{"id":"hs-55a9c2a8d562d8f6","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6","title":"AI复扫现场流：模型候选、人工纠偏与第二现场","kind":"research_article","reviewStatus":"selected_research_edition","language":"zh-CN","category":"现场流研究","series":"现场流研究","sourceVersionDate":"2026-05-17","publishedAt":"2026-09-07","modifiedAt":"2026-09-07T18:27:17+00:00","markdownUrl":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-55a9c2a8d562d8f6-b479b59bf11c6a12dbe3.md","markdownSha256":"b479b59bf11c6a12dbe3a712e02d3a829ef47fcf8926d7985c60aef277adc7f5","markdownBytes":6331,"characters":1853,"sourceEvidenceTier":"T3_APPLICATION_OVER_T0_T1_T2","sourceStatus":"active","evidenceBoundary":"本页讨论 AI/MiMo 复扫如何成为现场流的后续现场；坚持 T2 不能覆盖 T0/T1，不新增影片事实。","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：2026-09-07；不表示已完成同行评审。","imageUrls":[],"links":["https://a.p4theater.top/research/hs-0c8883d5b7376c53","https://a.p4theater.top/research/hs-3fd346e1e11b0fb8","https://a.p4theater.top/research/hs-87edf603a9bb3a2f","https://a.p4theater.top/research/hs-93c12034a70557ff","https://a.p4theater.top/research/hs-a661049cac0097a7","https://a.p4theater.top/research/hs-c4fc3806f0526349","https://a.p4theater.top/research/hs-c62d715b81f9af7f","https://a.p4theater.top/research/hs-f1753922fc3d5068","https://a.p4theater.top/research/hs-f63a4387c2e2fc48","https://a.p4theater.top/research/hs-ffd57ca6ae2f2293"],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":88,"markdown":"# AI复扫现场流：模型候选、人工纠偏与第二现场\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：2026-09-07；不表示已完成同行评审。\n\n来源版本日期：2026-05-17\n\n证据边界：本页讨论 AI/MiMo 复扫如何成为现场流的后续现场；坚持 T2 不能覆盖 T0/T1，不新增影片事实。\n\n# AI复扫现场流：模型候选、人工纠偏与第二现场\n\n## 一、AI 不是现场之外\n\n当一部影片被 MiMo、LLM、字幕工具、抽帧程序或人工审校反复扫描时，现场并没有结束。\n\n它换了一种方式继续。\n\n但这里有一个必须守住的界限：\n\n```text\nAI 可以成为第二现场。\nAI 不能成为最终事实。\n```\n\n[现场流](/research/hs-f1753922fc3d5068)研究中的 AI 复扫，不是把模型当裁判，而是把模型当一种新的观看条件。\n\n它会发现东西，也会制造幻觉。\n\n它会帮助回看，也会过度解释。\n\n它会让现场继续，也会让现场被错误地重新组织。\n\n## 二、证据层级是复扫的伦理底盘\n\n[现场流](/research/hs-f1753922fc3d5068)的[证据层级](/research/hs-ffd57ca6ae2f2293)必须反复写明：\n\n```text\nT0：人工确信、用户纠偏、Owner Review\nT1：本地可见可听事实、字幕骨架、抽帧/音频证据\nT2：MiMo 或模型候选\nT3：理论综合和写作判断\n```\n\nAI 复扫只在 T2 层工作。\n\n它可以说：\n\n```text\n这里可能有一个声音。\n这里可能有一个动作。\n这里可能是一处声画错位。\n这里值得人工复核。\n```\n\n它不能说：\n\n```text\n事实就是这样。\n这个人一定这样想。\n说话人一定是谁。\n这段意义已经确定。\n```\n\nAI 复扫的价值，不在于替代人眼，而在于制造复核入口。\n\n## 三、从档案到第二现场\n\n传统理解会说：\n\n```text\n档案保存过去。\n```\n\n[现场流](/research/hs-f1753922fc3d5068)理解会说：\n\n```text\n档案重新组织过去。\n```\n\n当一段影片进入 Wiki、字幕、MiMo 输出、人工纠偏和理论文章，它不只是被保存，而是进入第二现场。\n\n这个第二现场有自己的参与者：\n\n```text\n视频文件\n时间码\n字幕\n模型输出\n人工笔记\nWiki 双链\n概念页\n后续文章\n用户纠偏\n```\n\n它们共同决定：\n\n```text\n什么被重新看见。\n什么被怀疑。\n什么被升格为证据。\n什么被降级为候选。\n什么被保留为不确定。\n```\n\n## 四、AI 复扫中的组织权迁移\n\nAI 复扫最值得警惕的地方，是组织权悄悄迁移。\n\n原本的组织权链可能是：\n\n```text\n影片声画\n-> 人工观看\n-> 时间码记录\n-> 理论解释\n```\n\n加入 AI 后，链条变成：\n\n```text\n影片声画\n-> 模型候选\n-> 人工复核\n-> Wiki 写入\n-> 理论解释\n-> 再复扫\n```\n\n这条链更强，也更危险。\n\n更强，是因为它能让人看见以前漏掉的[低处材料](/research/hs-a661049cac0097a7)、噪声、声画分流和归档细节。\n\n更危险，是因为模型会把不确定变成看似确定的句子。\n\n因此 AI 复扫[现场流](/research/hs-f1753922fc3d5068)必须始终保留一句话：\n\n```text\nT2 只负责提出可能，不负责决定事实。\n```\n\n## 五、AI 的条件视觉\n\n对象视觉问：\n\n```text\n模型看见了什么？\n```\n\n关系视觉问：\n\n```text\n模型输出和人工判断哪里一致、哪里冲突？\n```\n\n[条件视觉](/research/hs-c62d715b81f9af7f)问：\n\n```text\n模型为什么会以这种方式看见？\n它的训练、压缩、抽帧、提示词、上下文窗口和输出格式遮蔽了什么？\n```\n\nAI 不是透明眼睛。\n\nAI 是一种观看装置。\n\n它会偏爱可描述的动作，忽略难以命名的质感；偏爱可转写的语言，弱化[低处材料](/research/hs-a661049cac0097a7)；偏爱完整解释，压低不确定。\n\n所以[现场流](/research/hs-f1753922fc3d5068)中的 AI 复扫必须反过来观看 AI 的观看条件。\n\n## 六、人工纠偏不是后勤，而是共同作者\n\n很多系统把人工纠偏理解为“修正错误”。\n\n[现场流](/research/hs-f1753922fc3d5068)会说：\n\n```text\n人工纠偏是第二现场的组织权节点。\n```\n\n因为人工纠偏决定：\n\n```text\n哪些模型候选被保留。\n哪些被删除。\n哪些被降级。\n哪些进入 Wiki。\n哪些成为论文证据。\n```\n\n人工不是模型之后的补丁。\n\n人工是让复扫不变成幻觉生产的伦理结构。\n\n## 七、复扫伦理\n\nAI 复扫必须避免三种暴力。\n\n### 1. 事实暴力\n\n把模型猜测写成事实。\n\n### 2. 感受暴力\n\n把一个人的沉默、痛苦、空白写成模型可以占有的心理内容。\n\n### 3. 理论暴力\n\n用模型输出支撑过度漂亮的理论，把现场本来的不确定抹平。\n\n[复扫伦理](/research/hs-93c12034a70557ff)的底线：\n\n```text\n可数据化，不等于可占有。\n可识别，不等于可解释完。\n可复扫，不等于可替代人工确信。\n```\n\n## 八、反读\n\nAI 复扫也可能只是技术辅助，不必每次都升格为[现场流](/research/hs-f1753922fc3d5068)。\n\n只有当复扫改变了事件的后续组织权，它才真正进入[现场流](/research/hs-f1753922fc3d5068)。\n\n例如：\n\n```text\n模型候选触发人工复核。\n人工纠偏改变 Wiki 记录。\nWiki 记录改变概念判断。\n概念判断改变下一篇文章。\n```\n\n这时，复扫不只是工具，而是事件继续发生的条件。\n\n## 九、结论\n\nAI 复扫让[现场流](/research/hs-f1753922fc3d5068)进入一个更复杂的阶段。\n\n现场不只发生在拍摄时，也发生在之后的观看、切分、抽帧、标注、候选、纠偏、归档和重写中。