{"id":"hs-40c3a7c1f605f54e","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e","title":"搜索查询与垃圾召回","kind":"research_note","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"声画与理论笔记","series":"P5-十二张硬卡","sourceVersionDate":"2026-06-18","publishedAt":"2026-09-08","modifiedAt":"2026-09-07T18:27:17+00:00","markdownUrl":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-40c3a7c1f605f54e-0dafc6e482f3509d30dd.md","markdownSha256":"0dafc6e482f3509d30dd14b2c05abe776f1ddf76d667e32753f430d806b328d7","markdownBytes":3916,"characters":1077,"sourceEvidenceTier":"T3_RESEARCH_CARD_OVER_LIBRARY_GOVERNANCE","sourceStatus":"active","evidenceBoundary":"本页为 P5 硬卡 11，讨论搜索查询、召回排序、垃圾信息复活和知识库噪声治理。它是 Wiki/AI 写作治理卡，不新增片内事实，不删除原页，不批量改写 canonical_status、evidence_tier、source_rule 等证据判断字段。","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://a.p4theater.top/research/hs-5771be9cf23a6e8d","https://a.p4theater.top/research/hs-c1898ff749a29152"],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":53,"markdown":"# 搜索查询与垃圾召回\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：本页为 P5 硬卡 11，讨论搜索查询、召回排序、垃圾信息复活和知识库噪声治理。它是 Wiki/AI 写作治理卡，不新增片内事实，不删除原页，不批量改写 canonical_status、evidence_tier、source_rule 等证据判断字段。\n\n# 搜索查询与垃圾召回\n\n## 一句话\n\n搜索不是理解。\n\n召回不是价值。\n\n在一个大型知识库里，最危险的不是资料不够。\n\n最危险的是：\n\n```text\n低价值材料和高价值材料在检索层平权。\n```\n\n垃圾不是因为它存在才危险。\n\n垃圾是因为它会被反复叫出来，抢走第一发言权。\n\n## 本库问题\n\n[图书馆噪声治理与价值召回协议](/research/hs-5771be9cf23a6e8d)已经把问题说得很准：\n\n```text\n不是资料坏了，是召回顺序坏了。\n```\n\n旧稿、草稿、模型候选、传播稿、日志、prompt、运行总账，都可能拥有大量关键词。\n\n它们会在搜索中很亮。\n\n但亮不等于重要。\n\n可见不等于可用。\n\n可召回不等于可进入当前口径。\n\n## 人称机制\n\n搜索查询是第六人称装置。\n\n它不说“我”，却能决定谁先被听见。\n\n它不说“你”，却能把用户叫到某条路径上。\n\n它不说“他”，却能把材料变成可处理对象。\n\n因此，搜索查询的真正作用是：\n\n```text\n把过去重新点名。\n```\n\n如果没有治理，点名会变成污染。\n\n如果有治理，点名才可能变成价值召回。\n\n## 与声音照明的关系\n\n[声音照明细读](/research/hs-c1898ff749a29152)里有一句很关键：\n\n```text\n知识库不是逃离声音照明的地方。\n知识库也是声音照明的后端。\n```\n\n这句话可以转成搜索治理：\n\n```text\n搜索不是中立灯。\n搜索会继续照亮某些东西。\n照亮过度，就会变成占有。\n```\n\n所以知识库的工作不是让所有东西无限变亮。\n\n而是控制照明强度：\n\n```text\n高价值入口要主动加亮。\n旧稿和候选要降亮。\n证据不足要挂刹车。\n已经被否定的口径不能复活成当前答案。\n```\n\n## 回到《人类投降派》\n\n这张卡看似馆务，其实仍然是人称学。\n\n因为《人类投降派》的问题已经进入后生命：\n\n```text\n电影被复扫。\n复扫被摘要。\n摘要被搜索。\n搜索被 AI 调用。\nAI 又生成新的第一人称。\n新文本再进入 Wiki。\n```\n\n如果不治理召回，知识库会变成一台错误回声机。\n\n它会让垃圾信息一次次借尸还魂。\n\n这就是第六人称的危险：\n\n```text\n机器不需要撒谎。\n机器只要反复召回错误的东西，错误就会获得声音。\n```\n\n## 可进入前台的硬句\n\n```text\n召回不是理解。\n搜索只是把东西叫回来，不负责判断它配不配回来。\n```\n\n或者：\n\n```text\n垃圾信息最可怕的地方，不是它脏。\n是它会被系统反复请上桌。\n```\n\n再锋利一点：\n\n```text\n没有召回治理的知识库，就是一座会替垃圾开口的庙。\n```\n\n## 证据刹车\n\n不能做：\n\n```text\n为了清爽而删除历史证据。\n用搜索排名判断价值。\n让模型候选压过 T0/T1。\n把旧稿、传播稿、prompt 当成当前口径。\n```\n\n应该做：\n\n```text\n先读 P0/P1 入口，再全文搜索。\n给高价值材料入口、反链、一句话定位和误用说明。\n让低价值材料保留历史身份，但默认降权。\n让人工严审决定 KEEP / DOWNRANK / MERGE / NEEDS_EVIDENCE / REJECT / ARCHIVE。\n```","paragraphs":[{"id":"hs-40c3a7c1f605f54e#p-986f8c4bf9444947-1","anchor":"p-986f8c4bf9444947-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-986f8c4bf9444947-1","kind":"h2","headingPath":["搜索查询与垃圾召回"],"text":"搜索查询与垃圾召回","textSha256":"4d68eeeb7f1c910ae8d09a54735759959dcc69e5e96fc21d88fcd12800d20790","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-77cdbbe88dc755ce-1","anchor":"p-77cdbbe88dc755ce-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-77cdbbe88dc755ce-1","kind":"h2","headingPath":["一句话"],"text":"一句话","textSha256":"8aeb22800883b5637fa3436d43f8003857950b339d43b