{"id":"hs-7d301d9639e0b542","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542","title":"演员矛盾微表情扫描方法论：从 T0 锚定到当前窗口限定","kind":"research_note","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"声画与理论笔记","series":"声画与理论笔记","sourceVersionDate":"2026-06-04","publishedAt":"2026-09-08","modifiedAt":"2026-09-07T18:27:17+00:00","markdownUrl":"https://a.p4theater.top/research/hs-7d301d9639e0b542.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-7d301d9639e0b542-c8a677ae3cab697258a0.md","markdownSha256":"c8a677ae3cab697258a0bff853bb521226728a4bed5b5e455607703e1e354b83","markdownBytes":8507,"characters":2953,"sourceEvidenceTier":"T3_METHOD_OVER_T0_OWNER_AND_T2_MIMO","sourceStatus":"active","evidenceBoundary":"本页是 2026-06-04 Phase12-13 后形成的 MiMo 电影微感知扫描方法论。它规定如何在 T0 锚定、当前窗口限定、visual-only 防污染、audiovisual 补强和 Owner 人工确认之间循环；不新增片内事实裁决。","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":[],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":105,"markdown":"# 演员矛盾微表情扫描方法论：从 T0 锚定到当前窗口限定\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：2026-06-04\n\n证据边界：本页是 2026-06-04 Phase12-13 后形成的 MiMo 电影微感知扫描方法论。它规定如何在 T0 锚定、当前窗口限定、visual-only 防污染、audiovisual 补强和 Owner 人工确认之间循环；不新增片内事实裁决。\n\n# 演员矛盾微表情扫描方法论：从 T0 锚定到当前窗口限定\n\n## 一句话\n\n演员矛盾和幽灵技术不能靠 MiMo 一次性“看懂”。它必须被拆成一个证据循环：\n\n```text\nT0 锁大事实\n-> MiMo 追微颗粒\n-> visual-only 排污染\n-> audiovisual 补声音\n-> Owner 确认/纠偏\n-> 新 T0 再进入下一轮 prompt\n```\n\n这个循环的目标不是让模型变成裁判，而是让模型变成微感知雷达。\n\n## 为什么要先 T0 锚定\n\nPhase7 到 Phase13 证明：如果不把人物、说话人、指代、服装、动作大事实写清楚，MiMo 会不断停留在“一个男的/一个女的”“可能看镜头”“可能说话”的粗层。\n\n对 `00:13:40-00:16:12` 房间段，下一轮提示词必须硬锚：\n\n- 阿蒙/黄蒙是短发女性，房间段粉红/红色衣服。\n- 甲瑞/孙甲瑞是男性，房间段竖纹衬衫。\n- 阿蒙说 `摄影机开着呢` 时用手指摄影机，观众也被指到。\n- 画面拍到另一台摄影机。\n- `我不想管他了` 是甲瑞说，`他` 指子丑。\n- `他看素材会崩溃 / 他会发火` 的 `他` 是子丑。\n- `还让我演爱情` 重音在 `爱情`，甲瑞手撑地并苦笑。\n- `没事没事` 是阿蒙轻声安慰，安慰未触碰成功。\n- 甲瑞掀黑帘、推门、门嘎吱响、轻声说 `我去上个厕所` 后离开房间。\n- 阿蒙留守后叹气、捂脸、再叹气，眼神游走，问 `你有烟吗`。\n\n这些不是让 MiMo 复述剧情，而是防止它重猜大事实。\n\n## 为什么又要当前窗口限定\n\nPhase12 clean rerun 证明：强 T0 提示词会产生副作用。模型有时会把 `00:14-00:16` 房间段的台词、门帘、问烟搬进 `73:50`、`80:30`、`117:13` 等后段窗口。\n\n所以 prompt 必须分两类：\n\n```text\nT0 锁定 prompt：用于已确认段落的极窄微细节复榨。\n当前窗口限定 prompt：用于全片滚雪球和后段复扫，严格清账本窗出现/未出现什么。\n```\n\n判断规则：\n\n- 如果窗口在 T0 段内部：继承 T0 硬锚，追更细的手、眼、嘴、气息、声响。\n- 如果窗口不在 T0 段内部：只保留人物身份方法，不把房间段剧情搬入窗口事实。\n- 如果模型写出本窗未见内容：不删报告，但标为提示词污染，降权。\n\n## 为什么要 visual-only\n\nvisual-only 的价值不是“看得更准”，而是“把台词污染拿掉”。它能回答一个关键问题：\n\n```text\n如果没有声音，这个概念还站得住吗？\n```\n\nPhase13 的答案是：很多核心判断仍然站得住。\n\n- `13:20-14:05` 没有台词，仍看到背景摄影机和三脚架。\n- `14:44-15:10` 没有台词，仍看到甲瑞撑地、侧身、头转镜头、苦笑、再看镜头。\n- `15:30-16:08` 没有问烟声，仍看到阿蒙捂脸后多点眼神路线。\n- `105:45-106:25` 没有台词，仍看到笑脸贴纸、非笑、白色管状物、手腕黑线和直视镜头。\n\n因此 visual-only 是防污染滤网。它不能判断重音、门声和说话人，但能判断动作链是否真实存在。\n\n## 为什么还要 audiovisual\n\naudiovisual 的价值是补 visual-only 看不到的层：\n\n- 台词是否发生。\n- 重音落在哪里。\n- 尾音是否虚掉。\n- 是否有吞咽、吸气、叹气、咳嗽。\n- 门帘、门轴、衣料、打火机、底噪是否出现。\n- 画外是否有人回应。\n- 观众区是否有低语、吸气、掌声或沉默压力。\n\n例如 `15:25-16:30` audiovisual 把 visual-only 不能听见的 `没事没事`、叹气、`你有烟吗`、门帘摩擦、打火机声都补出来；但如果它误判说话人，仍按 T0 校正。\n\n## 五层证据表\n\n| 层级 | 作用 | 可以裁决什么 | 不能裁决什么 |\n|---|---|---|---|\n| Owner/T0 | 锁大事实 | 人物、说话人、指代、是否触碰、离场路线、关键动作 | 不替代后续微颗粒扫描 |\n| Local/T1 | 本地帧面/音频复核 | 眼神落点、物件性质、声音来源、秒点 | 不自动推出理论意义 |\n| MiMo visual-only/T2 | 防台词污染 | 设备/手势/身体/眼神/遮挡是否可见 | 不判断台词、重音、声源 |\n| MiMo audiovisual/T2 | 声画微候选 | 台词、声音、重音、底噪、声画地址 | 不覆盖 T0/T1 |\n| Synthesis/T3 | 概念组织 | 机制、公式、写作用语、待确认问题 | 不新增事实终判 |\n\n## 扫描提示词模板\n\n### T0 锁定微窗\n\n适用于 `00:13:40-00:16:12` 这类已被 Owner 锁定的段落：\n\n```text\n你不需要重判人物、说话人、指代、是否触碰、是否离场。\n这些由 T0 锁定。\n你只追更细颗粒：\n眼神落点、手的路线、手指形态、最近距离、嘴角、吞咽、吸气、门帘声、底噪、灯光变化、遮挡、镜头微动。\n如果看不准，输出 Owner 确认问题。\n```\n\n### 当前窗口限定复扫\n\n适用于全片滚雪球：\n\n```text\n只能描述本窗口实际可见/可听内容。\n先清账：本窗出现什么、未出现什么、容易被误带入什么。\n如果本窗没有门帘、问烟、摄影机指认、素材压力，就明确写本窗未见。\n身份锚只用于减少粗识别，不用于剧情填空。\n```\n\n### visual-only 防污染\n\n```text\n本轮没有音频。