\n\n但[现场流](/research/hs-f1753922fc3d5068)研究越依赖 AI，越要坚持：\n\n```text\n模型可以打开现场。\n不能替现场作证。\n```\n\n\n## 相关\n\n- - [复扫伦理](/research/hs-93c12034a70557ff)\n- - [现场流](/research/hs-f1753922fc3d5068)\n- - [装置绵延](/research/hs-c4fc3806f0526349)\n- - [06-递归现场流-保存后怎样再返回现场](/research/hs-87edf603a9bb3a2f)\n- - [46-装置绵延-现场怎样在字幕复扫和人工纠偏中继续](/research/hs-3fd346e1e11b0fb8)\n- - [53-复扫伦理-可数据化不等于可占有](/research/hs-0c8883d5b7376c53)\n- - [67-现场流写作生产流水线-从素材进入到发布归档复扫](/research/hs-f63a4387c2e2fc48)","paragraphs":[{"id":"hs-55a9c2a8d562d8f6#p-ed7534ed02ca99f5-1","anchor":"p-ed7534ed02ca99f5-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ed7534ed02ca99f5-1","kind":"h2","headingPath":["AI复扫现场流：模型候选、人工纠偏与第二现场"],"text":"AI复扫现场流：模型候选、人工纠偏与第二现场","textSha256":"5273000fd752cb357244baec42447d01f4e46abcf8d1b803305b42ae8398150a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-7b387b5442b82067-1","anchor":"p-7b387b5442b82067-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-7b387b5442b82067-1","kind":"h2","headingPath":["一、AI 不是现场之外"],"text":"一、AI 不是现场之外","textSha256":"a18329de76f75cac972f55341c8be7329b2519a87d5e240fb99e71cf18952ca7","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-020ce6b7348ad972-1","anchor":"p-020ce6b7348ad972-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-020ce6b7348ad972-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"当一部影片被 MiMo、LLM、字幕工具、抽帧程序或人工审校反复扫描时，现场并没有结束。","textSha256":"71e36b5682d524188fd262d3393d8b5bec3bda14c29333450bc94715aee5e4cf","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-774bd40c0c3e8b0c-1","anchor":"p-774bd40c0c3e8b0c-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-774bd40c0c3e8b0c-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"它换了一种方式继续。","textSha256":"1dd72481d3d663289944d91b0372651c12c079428a52492229ec8e34a823d259","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-6112cd6932793efb-1","anchor":"p-6112cd6932793efb-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-6112cd6932793efb-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"但这里有一个必须守住的界限：","textSha256":"cdcb84fca12a84515f03087e78a9ea2987161cc9f1b3012b09eb2cd17c93829b","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-ff0a2aa7b54b76fe-1","anchor":"p-ff0a2aa7b54b76fe-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ff0a2aa7b54b76fe-1","kind":"pre","headingPath":["一、AI 不是现场之外"],"text":"AI 可以成为第二现场。\nAI 不能成为最终事实。","textSha256":"7dcd2a25898197f094a593ed4064cf75768836efbf374bc016cb31fb7b99507b","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-dd2c2c439593dfcf-1","anchor":"p-dd2c2c439593dfcf-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-dd2c2c439593dfcf-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"现场流 研究中的 AI 复扫，不是把模型当裁判，而是把模型当一种新的观看条件。","textSha256":"ad087594dfa3aec0967b3f15a96a5218db7fef36d3f25272ee965a971d796f72","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-2ecb64b738efa0cc-1","anchor":"p-2ecb64b738efa0cc-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-2ecb64b738efa0cc-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"它会发现东西，也会制造幻觉。","textSha256":"1869417fbca74df77836c722cf487838f43f96ce7db43a4e919ab2197909c0c4","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-38ff74bad0767960-1","anchor":"p-38ff74bad0767960-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-38ff74bad0767960-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"它会帮助回看，也会过度解释。","textSha256":"cec270d33f1eaf1c3ef9c38e8623e62aec9e98f799ea8efe2cb7ccf1f552529c","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-1a7ca2e4b360ddd0-1","anchor":"p-1a7ca2e4b360ddd0-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-1a7ca2e4b360ddd0-1","kind":"p","headingPath":["一、AI 不是现场之外"],"text":"它会让现场继续，也会让现场被错误地重新组织。","textSha256":"1e6bbd64128da666eb550de0020ede30959634ad47ffe44336c02b200d867f20","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-18026b71589c11a7-1","anchor":"p-18026b71589c11a7-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-18026b71589c11a7-1","kind":"h2","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"二、证据层级是复扫的伦理底盘","textSha256":"1b52a7b2ee14dcda46d7fc23a81a770f4a14faf6dc952215936c145be757977e","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-d9fdad2ef45db1b0-1","anchor":"p-d9fdad2ef45db1b0-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-d9fdad2ef45db1b0-1","kind":"p","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"现场流 