1888f8815917f346851","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-1018ab0959c0b104-1","anchor":"p-1018ab0959c0b104-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-1018ab0959c0b104-1","kind":"p","headingPath":["一句话"],"text":"搜索不是理解。","textSha256":"e218664a0ee9b2c724da8158e4d47c9c55d3fcbf160fa5abdccda7d4372cd165","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-79ec8af6de3226fe-1","anchor":"p-79ec8af6de3226fe-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-79ec8af6de3226fe-1","kind":"p","headingPath":["一句话"],"text":"召回不是价值。","textSha256":"16c3a8d17508b3cb077c5b565ed1172117f3f5d6827e90c652bb1956c2741976","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-8c6bd2806c79a5e6-1","anchor":"p-8c6bd2806c79a5e6-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-8c6bd2806c79a5e6-1","kind":"p","headingPath":["一句话"],"text":"在一个大型知识库里，最危险的不是资料不够。","textSha256":"68e9a6e6724cfd75597a572a8f4dadb583866a966d17a93a315e4bb5db6a6eb2","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-094362184e100ad1-1","anchor":"p-094362184e100ad1-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-094362184e100ad1-1","kind":"p","headingPath":["一句话"],"text":"最危险的是：","textSha256":"0e1618c7cfc0b3207386e0217ddbe4134172deff0a8137d374167b73c46f28f7","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-3e79bc82b84b5bea-1","anchor":"p-3e79bc82b84b5bea-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-3e79bc82b84b5bea-1","kind":"pre","headingPath":["一句话"],"text":"低价值材料和高价值材料在检索层平权。","textSha256":"b68ac923989d9ed34405574a84a481a82666f152c43c511b5a762b31f62cabee","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-12972a150be8910d-1","anchor":"p-12972a150be8910d-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-12972a150be8910d-1","kind":"p","headingPath":["一句话"],"text":"垃圾不是因为它存在才危险。","textSha256":"8c4a7aeed9a184a6c5ecadd4854dbc186f65ebf3224bc7a2b927c3aa35b68694","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-12877dfa2570cf6c-1","anchor":"p-12877dfa2570cf6c-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-12877dfa2570cf6c-1","kind":"p","headingPath":["一句话"],"text":"垃圾是因为它会被反复叫出来，抢走第一发言权。","textSha256":"f4ed567d2f862faf94fdf82de97affc0c239ef1f403625d0d5ddcfbec7809812","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-35f4f246ed7aff2e-1","anchor":"p-35f4f246ed7aff2e-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-35f4f246ed7aff2e-1","kind":"h2","headingPath":["本库问题"],"text":"本库问题","textSha256":"a7ec6500c42f2c78e82fee3281c0797d5e74158569487788708b3e26e64a177c","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-f1ec6fcb9beabe02-1","anchor":"p-f1ec6fcb9beabe02-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-f1ec6fcb9beabe02-1","kind":"p","headingPath":["本库问题"],"text":"图书馆噪声治理与价值召回协议 已经把问题说得很准：","textSha256":"5fa1691cdb3df5831a02ce349d7978088bdbed1be6820114eadbe3c59d8781d2","links":["https://a.p4theater.top/research/hs-5771be9cf23a6e8d"],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-7690ab4078a2dab1-1","anchor":"p-7690ab4078a2dab1-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-7690ab4078a2dab1-1","kind":"pre","headingPath":["本库问题"],"text":"不是资料坏了，是召回顺序坏了。","textSha256":"8498cc0d58aa1bf7bc775ec393c3d33c14521342cfb6bd566148e0bb3d4f1d43","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-7d5ce4513ecfe65c-1","anchor