\n不能判断台词、重音、门声、气息、画外回应。\n只追可见证据：设备、眼神、手、身体、遮挡、光源、反射、画框、观众区。\n输出污染排查：本窗没有出现哪些容易被早段硬锚带入的内容。\n```\n\n## 把不确定变成好问题\n\n这套方法最重要的一点，是不要过快否定，也不要过快肯定。MiMo 看不准时，应该把“不准”变成可人工复核的问题。\n\n坏问题：\n\n```text\n这里是不是第二人称？\n```\n\n好问题：\n\n```text\n14:44-15:10 甲瑞第一次看镜头时，视线落在镜头中心、镜头上方，还是镜头旁摄影师？\n```\n\n坏问题：\n\n```text\n阿蒙是不是在看观众？\n```\n\n好问题：\n\n```text\n15:30-16:08 阿蒙正面朝镜头那几秒，是看镜头中心，还是穿过镜头看摄影师/画外？\n```\n\n## 后续最该追的微颗粒\n\n### 设备颗粒\n\n- 背景摄影机的镜头朝向。\n- 三脚架支脚数、云台、机身边缘。\n- 是否有开机指示灯。\n- 设备是否被甲瑞身体遮挡/显影。\n- 设备在画面中是否被阿蒙或甲瑞看见。\n\n### 眼神颗粒\n\n- 镜头中心、镜头旁、摄影师身体、画外、门、地面、高处的具体顺序。\n- 停留时长。\n- 是否失焦。\n- 是否眨眼后重新落点。\n- 是否伴随头部转动，还是只有眼球移动。\n\n### 手部颗粒\n\n- 阿蒙指摄影机是单指、掌心、手腕带动还是整臂指向。\n- 阿蒙未完成安慰手的起点、路线、最近距离、是否悬停。\n- 甲瑞撑地是哪只手、掌心还是指尖、重心是否压上。\n- 甲瑞 `你说话` 时手指方向是否与眼神同轴。\n\n### 声音颗粒\n\n- `爱情` 的重音是否同时有喉咙/吞咽/气息变化。\n- `没事没事` 的声量、尾音、是否贴近安慰手动作。\n- 黑帘布料声和帘后门轴声能否分层。\n- `你有烟吗` 前是吸气、吞咽、屏息还是轻笑。\n- 打火机声是否构成问烟回应。\n\n### 物件颗粒\n\n- `105:45-106:25` 白色管状物是什么。\n- 手腕黑色图案是否闭合。\n- 黄色笑脸贴纸数量和位置。\n- 红色脸部线条是否固定图案。\n- 背景红色指示灯是否来自设备。\n\n## 最终原则\n\n```text\n让 MiMo 给新东西。\n让 Owner 锁大事实。\n让 visual-only 防污染。\n让 audiovisual 补声画。\n让 Wiki 保存每一次校准。\n```\n\n这套方法的目的不是生产更多漂亮词，而是让每个漂亮词都能回到一个手、一眼、一声气、一台机器、一次遮挡、一个门声、一个没有抵达的触碰。","paragraphs":[{"id":"hs-7d301d9639e0b542#p-26acab83d425eeaa-1","anchor":"p-26acab83d425eeaa-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-26acab83d425eeaa-1","kind":"h2","headingPath":["演员矛盾微表情扫描方法论：从 T0 锚定到当前窗口限定"],"text":"演员矛盾微表情扫描方法论：从 T0 锚定到当前窗口限定","textSha256":"6d8180716f96f42542d5837be0de69a6c0196b1abd9f66e13ab0b712c8a61993","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-77cdbbe88dc755ce-1","anchor":"p-77cdbbe88dc755ce-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-77cdbbe88dc755ce-1","kind":"h2","headingPath":["一句话"],"text":"一句话","textSha256":"8aeb22800883b5637fa3436d43f8003857950b339d43b1888f8815917f346851","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-786a54b1c35c5584-1","anchor":"p-786a54b1c35c5584-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-786a54b1c35c5584-1","kind":"p","headingPath":["一句话"],"text":"演员矛盾和幽灵技术不能靠 MiMo 一次性“看懂”。它必须被拆成一个证据循环：","textSha256":"004619ba3669d5d2425d2277c365c973854fa92b64c151d39c60f87b7bf8bfa0","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-3700434a13b2deac-1","anchor":"p-3700434a13b2deac-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-3700434a13b2deac-1","kind":"pre","headingPath":["一句话"],"text":"T0 锁大事实\n-> MiMo 追微颗粒\n-> visual-only 排污染\n-> audiovisual 补声音\n-> Owner 确认/纠偏\n-> 新 T0 再进入下一轮 prompt","textSha256":"11a727d6edcc5c7cada5e55f13edc8f14e67c8e25163c46689598a3a0721ef93","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-2b20edb06ab8e7e8-1","anchor":"p-2b20edb06ab8e7e8-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-2b20edb06ab8e7e8-1","kind":"p","headingPath":["一句话"],"text":"这个循环的目标不是让模型变成裁判，而是让模型变成微感知雷达。","textSha256":"aa39154ff2f1b05e7ef49e0723bd215622fad77f398a20922b797cab75c5cb6d","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-1b905480d5b6f8d9-1","anchor":"p-1b905480d5b6f8d9-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-1b905480d5b6f8d9-1","kind":"h2","headingPath":["为什么要先 T0 锚定"],"text":"为什么要先 T0 锚定","textSha256":"3738ffc7bbd4dba955ee96c1c957ff317ae76f42167b6dfe09f6140ab8fa0ed4","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-8f78440325563f71-1","anchor":"p-8f78440325563f71-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-8f78440325563f71-1","kind":"p","headingPath":["为什么要先 T0 锚定"],"text":"Phase7 到 Phase13 证明：如果不把人物、说话人、指代、服装、动作大事实写清楚，MiMo 会不断停留在“一个男的/一个女的”“可能看镜头”“可能说话”的粗层。","textSha256":"86b79504cbfed0d8db33c6378046be279fd1deb3864d9f39c61f02820cb921c6","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-55587d720c6b3308-1","anchor":"p-55587d720c6b3308-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-55587d720c6b3308-1","kind":"p","headingPath":["为什么要先 