模型综合替代 Owner 审查。","textSha256":"6034c55a2072573dbe6aecb3c69f5b19fb77185202c3fbbaba34099e20a08ee3","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-d92f5e07c225c00b-1","anchor":"p-d92f5e07c225c00b-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-d92f5e07c225c00b-1","kind":"p","headingPath":["不可越界"],"text":"只能迁移：","textSha256":"40a2b388c508a9e986482f2db602df6dcf872c634dca5f8a2cf62d57be17d179","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-2b0fdf88166ea9dd-1","anchor":"p-2b0fdf88166ea9dd-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-2b0fdf88166ea9dd-1","kind":"pre","headingPath":["不可越界"],"text":"知识库召回会改变材料出场顺序，因此必须被证据层级和人工审查约束。","textSha256":"07576961ee5cba1c357ef0e6474ece1b29eb0bac365e2e29683b27f36c2cc32f","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-82ba8e93d7c6ee48-1","anchor":"p-82ba8e93d7c6ee48-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-82ba8e93d7c6ee48-1","kind":"h2","headingPath":["外部线索"],"text":"外部线索","textSha256":"0edffbd614a15b8df7d89c163708be0053882bf8650e4293a8114334f6adfa3b","links":[],"images":[]},{"id":"hs-fbda2873c9243d4a#p-7111fe394193f62c-1","anchor":"p-7111fe394193f62c-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-7111fe394193f62c-1","kind":"li","headingPath":["外部线索"],"text":"OpenAI API docs: file search","textSha256":"8c5d71bed645d6536def34337f92cfd7c9f981a7eb89c2a7a674b08a74e71386","links":["https://platform.openai.com/docs/guides/tools-file-search"],"images":[]},{"id":"hs-fbda2873c9243d4a#p-58f1624619ccb396-1","anchor":"p-58f1624619ccb396-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-58f1624619ccb396-1","kind":"li","headingPath":["外部线索"],"text":"MediaWiki Help: Links","textSha256":"c8b9ef6f35e6323d9f4bdacdd0541e8742b470038fa181ffe6e268879c075163","links":["https://www.mediawiki.org/wiki/Help:Links"],"images":[]},{"id":"hs-fbda2873c9243d4a#p-c50ebab9bd5cf804-1","anchor":"p-c50ebab9bd5cf804-1","url":"https://a.p4theater.top/research/hs-fbda2873c9243d4a#p-c50ebab9bd5cf804-1","kind":"li","headingPath":["外部线索"],"text":"MediaWiki Help: Categories","textSha256":"17d7971528ccb92a53312191be9eaa47ffc47248558087551e39579395d68c59","links":["https://www.mediawiki.org/wiki/Help:Categories"],"images":[]}]}