":"p-7d5ce4513ecfe65c-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-7d5ce4513ecfe65c-1","kind":"p","headingPath":["本库问题"],"text":"旧稿、草稿、模型候选、传播稿、日志、prompt、运行总账，都可能拥有大量关键词。","textSha256":"a904ce758c70610d9116bdb194e47d95d3b423546d0b0f167eff4edcc0b55ab5","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-7ff309d35b2d6ec4-1","anchor":"p-7ff309d35b2d6ec4-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-7ff309d35b2d6ec4-1","kind":"p","headingPath":["本库问题"],"text":"它们会在搜索中很亮。","textSha256":"ac7c61e5f5051a5d9602d7cf6bf90bf9d856da42a90e7f9ab815486cba5f64d1","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-399cb030a1bbc29f-1","anchor":"p-399cb030a1bbc29f-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-399cb030a1bbc29f-1","kind":"p","headingPath":["本库问题"],"text":"但亮不等于重要。","textSha256":"41e769c071f7921fb67f9992dc72e78e9a8c880ebccb1588be5c34a1ab3d9016","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-b4267d6806647267-1","anchor":"p-b4267d6806647267-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-b4267d6806647267-1","kind":"p","headingPath":["本库问题"],"text":"可见不等于可用。","textSha256":"8aff2afa5fc3c9be083f797d28519e5b1e513a79c6b147154352c490e0c568f3","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-0fc893372c651033-1","anchor":"p-0fc893372c651033-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-0fc893372c651033-1","kind":"p","headingPath":["本库问题"],"text":"可召回不等于可进入当前口径。","textSha256":"7e09f45f90d6d6985dbc80ea138715b7df7563cbe53523b7d498fcfc498363a0","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-23b9b143c7186478-1","anchor":"p-23b9b143c7186478-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-23b9b143c7186478-1","kind":"h2","headingPath":["人称机制"],"text":"人称机制","textSha256":"290ac35d072a5e9766009652a43826648611d3aeed79f0abbcb56eee514fc82b","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-72460a40b033d6d7-1","anchor":"p-72460a40b033d6d7-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-72460a40b033d6d7-1","kind":"p","headingPath":["人称机制"],"text":"搜索查询是第六人称装置。","textSha256":"a94389e078d744f8f914a3e5163509ac0d3a4ac2be241a8f3abadeceb206ba5d","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-8d3a20b3a7fd9f29-1","anchor":"p-8d3a20b3a7fd9f29-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-8d3a20b3a7fd9f29-1","kind":"p","headingPath":["人称机制"],"text":"它不说“我”，却能决定谁先被听见。","textSha256":"82c1fe198c98e701330a0ac62362e7e71e9d420f43488c1cbff78548edbed8aa","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-f6eddcec7fbfc33e-1","anchor":"p-f6eddcec7fbfc33e-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-f6eddcec7fbfc33e-1","kind":"p","headingPath":["人称机制"],"text":"它不说“你”，却能把用户叫到某条路径上。","textSha256":"4ad0770738551b31ad6df3e47fa0b8bf40e6af6e70894299168cb11edf93fa6b","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-c76fb6ece653ddb2-1","anchor":"p-c76fb6ece653ddb2-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-c76fb6ece653ddb2-1","kind":"p","headingPath":["人称机制"],"text":"它不说“他”，却能把材料变成可处理对象。","textSha256":"68b7a242ec72d5c6f765a54944ae8533785e26c704164fbfdca46fb903490ab5","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-76cabfad2efb7ceb-1","anchor":"p-76cabfad2efb7ceb-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-76cabfad2efb7ceb-1","kind":"p","headingPath":["人称机制"],"text":"因此，搜索查询的真正作