T0 锚定"],"text":"对 00:13:40-00:16:12 房间段，下一轮提示词必须硬锚：","textSha256":"7108c3500244abd53e130e8340d95f8b584259c8bdcbbf7e993fc1abeddae824","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-37d1957111730e90-1","anchor":"p-37d1957111730e90-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-37d1957111730e90-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"阿蒙/黄蒙是短发女性，房间段粉红/红色衣服。","textSha256":"47ca06520b8899b6a2f776739564dab905e468b1a9987c9fad906430874dd4ef","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-6fe95d2c4a317e9f-1","anchor":"p-6fe95d2c4a317e9f-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-6fe95d2c4a317e9f-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"甲瑞/孙甲瑞是男性，房间段竖纹衬衫。","textSha256":"043583c160ac3adb710a5f735977f32cd8b31e4bd7d91eb04f381c46c756b38d","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-824aa3c2c52c76ec-1","anchor":"p-824aa3c2c52c76ec-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-824aa3c2c52c76ec-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"阿蒙说 摄影机开着呢 时用手指摄影机，观众也被指到。","textSha256":"b78d113a61577532962553bd941c0a53be007b1e55f4c5f157906954a800645c","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-7ad1ac12d8be0cb3-1","anchor":"p-7ad1ac12d8be0cb3-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-7ad1ac12d8be0cb3-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"画面拍到另一台摄影机。","textSha256":"ef42e2cf8833b241e3f2b839dce86bcace946e32b97015fb801a4abb1a68cd29","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-4798d5781b9e37e4-1","anchor":"p-4798d5781b9e37e4-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-4798d5781b9e37e4-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"我不想管他了 是甲瑞说， 他 指子丑。","textSha256":"f7aa1030351100cc006610dbe7d9d8d1dcc25942c074fbd6496a273fc4822015","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-83f6ae959520aa06-1","anchor":"p-83f6ae959520aa06-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-83f6ae959520aa06-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"他看素材会崩溃 / 他会发火 的 他 是子丑。","textSha256":"da878024fea1fd1ccc0427d2755bcb5a0a61b6bcab9cf58f8b49fa1f7df38e53","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-7410a320254fd765-1","anchor":"p-7410a320254fd765-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-7410a320254fd765-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"还让我演爱情 重音在 爱情 ，甲瑞手撑地并苦笑。","textSha256":"e8850a654b615b9142501b934c50aae5b8a9323146503083b26fc52925e17358","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-343e8bd601063a4a-1","anchor":"p-343e8bd601063a4a-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-343e8bd601063a4a-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"没事没事 是阿蒙轻声安慰，安慰未触碰成功。","textSha256":"699cfd3a342a8497e5257e55c25f8a1eec8287dcc56d8db57257f99268f81f5e","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-32bcb69081f31ae6-1","anchor":"p-32bcb69081f31ae6-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-32bcb69081f31ae6-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"甲瑞掀黑帘、推门、门嘎吱响、轻声说 我去上个厕所 后离开房间。","textSha256":"8ddc74531e3d2a0a23c5cfc6c548d688ea5171be75da343aeec083cebc6fe8f3","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-df3b62d2698f2add-1","anchor":"p-df3b62d2698f2add-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-df3b62d2698f2add-1","kind":"li","headingPath":["为什么要先 T0 锚定"],"text":"阿蒙留守后叹气、捂脸、再叹气，眼神游走，问 你有烟吗 。","textSha256":"cbd6ff1e39840d854b6fac5f5783e1de161e83f8d655bcf44a657bdfdc3c7689","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-e09fa150d1e21d3c-1","anchor":"p-e09fa150d1e21d3c-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-e09fa150d1e21d3c-1","kind":"p","headingPath":["为什么要先 