的 证据层级 必须反复写明：","textSha256":"42cb1d3b37656e3ba37b53d269bdd0de9b907729fd0e0bc40fe65ca459c07a4d","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068","https://a.p4theater.top/research/hs-ffd57ca6ae2f2293"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-c9631b5cbe441dac-1","anchor":"p-c9631b5cbe441dac-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-c9631b5cbe441dac-1","kind":"pre","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"T0：人工确信、用户纠偏、Owner Review\nT1：本地可见可听事实、字幕骨架、抽帧/音频证据\nT2：MiMo 或模型候选\nT3：理论综合和写作判断","textSha256":"f65bf955a1e90b70bab64afc6ad4c442e948dd1521533b36fbf944965297fc89","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-ddd62e0fa6d73215-1","anchor":"p-ddd62e0fa6d73215-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ddd62e0fa6d73215-1","kind":"p","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"AI 复扫只在 T2 层工作。","textSha256":"dc33f9bd46dbc89a8a06a67fbc4d4c922cd9f9dd74405164a90dd1f3c8eccaf0","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-2819cb90165f5211-1","anchor":"p-2819cb90165f5211-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-2819cb90165f5211-1","kind":"p","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"它可以说：","textSha256":"16ef363fc5314b8297720670855d834604434b313317bb0f47cc05e89494d1ee","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-622d215c41e3a79f-1","anchor":"p-622d215c41e3a79f-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-622d215c41e3a79f-1","kind":"pre","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"这里可能有一个声音。\n这里可能有一个动作。\n这里可能是一处声画错位。\n这里值得人工复核。","textSha256":"e0674e966109c103543adf5ae499869ea6eaa51fe21b5a778e272ad430201653","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-1c67a8bfb205965a-1","anchor":"p-1c67a8bfb205965a-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-1c67a8bfb205965a-1","kind":"p","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"它不能说：","textSha256":"642e1761f19d9326723ac145aa839d78be24d9c910b957fe59725b4cfab1bac9","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-0fd5f7ee2ca80d91-1","anchor":"p-0fd5f7ee2ca80d91-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-0fd5f7ee2ca80d91-1","kind":"pre","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"事实就是这样。\n这个人一定这样想。\n说话人一定是谁。\n这段意义已经确定。","textSha256":"91fe03dd35ac597d839db16a43343ec36357f2ede774060ab61097665b7878c9","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-cd697a47b98804f3-1","anchor":"p-cd697a47b98804f3-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-cd697a47b98804f3-1","kind":"p","headingPath":["二、证据层级是复扫的伦理底盘"],"text":"AI 复扫的价值，不在于替代人眼，而在于制造复核入口。","textSha256":"689f657f03fd47fe84d4ac2b303d5fb10f5b28f3582a4aa1891efafbe9ba4798","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-187d908f8d519af0-1","anchor":"p-187d908f8d519af0-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-187d908f8d519af0-1","kind":"h2","headingPath":["三、从档案到第二现场"],"text":"三、从档案到第二现场","textSha256":"48e88fbdd9bbca6e1d9eab3cbe936c57fb5e72c7ac01f9c1802faec10170148a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-eacf88f57050a8d6-1","anchor":"p-eacf88f57050a8d6-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-eacf88f57050a8d6-1","kind":"p","headingPath":["三、从档案到第二现场"],"text":"传统理解会说：","textSha256":"c68066eced72cdc885b956d1dfb85ce23f8825d8f17e73147067c3c0ecd45583","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-fac5d154d5c5dcc9-1","anchor":"p-fac5d154d5c5dcc9-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-fac5d154d5c5dcc9-1","kind":"pre","headingPath":["三、从档案到第二现场"],"text":"档案保存过去。","textSha256":"ba0d655329759a05e7a0c5d6cddc7573c10d30d1e6dd0587abbd05248f68c427","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-ad556bee47c81e32-1","anchor":"p-ad556bee47c81e32-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ad556bee47c81e32-1","kind":"p","headingPath":["三、从档案到第二现场"],"text":"现场流 理解会说：","textSha256":"7dd1ccf010aebc4123b50a135e8631aad85bece8bd28a3a3b0cf7e99b35777f1","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-d8886a24818b098d-1","anchor":"p-d8886a24818b098d-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-d8886a24818b098d-1","kind":"pre","headingPath":["三、从档案到第二现场"],"text":"档案重新组织过去。","textSha256":"52f5cb1980f9ccd83e032236f929f571a9a3ab007dbcf5bcfa396e5a2fb20ee5","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-abbb60d6e8c00bb5-1","anchor":"p-abbb60d6e8c00bb5-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-abbb60d6e8c00bb5-1","kind":"p","headingPath":["三、从档案到第二现场"],"text":"当一段影片进入 