用是：","textSha256":"4fc01d07fed3465ce15f5099686df1b1c1ef6fb065b3a37c708faf9610462947","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-6669ab8342075bbd-1","anchor":"p-6669ab8342075bbd-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-6669ab8342075bbd-1","kind":"pre","headingPath":["人称机制"],"text":"把过去重新点名。","textSha256":"2dd19d6fe22dc45e81ac5a9a60692aebef5edf2e6d78b9a50834a5caf8f93f6a","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-7e682779e9b807fd-1","anchor":"p-7e682779e9b807fd-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-7e682779e9b807fd-1","kind":"p","headingPath":["人称机制"],"text":"如果没有治理，点名会变成污染。","textSha256":"a7567246084482fb7e7289da907f5443dbe2a30149ab1f80a85cff1804063d7f","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-2ba9725859c105d5-1","anchor":"p-2ba9725859c105d5-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-2ba9725859c105d5-1","kind":"p","headingPath":["人称机制"],"text":"如果有治理，点名才可能变成价值召回。","textSha256":"c6e8588d2a56f6cf032db13f4a963e9d616f5b9b3ef628d7723cf4c7a1882a0a","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-86736efc55f2a6b9-1","anchor":"p-86736efc55f2a6b9-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-86736efc55f2a6b9-1","kind":"h2","headingPath":["与声音照明的关系"],"text":"与声音照明的关系","textSha256":"d88894b365299e280296ecbe8f8d998428860da558ead5e7cf85f746a8942781","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-b373b66823d75f0b-1","anchor":"p-b373b66823d75f0b-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-b373b66823d75f0b-1","kind":"p","headingPath":["与声音照明的关系"],"text":"声音照明细读 里有一句很关键：","textSha256":"bb561b3a2a5fdfbe942cb2aa268084cdc801ac3ad3da2bec5608456e587fbab8","links":["https://a.p4theater.top/research/hs-c1898ff749a29152"],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-50f3d380183579f9-1","anchor":"p-50f3d380183579f9-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-50f3d380183579f9-1","kind":"pre","headingPath":["与声音照明的关系"],"text":"知识库不是逃离声音照明的地方。\n知识库也是声音照明的后端。","textSha256":"b26b1d43eadcc3f07a3d077ebe886014129c327bd7cdfa037379c4fc1fa815fe","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-d791b544b15f3422-1","anchor":"p-d791b544b15f3422-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-d791b544b15f3422-1","kind":"p","headingPath":["与声音照明的关系"],"text":"这句话可以转成搜索治理：","textSha256":"455f767c0637bec2c38d7e132491f7dcb07f582f43406f1e2a669d58e4804aa5","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-5dd029ee5fe865e5-1","anchor":"p-5dd029ee5fe865e5-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-5dd029ee5fe865e5-1","kind":"pre","headingPath":["与声音照明的关系"],"text":"搜索不是中立灯。\n搜索会继续照亮某些东西。\n照亮过度，就会变成占有。","textSha256":"6bccef296280bb9282bd08bf95c1c0da9c6300dc388b36305119332e67f2663f","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-7257e103284131b6-1","anchor":"p-7257e103284131b6-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-7257e103284131b6-1","kind":"p","headingPath":["与声音照明的关系"],"text":"所以知识库的工作不是让所有东西无限变亮。","textSha256":"55ee2ad2dbbe348933359d393c58d02a02239016c82e27e7c89664db7b378e13","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-8486f55e60c6b769-1","anchor":"p-8486f55e60c6b769-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-8486f55e60c6b769-1","kind":"p","headingPath":["与声音照明的关系"],"text":"而是控制照明强度：","textSha256":"cb36ea891b5739020f3e8c80aa088d8fce48443bb2a639bc6aa06cf9f869b036","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-0687c24cfd46760a-1","anchor":"p-0687c24cfd46760a-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-0687c24cfd46760a-1","kind":"pre","headingPath":["与声音照明的关系"],"text":"高价值入口要主动加亮。