T0 锚定"],"text":"这些不是让 MiMo 复述剧情，而是防止它重猜大事实。","textSha256":"a552a62258a677578d4c3f353e6343a47367337feaf475e6f2c7fb6feca6c6ca","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-6e725f6191afa24b-1","anchor":"p-6e725f6191afa24b-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-6e725f6191afa24b-1","kind":"h2","headingPath":["为什么又要当前窗口限定"],"text":"为什么又要当前窗口限定","textSha256":"8b8dab024e0c8d89553f068a8e0d60453a9f4a656ca3867762adeaa5981a5ddf","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-2cfe209798858e51-1","anchor":"p-2cfe209798858e51-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-2cfe209798858e51-1","kind":"p","headingPath":["为什么又要当前窗口限定"],"text":"Phase12 clean rerun 证明：强 T0 提示词会产生副作用。模型有时会把 00:14-00:16 房间段的台词、门帘、问烟搬进 73:50 、 80:30 、 117:13 等后段窗口。","textSha256":"2bbb45ade01da5ff30d2a90da6bfae4d37d25d00e8402c2e3b063c82d5b01be7","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-92161d6df3103da6-1","anchor":"p-92161d6df3103da6-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-92161d6df3103da6-1","kind":"p","headingPath":["为什么又要当前窗口限定"],"text":"所以 prompt 必须分两类：","textSha256":"3959572f5c4ec250e1185a2e5166cefa000f1b28f3bafb0c406f1f24ea434917","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-4cca11e6eb78158a-1","anchor":"p-4cca11e6eb78158a-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-4cca11e6eb78158a-1","kind":"pre","headingPath":["为什么又要当前窗口限定"],"text":"T0 锁定 prompt：用于已确认段落的极窄微细节复榨。\n当前窗口限定 prompt：用于全片滚雪球和后段复扫，严格清账本窗出现/未出现什么。","textSha256":"727868fb32c245d87779891cc19178cb07256d3c170d61c3ee5feb19044fe448","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-e252a59c92d9d755-1","anchor":"p-e252a59c92d9d755-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-e252a59c92d9d755-1","kind":"p","headingPath":["为什么又要当前窗口限定"],"text":"判断规则：","textSha256":"79248a86c83b653c3914396bfca43c10fedd8404ee858263ff289e929d06fd34","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-be3300ef967f21c2-1","anchor":"p-be3300ef967f21c2-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-be3300ef967f21c2-1","kind":"li","headingPath":["为什么又要当前窗口限定"],"text":"如果窗口在 T0 段内部：继承 T0 硬锚，追更细的手、眼、嘴、气息、声响。","textSha256":"2dc76c3944a84a98c7228ed02dd24c6b89594994cd73a0c142a60843dec1aa7b","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-f325b1d6e48f900d-1","anchor":"p-f325b1d6e48f900d-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-f325b1d6e48f900d-1","kind":"li","headingPath":["为什么又要当前窗口限定"],"text":"如果窗口不在 T0 段内部：只保留人物身份方法，不把房间段剧情搬入窗口事实。","textSha256":"a209b240bd4006bb51c3e5de49c5ef8c3b980b9f0e7f0a7d523a0ab96053f490","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-5d62dd9ca4539740-1","anchor":"p-5d62dd9ca4539740-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-5d62dd9ca4539740-1","kind":"li","headingPath":["为什么又要当前窗口限定"],"text":"如果模型写出本窗未见内容：不删报告，但标为提示词污染，降权。","textSha256":"2e4d51496ecc71eb8e806e6a9a8151be587a57ab36f29fba39d54a00bfe2947f","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-b38fc026b791bb45-1","anchor":"p-b38fc026b791bb45-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-b38fc026b791bb45-1","kind":"h2","headingPath":["为什么要 visual-only"],"text":"为什么要 visual-only","textSha256":"ada445f2f23739b48660317219d3fe21d91cec49915dcf3ab02453cc5f3ad7e8","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-ccb81f9ab9c1d6c4-1","anchor":"p-ccb81f9ab9c1d6c4-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-ccb81f9ab9c1d6c4-1","kind":"p","headingPath":["为什么要 visual-only"],"text":"visual-only 的价值不是“看得更准”，而是“把台词污染拿掉”。