{"id":"hs-92b2cf4daaf3ca56","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56","title":"MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核","kind":"model_observation","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"模型观察候选","series":"模型观察候选","sourceVersionDate":"2026-06-22","publishedAt":"2026-09-08","modifiedAt":"2026-09-07T18:27:17+00:00","markdownUrl":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-92b2cf4daaf3ca56-fa4920a4658a3a7c8ff4.md","markdownSha256":"fa4920a4658a3a7c8ff451b6b9a66232968934a650fbea4774049f4cf6a2c560","markdownBytes":4180,"characters":1593,"sourceEvidenceTier":"T2_CANDIDATE_WITH_COUNTERREAD","sourceStatus":"active","evidenceBoundary":"MiMo 只作 T2 候选观察，不覆盖 T0 台词账或 T1 本地 4K/音频取证。含台词或动作主题的报告若把语言动作补成画面事实，必须降级为模型诱导证据；无音轨盲视觉报告只能用于视觉反读，不能反推声音、对白或脚步。","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":18,"markdown":"# MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核\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：2026-06-22\n\n证据边界：MiMo 只作 T2 候选观察，不覆盖 T0 台词账或 T1 本地 4K/音频取证。含台词或动作主题的报告若把语言动作补成画面事实，必须降级为模型诱导证据；无音轨盲视觉报告只能用于视觉反读，不能反推声音、对白或脚步。\n\n# MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核\n\n本页记录 #947 阿蒙 `开始跑了起来` 的 MiMo CN 复跑结果。MiMo 已恢复可调用：使用中国区 Token Plan endpoint 与本机钥匙串凭据，三次请求均返回 `ok`。但这不等于三次报告都可作为片内事实。恰恰相反，本轮最有价值的是暴露出一个模型风险：只要提示词和音轨把 `跑` 放到前景，MiMo 会把语言动作补成画面动作。\n\n## 三次报告\n\n资产目录：\n\n`inspool-wiki-zh/raw/assets/4k-nosub-restart-20260622/947-start-running/mimo/`\n\n| 报告 | 输入 | 模式 | 用量 | 可用性 |\n|---|---|---:|---:|---|\n| `probe-cn-keychain-exact947/01-27-44.400-01-27-45.266/mimo-report.md` | #947 精确 `0.866s`，带音频 | formal-safe, fps=2, default | `2589` tokens | 降级。报告声称出现跑动、跟随镜头和脚步声，但 T1 帧证据不支持；它说明模型被台词/主题诱导。 |\n| `cn-context-deep-film-947/01-27-31.600-01-27-49.766/mimo-report.md` | #946 后到 #948 前宽窗，带音频 | deep-film, fps=4, max | `37322` tokens | 降级。报告声称 `01:27:38-42` 有背影男子从中央向左跑动，并把台词误写成 `我开始跑了起来`；接触表、关键帧和运动差分不支持。 |\n| `cn-visualonly-counterread-947/01-27-31.600-01-27-49.766/mimo-report.md` | 同一宽窗，无音轨，盲视觉反读 | formal-safe, fps=4, max | `35516` tokens | 可作 T2 反诱导候选。报告明确写出无可验证跑动、无位移、无镜头跟随、无主体进出画框，与 T1 本地帧证据一致。 |\n\n## 关键观察\n\n带音频精确小窗的报告把 #947 写成“人物进行明确跑动或快速位移”，还补出脚步声、衣物摩擦声和走廊透视变化。带音频宽窗报告进一步把一个背景背影身体误读成 `01:27:38-42` 从中央跑向左侧，并推断脚步声与物理运动同步。\n\n这些都不能进入内容证据。T1 接触表显示同一低机位公开空间持续存在，右前景白衣身体保持坐姿，中部背向身体和观众队列未出现可验证奔跑。运动差分也不支持大位移：#947 精确窗内 `947_in -> 947_mid` 的 mean diff 只有 `1.2146`，ratio `>12` 仅 `0.000177`；`947_mid -> 947_out` 的 mean diff 为 `1.5663`，ratio `>12` 为 `0.004861`。\n\n视觉隔离之后，MiMo 的第三次报告改口为：`01:27:31.600-01:27:49.766` 内所有主体保持静态，镜头固定，没有身体从一个位置移动到另一个位置，没有腿部快速交替，没有脚离地，没有镜头跟随，没有背景透视快速变化，也没有人物进入或离开画框。这份报告仍不能覆盖 T1，但它可以作为“去掉语言诱导后模型也看不到跑动”的 T2 辅助。\n\n## 方法论结论\n\n本轮说明：动作词进入提示词时，MiMo 会把语言动作补成视觉动作。以后遇到 `跑`、`飞`、`游泳`、`驶过`、`按下`、`出现` 这类动词，MiMo 必须至少分两路：\n\n1. 带音频/带台词上下文报告，用于发现模型可能如何被片中语言牵引。\n2. 无音轨盲视觉反读，用于检查画面是否真的交付动作、位移、路线、主体进出和镜头响应。\n\n只有两路都与 T1 本地取证一致时，MiMo 才能升级为较稳的 T2 辅助观察。