\n旧稿和候选要降亮。\n证据不足要挂刹车。\n已经被否定的口径不能复活成当前答案。","textSha256":"8a4e34e0b3db194c04a3701ddea40d2790f7369f6ace06c011320c1ffecf11f9","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-4f2ee1a86b8786ca-1","anchor":"p-4f2ee1a86b8786ca-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#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-40c3a7c1f605f54e#p-a2a1a76686a305d1-1","anchor":"p-a2a1a76686a305d1-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-a2a1a76686a305d1-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"这张卡看似馆务，其实仍然是人称学。","textSha256":"dd3fc64b1a0d6ab128015a0e589b938c5db1551f2aa74e01ccd37ce2e533257e","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-999f84706d89aae6-1","anchor":"p-999f84706d89aae6-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-999f84706d89aae6-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"因为《人类投降派》的问题已经进入后生命：","textSha256":"7c84f4b2b8feaaea7de80b5f5d8cd0ca6bd1f33554ab78cf83d71a45385a5296","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-06609fe8f0f291c7-1","anchor":"p-06609fe8f0f291c7-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-06609fe8f0f291c7-1","kind":"pre","headingPath":["回到《人类投降派》"],"text":"电影被复扫。\n复扫被摘要。\n摘要被搜索。\n搜索被 AI 调用。\nAI 又生成新的第一人称。\n新文本再进入 Wiki。","textSha256":"6cd350a5847d71ce6ba293f087127b8ef09a9d9ddd0e2c80cf3f215dd9e57c28","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-273fce71f33a3954-1","anchor":"p-273fce71f33a3954-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-273fce71f33a3954-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"如果不治理召回，知识库会变成一台错误回声机。","textSha256":"2bd021ed629a4bfc4fd37d88e9b495cae8d6feea07c53176f8622f8f4360eb4d","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-709848212fd3dc32-1","anchor":"p-709848212fd3dc32-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-709848212fd3dc32-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"它会让垃圾信息一次次借尸还魂。","textSha256":"a22570229f2c0ff748217b136212afcbe0efe521da2ddffe1339ab13e53223ac","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-774228e0b05d0423-1","anchor":"p-774228e0b05d0423-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-774228e0b05d0423-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"这就是第六人称的危险：","textSha256":"e67e0f8398e04c373be39b60ed2da8b3f2c4df6feba7b9cc4c525bfe7b8eb41a","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-b86ef7169f7c4360-1","anchor":"p-b86ef7169f7c4360-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-b86ef7169f7c4360-1","kind":"pre","headingPath":["回到《人类投降派》"],"text":"机器不需要撒谎。\n机器只要反复召回错误的东西，错误就会获得声音。","textSha256":"675d2901294f35f6fcbc6fcf5ef56809ce086ebf0542e9b197c81cedb93d257a","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-a4db38987b6cc533-1","anchor":"p-a4db38987b6cc533-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-a4db38987b6cc533-1","kind":"h2","headingPath":["可进入前台的硬句"],"text":"可进入前台的硬句","textSha256":"a0325a0eb54a0116df58143d535d70640940602d5b5c4ad1fffd0dbbfde9233b","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-535d85cc43cdfee3-1","anchor":"p-535d85cc43cdfee3-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-535d85cc43cdfee3-1","kind":"pre","headingPath":["可进入前台的硬句"],"text":"召回不是理解。