它能回答一个关键问题：","textSha256":"f3e75d4f1372ad90778d63648236ea61b614cf9cbaf6b6a486c7f4c1c3f79095","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-e6bb5dfb8ba1bb4b-1","anchor":"p-e6bb5dfb8ba1bb4b-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-e6bb5dfb8ba1bb4b-1","kind":"pre","headingPath":["为什么要 visual-only"],"text":"如果没有声音，这个概念还站得住吗？","textSha256":"9a5be972731ddcf06f81676b7440408c85f994d11fc93888225408d14530a1c5","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-cc15ba354701528a-1","anchor":"p-cc15ba354701528a-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-cc15ba354701528a-1","kind":"p","headingPath":["为什么要 visual-only"],"text":"Phase13 的答案是：很多核心判断仍然站得住。","textSha256":"be9edb123b6f196c0c74daa7acaf03e1d6e792e1fd01ecebaae97d483c1b54a5","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-2193b9e08fda3cd2-1","anchor":"p-2193b9e08fda3cd2-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-2193b9e08fda3cd2-1","kind":"li","headingPath":["为什么要 visual-only"],"text":"13:20-14:05 没有台词，仍看到背景摄影机和三脚架。","textSha256":"845ac0a6dfa2c65c916ae9ea63007e2a516827ae51cfb360704357791bdf3d38","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-f484844a4ff9ebd2-1","anchor":"p-f484844a4ff9ebd2-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-f484844a4ff9ebd2-1","kind":"li","headingPath":["为什么要 visual-only"],"text":"14:44-15:10 没有台词，仍看到甲瑞撑地、侧身、头转镜头、苦笑、再看镜头。","textSha256":"dd3c943a3200e4773c2e9cd64e41fc4150497143c8303caff7c9af98a76d7863","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-2e61e7542647b995-1","anchor":"p-2e61e7542647b995-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-2e61e7542647b995-1","kind":"li","headingPath":["为什么要 visual-only"],"text":"15:30-16:08 没有问烟声，仍看到阿蒙捂脸后多点眼神路线。","textSha256":"9992a7093993a8730d1d421b9cc354bd7dbfa0dbbe9b8e097ad64175e6cdc8d9","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-f930b0430cc9f987-1","anchor":"p-f930b0430cc9f987-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-f930b0430cc9f987-1","kind":"li","headingPath":["为什么要 visual-only"],"text":"105:45-106:25 没有台词，仍看到笑脸贴纸、非笑、白色管状物、手腕黑线和直视镜头。","textSha256":"8c2d86fc5e0d8faaa9040e128911cce235d2a1a6af75b178dfc9ad8e5f989d9c","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-90fb1d2b1eac8932-1","anchor":"p-90fb1d2b1eac8932-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-90fb1d2b1eac8932-1","kind":"p","headingPath":["为什么要 visual-only"],"text":"因此 visual-only 是防污染滤网。它不能判断重音、门声和说话人，但能判断动作链是否真实存在。","textSha256":"06a974fa7df15281aa644089c421aa2c1b79570e963c129f840c43e4395b70ad","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-7d837ee41ac9d2a5-1","anchor":"p-7d837ee41ac9d2a5-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-7d837ee41ac9d2a5-1","kind":"h2","headingPath":["为什么还要 audiovisual"],"text":"为什么还要 audiovisual","textSha256":"db83217b37fc2c5425c0cfa7796396022e2c3c140c241127e549315033d184c1","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-b4cb6ae168f23a7c-1","anchor":"p-b4cb6ae168f23a7c-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-b4cb6ae168f23a7c-1","kind":"p","headingPath":["为什么还要 audiovisual"],"text":"audiovisual 的价值是补 visual-only 看不到的层：","textSha256":"c44c57336dffef4d4c321250b5d95c63dbbc531a0ce856724c210b664fa4696c","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-c6ddd33a0d3bedbd-1","anchor":"p-c6ddd33a0d3bedbd-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-c6ddd33a0d3bedbd-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"台词是否发生。","textSha256":"992f4b79fbd459db1707bfc2a48e95ce35fe78f96b62fba9e1005a535fa27246","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-9851e3a8e35cd7c9-1","anchor":"p-9851e3a8e35cd7c9-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-9851e3a8e35cd7c9-