{"id":"hs-28dff2fe91f5ef61","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61","title":"推荐算法与通知：选择之前谁已经排序","kind":"research_draft","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"历史研究稿","series":"P10-代表作品深读第二批","sourceVersionDate":"2026-06-18","publishedAt":"2026-09-08","modifiedAt":"2026-09-08T05:03:32+00:00","markdownUrl":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-28dff2fe91f5ef61-a09f36d6ac0c03ef5409.md","markdownSha256":"a09f36d6ac0c03ef54092729b861f99fa9984cfca7d3f7adc5386cb1614abe52","markdownBytes":2428,"characters":547,"sourceEvidenceTier":"T3_DEEP_READING_CARD_WITH_T4_PLATFORM_INTERFACE_REFERENCE","sourceStatus":"active","evidenceBoundary":"本页只讨论推荐算法、通知、信息流排序、红点、自动播放和平台界面如何在选择之前安排观看与召唤用户，作为零人称数字入口、第二人称操作地址和第六人称排序装置的 T4 形式参照；不臆测具体平台算法内部，也不反向裁决片内事实。","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":[],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":28,"markdown":"# 推荐算法与通知：选择之前谁已经排序\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：本页只讨论推荐算法、通知、信息流排序、红点、自动播放和平台界面如何在选择之前安排观看与召唤用户，作为零人称数字入口、第二人称操作地址和第六人称排序装置的 T4 形式参照；不臆测具体平台算法内部，也不反向裁决片内事实。\n\n# 推荐算法与通知：选择之前谁已经排序\n\n## 形式对象\n\n推荐流、搜索排序、通知红点、自动播放、继续观看、热榜和推送标题，都在做同一件事：\n\n```text\n你还没有选择。\n入口已经被安排。\n```\n\n平台最深的动作不是给内容。\n\n而是在你选择之前，先安排你能遇见什么。\n\n## 人称动作\n\n零人称：界面、默认值、栏目、按钮和推荐位先安排世界。\n\n第二人称：通知把你叫回去，“你有新消息”“你可能喜欢”“你错过了什么”。\n\n第六人称：算法不是人，却决定哪些内容先开口、哪些材料被埋下去、哪些旧东西被召回。\n\n第四人称：热榜和趋势制造“大家都在看”的感觉，但热闹不等于见证。\n\n## 关键机制\n\n```text\n选择之前，排序已经发生。\n```\n\n## 回到《人类投降派》\n\n适用位置：\n\n```text\n000 黑与零，人不是第一个东西。\n040 搜索把过去重新点名。\n043 prompt 里的你不是灵魂。\n045 索引决定谁先开口。\n048 我不能外包给机器。\n```\n\n它也直接回应知识库噪声问题：\n\n```text\n召回不是理解。\n排在前面不是更真。\n被推荐不是被审查过。\n```\n\n## 可写硬句\n\n```text\n你以为你在进入。\n入口已经先进入你。\n```\n\n## 不可越界\n\n不能说我们知道具体平台算法内部如何工作。\n\n不能把推荐结果当成用户真实欲望。\n\n不能把热度等于公共见证。\n\n不能让搜索排序替代人工审查。\n\n## 升降级判断\n\nP1 强支撑。\n\n它是卷六的现实锋利度来源，但不抢电影主干。\n","paragraphs":[{"id":"hs-28dff2fe91f5ef61#p-215d7f19ee2eb385-1","anchor":"p-215d7f19ee2eb385-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-215d7f19ee2eb385-1","kind":"h2","headingPath":["推荐算法与通知：选择之前谁已经排序"],"text":"推荐算法与通知：选择之前谁已经排序","textSha256":"e6ce638c37b9e62767d983e2880d4508b185578e007e4c1959d6a9f20d1a6b70","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-70d051ef069b4089-1","anchor":"p-70d051ef069b4089-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-70d051ef069b4089-1","kind":"h2","headingPath":["形式对象"],"text":"形式对象","textSha256":"d2c28c55810e315612f0dcc2da4f627d000ef128720a10de9a4d4d3d958a0c67","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-52eed5218475ae79-1","anchor":"p-52eed5218475ae79-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-52eed5218475ae79-1","kind":"p","headingPath":["形式对象"],"text":"推荐流、搜索排序、通知红点、自动播放、继续观看、热榜和推送标题，都在做同一件事：","textSha256":"876032d6766b368f59dd101b937f72cbfe285b6a155d9bc4f1f30f0c1978fb58","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-2452be6101122953-1","anchor":"p-2452be6101122953-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-2452be6101122953-1","kind":"pre","headingPath":["形式对象"],"text":"你还没有选择。