若两路冲突，优先保留 T1；带台词报告降级为“模型诱导/误读边界”。","paragraphs":[{"id":"hs-92b2cf4daaf3ca56#p-0b0d1a324d069f71-1","anchor":"p-0b0d1a324d069f71-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-0b0d1a324d069f71-1","kind":"h2","headingPath":["MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核"],"text":"MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核","textSha256":"d4ad9bb5236fa79b0d3e1cad602757373415840a618e14faa8c4024dffe2196b","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-4017d3c1c575f0d1-1","anchor":"p-4017d3c1c575f0d1-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-4017d3c1c575f0d1-1","kind":"p","headingPath":["MiMo 4K无字幕第947开始跑了起来 CN 反诱导复核"],"text":"本页记录 #947 阿蒙 开始跑了起来 的 MiMo CN 复跑结果。MiMo 已恢复可调用：使用中国区 Token Plan endpoint 与本机钥匙串凭据，三次请求均返回 ok 。但这不等于三次报告都可作为片内事实。恰恰相反，本轮最有价值的是暴露出一个模型风险：只要提示词和音轨把 跑 放到前景，MiMo 会把语言动作补成画面动作。","textSha256":"3400c2b6ac69d7ca87912fb72bba9e7051eb8a1fad5fb54d2c8e4488660b9ea8","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-5ec27a5c28e02ccf-1","anchor":"p-5ec27a5c28e02ccf-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-5ec27a5c28e02ccf-1","kind":"h2","headingPath":["三次报告"],"text":"三次报告","textSha256":"77c54227c820851616427a41e1b387651f943e922fe0a25c4eb07ed47e2dff8b","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-20867d7413f79978-1","anchor":"p-20867d7413f79978-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-20867d7413f79978-1","kind":"p","headingPath":["三次报告"],"text":"资产目录：","textSha256":"d965c41f757bc0b07496b3c8c59f49c0f503b372236102b05b62c1a59d3c75bb","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-261eead68f478bbd-1","anchor":"p-261eead68f478bbd-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-261eead68f478bbd-1","kind":"p","headingPath":["三次报告"],"text":"inspool-wiki-zh/raw/assets/4k-nosub-restart-20260622/947-start-running/mimo/","textSha256":"6260e6df818b6fd5efb0aaee077c704313c2a941d7073f9655c2e4db25df6994","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-10b297d70c85441d-1","anchor":"p-10b297d70c85441d-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-10b297d70c85441d-1","kind":"tr","headingPath":["三次报告"],"text":"报告 输入 模式 用量 可用性","textSha256":"f564262ea29aba4afdbf1793b00860fcacf07578e25abcfb7364bc8b41d6404a","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-9579d72335c8e172-1","anchor":"p-9579d72335c8e172-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-9579d72335c8e172-1","kind":"tr","headingPath":["三次报告"],"text":"probe-cn-keychain-exact947/01-27-44.400-01-27-45.266/mimo-report.md #947 精确 0.866s ，带音频 formal-safe, fps=2, default 2589 tokens 降级。报告声称出现跑动、跟随镜头和脚步声，但 T1 帧证据不支持；它说明模型被台词/主题诱导。","textSha256":"8e502c09a677ae9d887f999196e0316c74ff999f037f2a0df04bc81ff536e351","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-006c16f8005f5811-1","anchor":"p-006c16f8005f5811-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-006c16f8005f5811-1","kind":"tr","headingPath":["三次报告"],"text":"cn-context-deep-film-947/01-27-31.600-01-27-49.766/mimo-report.md #946 后到 #948 前宽窗，带音频 deep-film, fps=4, max 37322 tokens 降级。报告声称 01:27:38-42 有背影男子从中央向左跑动，并把台词误写成 我开始跑了起来 ；接触表、关键帧和运动差分不支持。","textSha256":"c0282e0b9dc556e2ddec397b0f50b1ed21908c1421107abcbda4d01e12199184","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-5629c3167ff54535-1","anchor":"p-5629c3167ff54535-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-5629c3167ff54535-1","kind":"tr","headingPath":["三次报告"],"text":"cn-visualonly-counterread-947/01-27-31.600-01-27-49.766/mimo-report.md 同一宽窗，无音轨，盲视觉反读 formal-safe, fps=4, max 35516 tokens 可作 T2 反诱导候选。