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"重音落在哪里。","textSha256":"2b4673fc0c8215b405ee88e4dd30cd75d7cfbb04226b87f2e86501bdd0c5f08c","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-9e0491dda3b15b5b-1","anchor":"p-9e0491dda3b15b5b-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-9e0491dda3b15b5b-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"尾音是否虚掉。","textSha256":"a0a18dc07614f51c11a94ab79a184181a969cc0a5f06fdf09d2fe2d888f7eb7b","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-1d5a1f80213ec8c4-1","anchor":"p-1d5a1f80213ec8c4-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-1d5a1f80213ec8c4-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"是否有吞咽、吸气、叹气、咳嗽。","textSha256":"eaee4886da2ba88bee51a34b7c73c52cfa75e660a2e761abdf97d2f62ce82f80","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-fd10c7e44cefeff2-1","anchor":"p-fd10c7e44cefeff2-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-fd10c7e44cefeff2-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"门帘、门轴、衣料、打火机、底噪是否出现。","textSha256":"b8024732586d910c0ae1afffe4718550d2c311751d9e83bfd33329e9913efb79","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-6d7dc1a9f216d056-1","anchor":"p-6d7dc1a9f216d056-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-6d7dc1a9f216d056-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"画外是否有人回应。","textSha256":"6afe575f803c1af362909db4c02b998d45e784411a4471f2fea143bcd2f53e75","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-fc91da097d90b9f3-1","anchor":"p-fc91da097d90b9f3-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-fc91da097d90b9f3-1","kind":"li","headingPath":["为什么还要 audiovisual"],"text":"观众区是否有低语、吸气、掌声或沉默压力。","textSha256":"54dc0dd4a1d0c7f67ae92e0467382b1a9d3dd879b93074775b6c8acb9d036739","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-274f0f7271ef64b9-1","anchor":"p-274f0f7271ef64b9-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-274f0f7271ef64b9-1","kind":"p","headingPath":["为什么还要 audiovisual"],"text":"例如 15:25-16:30 audiovisual 把 visual-only 不能听见的 没事没事 、叹气、 你有烟吗 、门帘摩擦、打火机声都补出来；但如果它误判说话人，仍按 T0 校正。","textSha256":"bc7dd25233660020bc157f3a4782ba1db11199a8c9603c42c9ed3eab092918ec","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-b2e2e575fbad3074-1","anchor":"p-b2e2e575fbad3074-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-b2e2e575fbad3074-1","kind":"h2","headingPath":["五层证据表"],"text":"五层证据表","textSha256":"c7343a05998d31afcc7f3bec520711bf9e3d9eb75c90de5a6fd22c6307feb3a7","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-bee38870489eedae-1","anchor":"p-bee38870489eedae-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-bee38870489eedae-1","kind":"tr","headingPath":["五层证据表"],"text":"层级 作用 可以裁决什么 不能裁决什么","textSha256":"22d91593dc6a9b2952396f08c6c9e927a193766bc8a1d803e07b79f136bbd807","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-9e791a85b06a4519-1","anchor":"p-9e791a85b06a4519-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-9e791a85b06a4519-1","kind":"tr","headingPath":["五层证据表"],"text":"Owner/T0 锁大事实 人物、说话人、指代、是否触碰、离场路线、关键动作 不替代后续微颗粒扫描","textSha256":"c02f6eee8f71ddd52bddad08c234656af1789cff3c5fe83883fbac48efd511de","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-ff4ba359ba24121c-1","anchor":"p-ff4ba359ba24121c-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-ff4ba359ba24121c-1","kind":"tr","headingPath":["五层证据表"],"text":"Local/T1 本地帧面/音频复核 眼神落点、物件性质、声音来源、秒点 不自动推出理论意义","textSha256":"c3629188ecfcd46179bc279857ecf747e5f850f1b5dc49b48bd47db8ac26ff77","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-a9909374d5cd1313-1","anchor":"p-a9909374d5cd1313-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-a9909374d5cd1313-1","kind":"tr","headingPath":["五层证据表"],"text":"MiMo