Wiki、字幕、MiMo 输出、人工纠偏和理论文章，它不只是被保存，而是进入第二现场。","textSha256":"9493bd66671ae550fc36bf7f591fecc5321a194a48a07768ec995ff26347cc5b","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-b059753597d8d4d0-1","anchor":"p-b059753597d8d4d0-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-b059753597d8d4d0-1","kind":"p","headingPath":["三、从档案到第二现场"],"text":"这个第二现场有自己的参与者：","textSha256":"4021d8719d732cb42ad8667872662b221c4921f5224f487a99086afa652f4e7a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f9b60e89ba2b2f79-1","anchor":"p-f9b60e89ba2b2f79-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f9b60e89ba2b2f79-1","kind":"pre","headingPath":["三、从档案到第二现场"],"text":"视频文件\n时间码\n字幕\n模型输出\n人工笔记\nWiki 双链\n概念页\n后续文章\n用户纠偏","textSha256":"e555a6e3d9f54c67756a1f0b10ae6cab65487397a0cfaf79caea27d4fa69508d","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-d0c1b3162271a57e-1","anchor":"p-d0c1b3162271a57e-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-d0c1b3162271a57e-1","kind":"p","headingPath":["三、从档案到第二现场"],"text":"它们共同决定：","textSha256":"795dfaf5a191eb084a2674e87c32f87f4ee55a008912e264f8697e955dfea873","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-9399fae03a8b5412-1","anchor":"p-9399fae03a8b5412-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-9399fae03a8b5412-1","kind":"pre","headingPath":["三、从档案到第二现场"],"text":"什么被重新看见。\n什么被怀疑。\n什么被升格为证据。\n什么被降级为候选。\n什么被保留为不确定。","textSha256":"be402ee2e011e17e452a7ec19b2bcc08f3e33d72eea5abf8e5a43b038acd0ab5","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-3e42149c6d9d0a0d-1","anchor":"p-3e42149c6d9d0a0d-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-3e42149c6d9d0a0d-1","kind":"h2","headingPath":["四、AI 复扫中的组织权迁移"],"text":"四、AI 复扫中的组织权迁移","textSha256":"70514c691ce82d650218dc3e4b71b7ed9611f4e2f31ef861b7bcde8af6ff8b15","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-2698fb77a39ffb83-1","anchor":"p-2698fb77a39ffb83-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-2698fb77a39ffb83-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"AI 复扫最值得警惕的地方，是组织权悄悄迁移。","textSha256":"55e678bd7169fba2e074580ad4ff8e65bb533eb2dbab59ed13c1201de4c2a6b7","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-48bfed89538504fe-1","anchor":"p-48bfed89538504fe-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-48bfed89538504fe-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"原本的组织权链可能是：","textSha256":"b8667e692210b5d324390e54c40306ea732d398f303a93b8475ef8c022f04c05","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-615e358d4fcf5cd9-1","anchor":"p-615e358d4fcf5cd9-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-615e358d4fcf5cd9-1","kind":"pre","headingPath":["四、AI 复扫中的组织权迁移"],"text":"影片声画\n-> 人工观看\n-> 时间码记录\n-> 理论解释","textSha256":"0e5d6646d6b3c78b137da91c021335f0f5aedd069862e68fa8360dbf9a866d0a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-d4c9babd32323247-1","anchor":"p-d4c9babd32323247-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-d4c9babd32323247-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"加入 AI 后，链条变成：","textSha256":"d00f78e40a912c9f46752fc3bb52de549b10d596afbca9111a8ce80ef1b03c7c","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-069e5d62d9415d30-1","anchor":"p-069e5d62d9415d30-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-069e5d62d9415d30-1","kind":"pre","headingPath":["四、AI 复扫中的组织权迁移"],"text":"影片声画\n-> 模型候选\n-> 人工复核\n-> Wiki 写入\n-> 理论解释\n-> 再复扫","textSha256":"ae5b3b897a6c3e98f5ae3444f4caabd3b03dea68163a35f248956efb86ec97e8","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-683f47ed7305da44-1","anchor":"p-683f47ed7305da44-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-683f47ed7305da44-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"这条链更强，也更危险。","textSha256":"dfa1d76e0e23a6b8198349152ba5306e5e14ab5dc04d15f9797fa2ee36890222","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-db6f50a2dda46cf6-1","anchor":"p-db6f50a2dda46cf6-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-db6f50a2dda46cf6-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"更强，是因为它能让人看见以前漏掉的 低处材料 