\n入口已经被安排。","textSha256":"aff2cbf0bc92c911a2ce14fb5b88cac1109300949563f782d634f8913e852c8a","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-b3db764a2229399c-1","anchor":"p-b3db764a2229399c-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-b3db764a2229399c-1","kind":"p","headingPath":["形式对象"],"text":"平台最深的动作不是给内容。","textSha256":"6edbc8b8b5681f662f235851f74e5e2a4797036856cbebe23f7ad7466aab4c64","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-89bd3e898dcb787d-1","anchor":"p-89bd3e898dcb787d-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-89bd3e898dcb787d-1","kind":"p","headingPath":["形式对象"],"text":"而是在你选择之前，先安排你能遇见什么。","textSha256":"7d891d3a713c5af4fc24d29a34afff2f6c4ce4f0eaac9aae9cddd49e426dc45e","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-2d2fd43a9d316ace-1","anchor":"p-2d2fd43a9d316ace-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-2d2fd43a9d316ace-1","kind":"h2","headingPath":["人称动作"],"text":"人称动作","textSha256":"48393fc02d1cfe0f775e56b1bb501f7c55294476d455fd29b0ff4a94452c8880","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-1e7319c59dcd74d3-1","anchor":"p-1e7319c59dcd74d3-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-1e7319c59dcd74d3-1","kind":"p","headingPath":["人称动作"],"text":"零人称：界面、默认值、栏目、按钮和推荐位先安排世界。","textSha256":"6e9eb36f7b60686db153c059f54eea3be646d2b1fe16565da8ac8ee1433eb816","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-e92b251cba1f2078-1","anchor":"p-e92b251cba1f2078-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-e92b251cba1f2078-1","kind":"p","headingPath":["人称动作"],"text":"第二人称：通知把你叫回去，“你有新消息”“你可能喜欢”“你错过了什么”。","textSha256":"739a02272336de44982c0cde70c65a02fe7323254c64aaee87a7a7fee40922ad","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-07a587a11af39f01-1","anchor":"p-07a587a11af39f01-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-07a587a11af39f01-1","kind":"p","headingPath":["人称动作"],"text":"第六人称：算法不是人，却决定哪些内容先开口、哪些材料被埋下去、哪些旧东西被召回。","textSha256":"4ca000374d7e3f4e61adbf5498f1beaf077f3051f3ec51f400a7b72780baf6e4","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-f1ac8b930ccdf4eb-1","anchor":"p-f1ac8b930ccdf4eb-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-f1ac8b930ccdf4eb-1","kind":"p","headingPath":["人称动作"],"text":"第四人称：热榜和趋势制造“大家都在看”的感觉，但热闹不等于见证。","textSha256":"e42abd8d026ca8b0120c9aa83d99f2d5a0a3b20c9be2f0d5f67827479a0f2916","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-44967bb563f2343e-1","anchor":"p-44967bb563f2343e-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-44967bb563f2343e-1","kind":"h2","headingPath":["关键机制"],"text":"关键机制","textSha256":"26d9dad60dc9cf849e063219e041c984866fc2a329cb5c31c3148e73c0072477","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-496d126ef9a36b39-1","anchor":"p-496d126ef9a36b39-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-496d126ef9a36b39-1","kind":"pre","headingPath":["关键机制"],"text":"选择之前，排序已经发生。","textSha256":"397fd37572a5476fdf8ac2f5014da1e716160901353e5353c85e27aeeb799a44","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-4f2ee1a86b8786ca-1","anchor":"p-4f2ee1a86b8786ca-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#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-28dff2fe91f5ef61#p-46ecbb726152e8bb-1","anchor":"p-46ecbb726152e8bb-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-46ecbb726152e8bb-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"适用位置：","textSha256":"5eae78be342222e686a1cce01512dd7bbb90eeb47bd60d9a0f26f45f3a6b325b","l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黑与零，人不是第一个东西。\n040 搜索把过去重新点名。\n043 prompt 里的你不是灵魂。\n045 索引决定谁先开口。\n048 我不能外包给机器。","textSha256":"df49ac855ca30b10c69a0c9b6ad00948336fcab52f86cbfe012f887eaa9effd5","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-7b81d424a26a866b-1","anchor":"p-7b81d424a26a866b-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-7b81d424a26a866b-1","kind":"p","headingPath":["回到《人类投降派》"],"text":"它也直接回应知识库噪声问题：","textSha256":"81b0a37cc8667a35bc285f80605bfbe2a0bb15fbc56c8e101c3f71781996e67c","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-5858edfbd6f06bf6-1","anchor":"p-5858edfbd6f06bf6-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-5858edfbd6f06bf6-1","kind":"pre","headingPath":["回到《人类投降派》"],"text":"召回不是理解。