visual-only/T2 防台词污染 设备/手势/身体/眼神/遮挡是否可见 不判断台词、重音、声源","textSha256":"af26db8707558aa2b319100b23b891ac91b406d4f0b3a6b7a369052cd2ed6a4a","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-1e8c96f33582d207-1","anchor":"p-1e8c96f33582d207-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-1e8c96f33582d207-1","kind":"tr","headingPath":["五层证据表"],"text":"MiMo audiovisual/T2 声画微候选 台词、声音、重音、底噪、声画地址 不覆盖 T0/T1","textSha256":"a2bf79c7763e6b54c0cb72a82907e92c75630e0d776638713d08d19c23059077","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-67c0a7f129d9bc55-1","anchor":"p-67c0a7f129d9bc55-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-67c0a7f129d9bc55-1","kind":"tr","headingPath":["五层证据表"],"text":"Synthesis/T3 概念组织 机制、公式、写作用语、待确认问题 不新增事实终判","textSha256":"86511aa2cac17f5cd251ef98f082378ea798df99119add23604b483681b74c39","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-d623bbe01e3aa8dd-1","anchor":"p-d623bbe01e3aa8dd-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-d623bbe01e3aa8dd-1","kind":"h2","headingPath":["扫描提示词模板"],"text":"扫描提示词模板","textSha256":"10f6b1153955e4c3a45508668998bd8b095c230a160c05ffd97f2441075bfbce","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-eddc96e3bf88d15d-1","anchor":"p-eddc96e3bf88d15d-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-eddc96e3bf88d15d-1","kind":"h3","headingPath":["扫描提示词模板","T0 锁定微窗"],"text":"T0 锁定微窗","textSha256":"f0db2042056a0babcb644feca113df32450d8dad9619890caa86cf7c5b0483e6","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-d02983e8df1c454c-1","anchor":"p-d02983e8df1c454c-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-d02983e8df1c454c-1","kind":"p","headingPath":["扫描提示词模板","T0 锁定微窗"],"text":"适用于 00:13:40-00:16:12 这类已被 Owner 锁定的段落：","textSha256":"336981ec692dc1063060a58e9ee40b6af36769bba3da4dffb7c973afd91ca190","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-dc65c7c1b96d95ae-1","anchor":"p-dc65c7c1b96d95ae-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-dc65c7c1b96d95ae-1","kind":"pre","headingPath":["扫描提示词模板","T0 锁定微窗"],"text":"你不需要重判人物、说话人、指代、是否触碰、是否离场。\n这些由 T0 锁定。\n你只追更细颗粒：\n眼神落点、手的路线、手指形态、最近距离、嘴角、吞咽、吸气、门帘声、底噪、灯光变化、遮挡、镜头微动。\n如果看不准，输出 Owner 确认问题。","textSha256":"2a68ef39b49a529e21a02334ec7694683406271862cd7073869de78d335aead3","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-b17d1abf35622c57-1","anchor":"p-b17d1abf35622c57-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-b17d1abf35622c57-1","kind":"h3","headingPath":["扫描提示词模板","当前窗口限定复扫"],"text":"当前窗口限定复扫","textSha256":"c157ea1b433df2af7fae50072d68699581bc49a913346ba01caaa7f5b8a96143","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-81d14439b28cfc22-1","anchor":"p-81d14439b28cfc22-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-81d14439b28cfc22-1","kind":"p","headingPath":["扫描提示词模板","当前窗口限定复扫"],"text":"适用于全片滚雪球：","textSha256":"edcfb30a23a57fc1cd088444015828d53e84aa0294f019395d3380814f4f223d","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-ac7c4e7e968b5f95-1","anchor":"p-ac7c4e7e968b5f95-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-ac7c4e7e968b5f95-1","kind":"pre","headingPath":["扫描提示词模板","当前窗口限定复扫"],"text":"只能描述本窗口实际可见/可听内容。\n先清账：本窗出现什么、未出现什么、容易被误带入什么。\n如果本窗没有门帘、问烟、摄影机指认、素材压力，就明确写本窗未见。\n身份锚只用于减少粗识别，不用于剧情填空。","textSha256":"9d8e65de98b9391eb8ec937506a7574d5b7c59db0683147efa40fb5764a41828","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-8bebc7d6fcd23319-1","anchor":"p-8bebc7d6fcd23319-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-8bebc7d6fcd23319-1","kind":"h3","headingPath":["扫描提示词模板","visual-only 防污染"],"text":"visual-only 防污染","textSha256":"1945228fc1741c0ecc766b00016ec80c4bc78f81886bf33190652706ca9fa055","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-aa180b99a0b8564e-1","anchor":"p-aa180b99a0b8564e-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-aa180b99a0b8564e-1","kind":"pre","headingPath":["扫描提示词模板","visual-only 防污染"],"text":"本轮没有音频。