、噪声、声画分流和归档细节。","textSha256":"040ec4786b5edb5be196b353164fb18e030f1abac2a02343ba6d8f8ff6958e09","links":["https://a.p4theater.top/research/hs-a661049cac0097a7"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-e39205b3b3c15758-1","anchor":"p-e39205b3b3c15758-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-e39205b3b3c15758-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"更危险，是因为模型会把不确定变成看似确定的句子。","textSha256":"a01195d17f6eaef230adbfbc1316807c2e22b3f6f86761652e45767829bc9522","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-73cc9861f3994aa5-1","anchor":"p-73cc9861f3994aa5-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-73cc9861f3994aa5-1","kind":"p","headingPath":["四、AI 复扫中的组织权迁移"],"text":"因此 AI 复扫 现场流 必须始终保留一句话：","textSha256":"f61d72b9993511297d5bf2fb547f51f341559b5191d7cbee843ad1afde7fb5bd","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-1522186a934f621a-1","anchor":"p-1522186a934f621a-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-1522186a934f621a-1","kind":"pre","headingPath":["四、AI 复扫中的组织权迁移"],"text":"T2 只负责提出可能，不负责决定事实。","textSha256":"88e31c40e8d598b561e5db94e6214c6e2de9f34c49ef1f60cd49d7c7afcfeddd","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-c97644b1750e0c70-1","anchor":"p-c97644b1750e0c70-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-c97644b1750e0c70-1","kind":"h2","headingPath":["五、AI 的条件视觉"],"text":"五、AI 的条件视觉","textSha256":"014aa8786344d0f580b83e799aaed4cb6dae486dd0e1d70243ec7ed57b52a380","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-43536a6391c51dec-1","anchor":"p-43536a6391c51dec-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-43536a6391c51dec-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"对象视觉问：","textSha256":"ef69ea92dd217986bdee7f45935862dc13b377bcb8ad20a2efb0989fac1c177e","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5b79841453a9113f-1","anchor":"p-5b79841453a9113f-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5b79841453a9113f-1","kind":"pre","headingPath":["五、AI 的条件视觉"],"text":"模型看见了什么？","textSha256":"5f39e8f0add5523eade63cf557d9621c64da3b7c5cc5bfb049d4a00beb0f4beb","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-cc5a3fec5b060836-1","anchor":"p-cc5a3fec5b060836-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-cc5a3fec5b060836-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"关系视觉问：","textSha256":"a964aa55ccef8b4280095e475fa0f80fc97da71230cc9ca31b72883fa1342aee","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-3cf62edfa3385954-1","anchor":"p-3cf62edfa3385954-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-3cf62edfa3385954-1","kind":"pre","headingPath":["五、AI 的条件视觉"],"text":"模型输出和人工判断哪里一致、哪里冲突？","textSha256":"941cc518047e37e7bfbaf94d8a4bd86e79e8ceb305c27a79649585bafd67cec0","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f6577efcf56d027b-1","anchor":"p-f6577efcf56d027b-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f6577efcf56d027b-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"条件视觉 问：","textSha256":"949d51540b5d48e945d103ffb90416b163d8d5210da5829e8859e73045a307a9","links":["https://a.p4theater.top/research/hs-c62d715b81f9af7f"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-98db936b265a0d32-1","anchor":"p-98db936b265a0d32-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-98db936b265a0d32-1","kind":"pre","headingPath":["五、AI 的条件视觉"],"text":"模型为什么会以这种方式看见？\n它的训练、压缩、抽帧、提示词、上下文窗口和输出格式遮蔽了什么？","textSha256":"9e7760e1d28e7eea5d9d870255059f9fd99f9d403e7b1b403bed6acdacd65c3a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-64901ef6028b3f01-1","anchor":"p-64901ef6028b3f01-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-64901ef6028b3f01-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"AI 不是透明眼睛。","textSha256":"0abf59dbdf324cac64bf3072f41b291f35f8580126fc4aea6db8f141069c2a07","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-4a60139a361a339c-1","anchor":"p-4a60139a361a339c-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-4a60139a361a339c-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"AI 是一种观看装置。","textSha256":"1e8d923856d2310a540c56e45ac784a687889f51f7790d0083d31bc8cabbef92","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5071bdcc134cf8eb-1","anchor":"p-5071bdcc134cf8eb-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5071bdcc134cf8eb-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"它会偏爱可描述的动作，忽略难以命名的质感；偏爱可转写的语言，弱化 低处材料 ；偏爱完整解释，压低不确定。","textSha256":"f2c6c0c6b95d5d5b067a42c6f32c7ee1a3cd3723e1ac8d137df159166325c459","links":["https://a.p4theater.top/research/hs-a661049cac0097a7"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-3169cb81a53e6214-1","anchor":"p-3169cb81a53e6214-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-3169cb81a53e6214-1","kind":"p","headingPath":["五、AI 的条件视觉"],"text":"所以 现场流 中的 AI 复扫必须反过来观看 AI 的观看条件。","textSha256":"4ff3c41da94e0d8ca0a4ad9c20daa26f4bc4ff652add17314c6062eca55c58f6","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5ec01a8ebe2949dd-1","anchor":"p-5ec01a8ebe2949dd-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5ec01a8ebe2949dd-1","kind":"h2","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"六、人工纠偏不是后勤，而是共同作者","textSha256":"d2048c92ddd5992e9824b9a07d91a6bb46142476aa91bf328c5c49bacd3252d8","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5590bd66872eee47-1","anchor":"p-5590bd66872eee47-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5590bd66872eee47-1","kind":"p","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"很多系统把人工纠偏理解为“修正错误”。","textSha256":"0ab63b57c54337f54e899639833e4ded8fbe9efe6a85b6ad3b818482d809ed03","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-0dd7321fe6b24812-1","anchor":"p-0dd7321fe6b24812-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-0dd7321fe6b24812-1","kind":"p","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"现场流 会说：","textSha256":"dff5cc67b232f7f91cbfe1279135a8a2d89b6ad8e0381dbba4dde7aae1f43300","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-c1797ab92f3f81f9-1","anchor":"p-c1797ab92f3f81f9-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-c1797ab92f3f81f9-1","kind":"pre","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"人工纠偏是第二现场的组织权节点。","textSha256":"d549b987b8b99c1173c1ca61aad37dfefe86b50302c67652ed09325b3a1d9aca","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-7f7dac1bb24e190a-1","anchor":"p-7f7dac1bb24e190a-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-7f7dac1bb24e190a-1","kind":"p","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"因为人工纠偏决定：","textSha256":"3e4d66039cb6209a2e22c85049790edfa639067d959cd06c45b5dd0d4432b628","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-40f4002fb668a519-1","anchor":"p-40f4002fb668a519-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-40f4002fb668a519-1","kind":"pre","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"哪些模型候选被保留。\n哪些被删除。\n哪些被降级。\n哪些进入 Wiki。\n哪些成为论文证据。","textSha256":"a76a536c7c445a3608d1f2a01ec35ca2745b380d2a1ae0f6b32793038682d10f","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-eeda361ee5ad8a25-1","anchor":"p-eeda361ee5ad8a25-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-eeda361ee5ad8a25-1","kind":"p","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"人工不是模型之后的补丁。","textSha256":"3886f77e33ff9d25b88f65b3d6278a6d9a55aebf1622fafc3425d6d2e55987ab","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-8b792b43fe7472eb-1","anchor":"p-8b792b43fe7472eb-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-8b792b43fe7472eb-1","kind":"p","headingPath":["六、人工纠偏不是后勤，而是共同作者"],"text":"人工是让复扫不变成幻觉生产的伦理结构。","textSha256":"4c8e833a5158b7cea439553ae648eb8b02c78532bb539e048eb84ef819832562","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-4bac3d5eb2ee3c7d-1","anchor":"p-4bac3d5eb2ee3c7d-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-4bac3d5eb2ee3c7d-1","kind":"h2","headingPath":["七、复扫伦理"],"text":"七、复扫伦理","textSha256":"5b15a44d4ffbf52b8e22992c5ad4a3d6f9ed1d3a9ac2f8730fca66d9bf137012","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-93b76bf7c1e1be47-1","anchor":"p-93b76bf7c1e1be47-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-93b76bf7c1e1be47-1","kind":"p","headingPath":["七、复扫伦理"],"text":"AI 复扫必须避免三种暴力。","textSha256":"3a866d2507ccce65e9bdec7264be760203b3a0a879482e1e63f35c45d1f5806d","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-95b88fc5b452ab52-1","anchor":"p-95b88fc5b452ab52-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-95b88fc5b452ab52-1","kind":"h3","headingPath":["七、复扫伦理","1. 事实暴力"],"text":"1. 事实暴力","textSha256":"f5e7a915dd2d6da355dfab5ef1182e14c49cb807a64e63d6c45fe4b70ca25d0b","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-6490a0513a2918a3-1","anchor":"p-6490a0513a2918a3-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-6490a0513a2918a3-1","kind":"p","headingPath":["七、复扫伦理","1. 