\n搜索只是把东西叫回来，不负责判断它配不配回来。","textSha256":"a2b6c661519355d86ac5f8461d078905d2a6a40148a6f29f0a044f4397ab4515","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-0b781b103f94adc2-1","anchor":"p-0b781b103f94adc2-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-0b781b103f94adc2-1","kind":"p","headingPath":["可进入前台的硬句"],"text":"或者：","textSha256":"b889bb6689f340c46c719f212e98021a6da144c798366ede6b8d4560658c2f68","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-df0bddc02b8b1298-1","anchor":"p-df0bddc02b8b1298-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-df0bddc02b8b1298-1","kind":"pre","headingPath":["可进入前台的硬句"],"text":"垃圾信息最可怕的地方，不是它脏。\n是它会被系统反复请上桌。","textSha256":"63d031cb635bfe91d989314c96be281a60c33f32c79967eb21663614609ee071","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-d99aa0085be454f7-1","anchor":"p-d99aa0085be454f7-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-d99aa0085be454f7-1","kind":"p","headingPath":["可进入前台的硬句"],"text":"再锋利一点：","textSha256":"9c2b605b671d2b91a7af7874406a4785a17adf64b14637cbaaff1b26d54b9b06","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-ca6b233a23a80f00-1","anchor":"p-ca6b233a23a80f00-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-ca6b233a23a80f00-1","kind":"pre","headingPath":["可进入前台的硬句"],"text":"没有召回治理的知识库，就是一座会替垃圾开口的庙。","textSha256":"61266f959153340dddcc4d33aa72f469033466b677a7490757c7275c0bb92a3f","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-3abd54bc83c3a26c-1","anchor":"p-3abd54bc83c3a26c-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-3abd54bc83c3a26c-1","kind":"h2","headingPath":["证据刹车"],"text":"证据刹车","textSha256":"25c5977814913d1ca86d9a0d7fcb8eaa65f6a9e9a4e70bca5a6f5794cfa7a706","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-4898f89e21351ad6-1","anchor":"p-4898f89e21351ad6-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-4898f89e21351ad6-1","kind":"p","headingPath":["证据刹车"],"text":"不能做：","textSha256":"721e06b2686d28ad1b92b56bcd8664f79955d1a9deaa36c5e17fc9634eeeafb3","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-858885845b320a58-1","anchor":"p-858885845b320a58-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-858885845b320a58-1","kind":"pre","headingPath":["证据刹车"],"text":"为了清爽而删除历史证据。\n用搜索排名判断价值。\n让模型候选压过 T0/T1。\n把旧稿、传播稿、prompt 当成当前口径。","textSha256":"5809759f3ba6f7b9cbe06ce1ac1c0c34ec718267e68145b4f3d64d11541de02c","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-2a60238d50c01797-1","anchor":"p-2a60238d50c01797-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-2a60238d50c01797-1","kind":"p","headingPath":["证据刹车"],"text":"应该做：","textSha256":"4e85353744e8abb203e28b2bb14a44b6e30f82e4ecadddeb6d77fc467f0ba258","links":[],"images":[]},{"id":"hs-40c3a7c1f605f54e#p-f92d94f0c0d1042e-1","anchor":"p-f92d94f0c0d1042e-1","url":"https://a.p4theater.top/research/hs-40c3a7c1f605f54e#p-f92d94f0c0d1042e-1","kind":"pre","headingPath":["证据刹车"],"text":"先读 P0/P1 入口，再全文搜索。\n给高价值材料入口、反链、一句话定位和误用说明。\n让低价值材料保留历史身份，但默认降权。\n让人工严审决定 KEEP / DOWNRANK / MERGE / NEEDS_EVIDENCE / REJECT / ARCHIVE。","textSha256":"a9d3ea9a9c7ad5bd20450aad6c12c4fde4de13dcbae9df0a9d617e9249d754f3","links":[],"images":[]}]}