\n不能判断台词、重音、门声、气息、画外回应。\n只追可见证据：设备、眼神、手、身体、遮挡、光源、反射、画框、观众区。\n输出污染排查：本窗没有出现哪些容易被早段硬锚带入的内容。","textSha256":"ee33407bf9fdb6b8c35a5a5480dbd22c99d14076a9d8e3833b46bcbb48f580f7","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-d7be05fce62bbdf8-1","anchor":"p-d7be05fce62bbdf8-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-d7be05fce62bbdf8-1","kind":"h2","headingPath":["把不确定变成好问题"],"text":"把不确定变成好问题","textSha256":"315ee52ee81a4ed007fd90482b41f503a02a14184fdd4fd71b86f7e1ef810086","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-97766a8dd71df48e-1","anchor":"p-97766a8dd71df48e-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-97766a8dd71df48e-1","kind":"p","headingPath":["把不确定变成好问题"],"text":"这套方法最重要的一点，是不要过快否定，也不要过快肯定。MiMo 看不准时，应该把“不准”变成可人工复核的问题。","textSha256":"a1bed4866cd3895c57a2357ea36c1957611247d8679abfcd49a44c73a256b382","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-0670dd41913130b0-1","anchor":"p-0670dd41913130b0-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-0670dd41913130b0-1","kind":"p","headingPath":["把不确定变成好问题"],"text":"坏问题：","textSha256":"725c7d170afc36f3b8879b2e38737612c0619988a2c4457bb403150947cad122","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-be3c706476437296-1","anchor":"p-be3c706476437296-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-be3c706476437296-1","kind":"pre","headingPath":["把不确定变成好问题"],"text":"这里是不是第二人称？","textSha256":"a21f890f2241967b84b57ebc15a3ccff0fd5cb2fca071d2d05c5a1d7a72c73cb","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-8eabd3c477232cb8-1","anchor":"p-8eabd3c477232cb8-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-8eabd3c477232cb8-1","kind":"p","headingPath":["把不确定变成好问题"],"text":"好问题：","textSha256":"073d76b22f217b3465c1bd597602b8bbf50847bf28ab958c2121e926da4497f5","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-5633a3477d2b08ac-1","anchor":"p-5633a3477d2b08ac-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-5633a3477d2b08ac-1","kind":"pre","headingPath":["把不确定变成好问题"],"text":"14:44-15:10 甲瑞第一次看镜头时，视线落在镜头中心、镜头上方，还是镜头旁摄影师？","textSha256":"c034880c25865acb078759b9247f65ff43a2a188547de0142910c84b7eb57c86","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-0670dd41913130b0-2","anchor":"p-0670dd41913130b0-2","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-0670dd41913130b0-2","kind":"p","headingPath":["把不确定变成好问题"],"text":"坏问题：","textSha256":"725c7d170afc36f3b8879b2e38737612c0619988a2c4457bb403150947cad122","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-3679684c58a4e3e9-1","anchor":"p-3679684c58a4e3e9-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-3679684c58a4e3e9-1","kind":"pre","headingPath":["把不确定变成好问题"],"text":"阿蒙是不是在看观众？","textSha256":"3ab2b43b28682ef9f858dcd5ab8d5e96d1d61219a02750190f5f92d86f4c7737","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-8eabd3c477232cb8-2","anchor":"p-8eabd3c477232cb8-2","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-8eabd3c477232cb8-2","kind":"p","headingPath":["把不确定变成好问题"],"text":"好问题：","textSha256":"073d76b22f217b3465c1bd597602b8bbf50847bf28ab958c2121e926da4497f5","links":[],"images":[]},{"id":"hs-7d301d9639e0b542#p-0544541c31523215-1","anchor":"p-0544541c31523215-1","url":"https://a.p4theater.top/research/hs-7d301d9639e0b542#p-0544541c31523215-1","kind":"pre","headingPath":["把不确定变成好问题"],"text":"15:30-16:08 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