事实暴力"],"text":"把模型猜测写成事实。","textSha256":"315385815d74d4d9563db942391d9ff0cea9359948012c20c64526aedb9c6c0f","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5a6e72484f7e3fcb-1","anchor":"p-5a6e72484f7e3fcb-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5a6e72484f7e3fcb-1","kind":"h3","headingPath":["七、复扫伦理","2. 感受暴力"],"text":"2. 感受暴力","textSha256":"c8c8f1c078f9e73b5f7aa6782e6a04d9b21ab6658e0560ca26789933f5073f56","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-4688a0a661f0a745-1","anchor":"p-4688a0a661f0a745-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-4688a0a661f0a745-1","kind":"p","headingPath":["七、复扫伦理","2. 感受暴力"],"text":"把一个人的沉默、痛苦、空白写成模型可以占有的心理内容。","textSha256":"6bbc755bb2ff51267caafdaed09a70dd1c22210993a58ae33063cb78ee89a369","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f09a6a5a6b6bcf86-1","anchor":"p-f09a6a5a6b6bcf86-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f09a6a5a6b6bcf86-1","kind":"h3","headingPath":["七、复扫伦理","3. 理论暴力"],"text":"3. 理论暴力","textSha256":"6ff3e1b74488ac9fd3818bf371da6604b563d743ce148089783f5bd182bbe8a4","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-ce8be78cb3419dfb-1","anchor":"p-ce8be78cb3419dfb-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ce8be78cb3419dfb-1","kind":"p","headingPath":["七、复扫伦理","3. 理论暴力"],"text":"用模型输出支撑过度漂亮的理论，把现场本来的不确定抹平。","textSha256":"529263cdf7bd967ff9674e49d71a1554ab8b6f29f6efe79bd0ada434811bc897","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-d4af0b32c85f9c81-1","anchor":"p-d4af0b32c85f9c81-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-d4af0b32c85f9c81-1","kind":"p","headingPath":["七、复扫伦理","3. 理论暴力"],"text":"复扫伦理 的底线：","textSha256":"ee23b37b356f35763bd1b229ada7f763077599ba25d270ceb7a12347c6b4837d","links":["https://a.p4theater.top/research/hs-93c12034a70557ff"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f6894623d12342b3-1","anchor":"p-f6894623d12342b3-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f6894623d12342b3-1","kind":"pre","headingPath":["七、复扫伦理","3. 理论暴力"],"text":"可数据化，不等于可占有。\n可识别，不等于可解释完。\n可复扫，不等于可替代人工确信。","textSha256":"19eb99dbaf5ba3ca6945efe5569da4ed93412ef47718925bd4749b3833b3fdaf","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-be4e5f9841ad2229-1","anchor":"p-be4e5f9841ad2229-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-be4e5f9841ad2229-1","kind":"h2","headingPath":["八、反读"],"text":"八、反读","textSha256":"49070bf12d316878712025031cecda901eefb83c24762eb6b9fe46e6c5d5a017","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f33043850d937056-1","anchor":"p-f33043850d937056-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f33043850d937056-1","kind":"p","headingPath":["八、反读"],"text":"AI 复扫也可能只是技术辅助，不必每次都升格为 现场流 。","textSha256":"61245927a412439c0775c8186d5dd2ea1b10031cacf19a98eba3714448f89008","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-144e159b68ce155d-1","anchor":"p-144e159b68ce155d-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-144e159b68ce155d-1","kind":"p","headingPath":["八、反读"],"text":"只有当复扫改变了事件的后续组织权，它才真正进入 现场流 。","textSha256":"70411d6f5c86ac59ec657094d0d68ab6f87f9bf1b788b6916c8967f981b25f28","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-4016a0066f7f54f1-1","anchor":"p-4016a0066f7f54f1-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-4016a0066f7f54f1-1","kind":"p","headingPath":["八、反读"],"text":"例如：","textSha256":"2eeeceff78bfedebe3eab620973524782c809387e7cba8b1760cee33ec874481","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-c5faf6cab5a25e43-1","anchor":"p-c5faf6cab5a25e43-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-c5faf6cab5a25e43-1","kind":"pre","headingPath":["八、反读"],"text":"模型候选触发人工复核。\n人工纠偏改变 Wiki 记录。\nWiki 记录改变概念判断。\n概念判断改变下一篇文章。","textSha256":"c32773dde9d96513027b520e9eca9725a573b497d5dda7570f433706c16b38f3","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-ef6e337a8d40e3a3-1","anchor":"p-ef6e337a8d40e3a3-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-ef6e337a8d40e3a3-1","kind":"p","headingPath":["八、反读"],"text":"这时，复扫不只是工具，而是事件继续发生的条件。","textSha256":"1b5c96ebfd81ace3490c20c28d554f49b65343800c0356017b9d17c7f72fc95a","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-4e208cbc479cf4dd-1","anchor":"p-4e208cbc479cf4dd-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-4e208cbc479cf4dd-1","kind":"h2","headingPath":["九、结论"],"text":"九、结论","textSha256":"f894a77a7c8ec2c8517912c73902d1949f247c54a6189630c67a32227e148fc0","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-bd5273ceba9634f9-1","anchor":"p-bd5273ceba9634f9-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-bd5273ceba9634f9-1","kind":"p","headingPath":["九、结论"],"text":"AI 