\n排在前面不是更真。\n被推荐不是被审查过。","textSha256":"00113d6f121d6f6dfc1d171c9682f5ed94cac7b141b6fe2b280cf394f148319a","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-bac69aae61a293ed-1","anchor":"p-bac69aae61a293ed-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-bac69aae61a293ed-1","kind":"h2","headingPath":["可写硬句"],"text":"可写硬句","textSha256":"cbdb6a684e76eb78d98602b32e152917c9225e5dcc9f0e3eaeb1b9c19d58791a","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-e10380766271f188-1","anchor":"p-e10380766271f188-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-e10380766271f188-1","kind":"pre","headingPath":["可写硬句"],"text":"你以为你在进入。\n入口已经先进入你。","textSha256":"85eb0953584bc14d061facfb65350fc8f0d558b7c1144a1404a31ef901f995ad","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-f1402fe5cca6e49e-1","anchor":"p-f1402fe5cca6e49e-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-f1402fe5cca6e49e-1","kind":"h2","headingPath":["不可越界"],"text":"不可越界","textSha256":"bdd5e7782d1d0b9c5537d69c7b0d62cc9696499daec461feede549dea570ed80","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-6fba89206630ef6f-1","anchor":"p-6fba89206630ef6f-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-6fba89206630ef6f-1","kind":"p","headingPath":["不可越界"],"text":"不能说我们知道具体平台算法内部如何工作。","textSha256":"309cacd5b66e9619cc406dc382739c8aea0264c99ba163799668c87c2c15fcfe","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-87548b63101a52fb-1","anchor":"p-87548b63101a52fb-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-87548b63101a52fb-1","kind":"p","headingPath":["不可越界"],"text":"不能把推荐结果当成用户真实欲望。","textSha256":"70c4f0b906314e1659a6be224e5aeb8cf087545ad21b82c508edb35bcf0482fa","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-a7695f3d20b701a6-1","anchor":"p-a7695f3d20b701a6-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-a7695f3d20b701a6-1","kind":"p","headingPath":["不可越界"],"text":"不能把热度等于公共见证。","textSha256":"d24d315f48b3e3e7f4c7168be5726da805d27c112965f3415b6d77dd97b4d4b0","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-74ae13062f641aae-1","anchor":"p-74ae13062f641aae-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-74ae13062f641aae-1","kind":"p","headingPath":["不可越界"],"text":"不能让搜索排序替代人工审查。","textSha256":"a10227eb82bd87bc1fc939105640ecf5e0bce03eb7839ac0505827b4fe5e7a86","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-323884bcf371bd72-1","anchor":"p-323884bcf371bd72-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-323884bcf371bd72-1","kind":"h2","headingPath":["升降级判断"],"text":"升降级判断","textSha256":"a8569d9808022f3560e448f8ec204db7262aafb4d9a0324704851dbb854dd7d5","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-d9a88ca1a5b95a62-1","anchor":"p-d9a88ca1a5b95a62-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-d9a88ca1a5b95a62-1","kind":"p","headingPath":["升降级判断"],"text":"P1 强支撑。","textSha256":"37f79ca7cfd539f9c74e71da996d059887ab7015bb8368ea67e45bf87b2a74e7","links":[],"images":[]},{"id":"hs-28dff2fe91f5ef61#p-e63caac15fc42f64-1","anchor":"p-e63caac15fc42f64-1","url":"https://a.p4theater.top/research/hs-28dff2fe91f5ef61#p-e63caac15fc42f64-1","kind":"p","headingPath":["升降级判断"],"text":"它是卷六的现实锋利度来源，但不抢电影主干。","textSha256":"97ac897e12ad9f8a73b3329a4b737b08bebe164af6fcde5b40ca87712346be45","links":[],"images":[]}]}