复扫让 现场流 进入一个更复杂的阶段。","textSha256":"b1314cd038a897d4c6f64e542d023316fc8aedbaf4f78e8238d5a1d2f466a5fb","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-e49f2c0fbff95ae2-1","anchor":"p-e49f2c0fbff95ae2-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-e49f2c0fbff95ae2-1","kind":"p","headingPath":["九、结论"],"text":"现场不只发生在拍摄时，也发生在之后的观看、切分、抽帧、标注、候选、纠偏、归档和重写中。","textSha256":"1da495a6e50bbc127ee36c0af192cb982ef5f2112205973e094b3e9af55bda33","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-8e33c26b9a8dbeaf-1","anchor":"p-8e33c26b9a8dbeaf-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-8e33c26b9a8dbeaf-1","kind":"p","headingPath":["九、结论"],"text":"但 现场流 研究越依赖 AI，越要坚持：","textSha256":"223addfbe06736da896b59f3228ddcdd57716c3c6f4565292fb6bb20ee8ecb17","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-bd3329d978f41e39-1","anchor":"p-bd3329d978f41e39-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-bd3329d978f41e39-1","kind":"pre","headingPath":["九、结论"],"text":"模型可以打开现场。\n不能替现场作证。","textSha256":"36701fc05e88b55217ac4af275a2f0aaf83650f8fb2076e02822ff684b5c988d","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-5652116cc8203236-1","anchor":"p-5652116cc8203236-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-5652116cc8203236-1","kind":"h2","headingPath":["相关"],"text":"相关","textSha256":"7dfa43a32757b9c5007ad75470455a0c6c100a1ad366f2ba604724b6a4bad75e","links":[],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-695d353d7266a292-1","anchor":"p-695d353d7266a292-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-695d353d7266a292-1","kind":"li","headingPath":["相关"],"text":"复扫伦理","textSha256":"8de3493aa209c7ed256efb131117f8d96f3dbecfa0788fa9340a0e491d7e1cd7","links":["https://a.p4theater.top/research/hs-93c12034a70557ff"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-953631e5e7e1cbaa-1","anchor":"p-953631e5e7e1cbaa-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-953631e5e7e1cbaa-1","kind":"li","headingPath":["相关"],"text":"现场流","textSha256":"bbbcf12f21f2d098d81dc557427403b4c69b5d7a684b8752d8044f45081f4f56","links":["https://a.p4theater.top/research/hs-f1753922fc3d5068"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-f5f4576ab47109f4-1","anchor":"p-f5f4576ab47109f4-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-f5f4576ab47109f4-1","kind":"li","headingPath":["相关"],"text":"装置绵延","textSha256":"52a2403e5065fc75c979608a67272ce520a779270753592ff092760a717c85a7","links":["https://a.p4theater.top/research/hs-c4fc3806f0526349"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-7693e02495d488ff-1","anchor":"p-7693e02495d488ff-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-7693e02495d488ff-1","kind":"li","headingPath":["相关"],"text":"06-递归现场流-保存后怎样再返回现场","textSha256":"42e73220725e8004d0866eb6349da1e8ed9c2a06200108dedba2ee4cba980a32","links":["https://a.p4theater.top/research/hs-87edf603a9bb3a2f"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-9b3901f7c99f5fce-1","anchor":"p-9b3901f7c99f5fce-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-9b3901f7c99f5fce-1","kind":"li","headingPath":["相关"],"text":"46-装置绵延-现场怎样在字幕复扫和人工纠偏中继续","textSha256":"581d59cc01e9ab5d97ba4a9d7fbf56168b1831622f223e003d371e65edb8e426","links":["https://a.p4theater.top/research/hs-3fd346e1e11b0fb8"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-55ac4e64268bc57b-1","anchor":"p-55ac4e64268bc57b-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-55ac4e64268bc57b-1","kind":"li","headingPath":["相关"],"text":"53-复扫伦理-可数据化不等于可占有","textSha256":"7778530313d3f3223da4cfad88898738c8866452c9aeaf68358b11f5b5760532","links":["https://a.p4theater.top/research/hs-0c8883d5b7376c53"],"images":[]},{"id":"hs-55a9c2a8d562d8f6#p-3515680543a7ca53-1","anchor":"p-3515680543a7ca53-1","url":"https://a.p4theater.top/research/hs-55a9c2a8d562d8f6#p-3515680543a7ca53-1","kind":"li","headingPath":["相关"],"text":"67-现场流写作生产流水线-从素材进入到发布归档复扫","textSha256":"785a1c8938d335c46d0318ef63c5cdf1418043cc0b8198111a4d0a843e30c3a1","links":["https://a.p4theater.top/research/hs-f63a4387c2e2fc48"],"images":[]}]}