报告明确写出无可验证跑动、无位移、无镜头跟随、无主体进出画框，与 T1 本地帧证据一致。","textSha256":"1a4a2fa2a32d4b96ebfdd27c849c5cf8fcd499bce585b99388ca72f47242047b","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-38ac5fb075c58baa-1","anchor":"p-38ac5fb075c58baa-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-38ac5fb075c58baa-1","kind":"h2","headingPath":["关键观察"],"text":"关键观察","textSha256":"44fe5a4622d0aa4259af10965c33483363579b0b767c07f23f7b6bd594f051a7","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-47dcd6968154c50c-1","anchor":"p-47dcd6968154c50c-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-47dcd6968154c50c-1","kind":"p","headingPath":["关键观察"],"text":"带音频精确小窗的报告把 #947 写成“人物进行明确跑动或快速位移”，还补出脚步声、衣物摩擦声和走廊透视变化。带音频宽窗报告进一步把一个背景背影身体误读成 01:27:38-42 从中央跑向左侧，并推断脚步声与物理运动同步。","textSha256":"3fd7ed995d23ebd1c4c9753bc63876f92c4e8da96d6434cafe6dbc0d7c59276c","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-34f009fc943ccc28-1","anchor":"p-34f009fc943ccc28-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-34f009fc943ccc28-1","kind":"p","headingPath":["关键观察"],"text":"这些都不能进入内容证据。T1 接触表显示同一低机位公开空间持续存在，右前景白衣身体保持坐姿，中部背向身体和观众队列未出现可验证奔跑。运动差分也不支持大位移：#947 精确窗内 947_in -> 947_mid 的 mean diff 只有 1.2146 ，ratio >12 仅 0.000177 ； 947_mid -> 947_out 的 mean diff 为 1.5663 ，ratio >12 为 0.004861 。","textSha256":"995cd5e2c38ae0a83894e5fe324f8d121187467507bb101e6ed9b064f1095040","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-1c4b1a20f40d8fbc-1","anchor":"p-1c4b1a20f40d8fbc-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-1c4b1a20f40d8fbc-1","kind":"p","headingPath":["关键观察"],"text":"视觉隔离之后，MiMo 的第三次报告改口为： 01:27:31.600-01:27:49.766 内所有主体保持静态，镜头固定，没有身体从一个位置移动到另一个位置，没有腿部快速交替，没有脚离地，没有镜头跟随，没有背景透视快速变化，也没有人物进入或离开画框。这份报告仍不能覆盖 T1，但它可以作为“去掉语言诱导后模型也看不到跑动”的 T2 辅助。","textSha256":"14b21c881277f8308f08a3dcd39ad3edffb7d861f52f37192dd7b6297467b3ed","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-61cad081cc541e7c-1","anchor":"p-61cad081cc541e7c-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-61cad081cc541e7c-1","kind":"h2","headingPath":["方法论结论"],"text":"方法论结论","textSha256":"77c03fa2bbbd2803d13f89395b9d5aba32397586b2e912acc9cc9e83881e4736","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-ce45b0d8f37124ee-1","anchor":"p-ce45b0d8f37124ee-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-ce45b0d8f37124ee-1","kind":"p","headingPath":["方法论结论"],"text":"本轮说明：动作词进入提示词时，MiMo 会把语言动作补成视觉动作。以后遇到 跑 、 飞 、 游泳 、 驶过 、 按下 、 出现 这类动词，MiMo 必须至少分两路：","textSha256":"b29342e34052a7ffce258a3c25c0a44c0f760c1b70f2b6833eef01bafd73d023","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-1687a8606e7708cf-1","anchor":"p-1687a8606e7708cf-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-1687a8606e7708cf-1","kind":"li","headingPath":["方法论结论"],"text":"带音频/带台词上下文报告，用于发现模型可能如何被片中语言牵引。","textSha256":"159dc2636b83e6dbd93e4d8c92d85b417d64b7f2eb4db4f64e8951d0bdd3d470","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-cddd4976486bd970-1","anchor":"p-cddd4976486bd970-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-cddd4976486bd970-1","kind":"li","headingPath":["方法论结论"],"text":"无音轨盲视觉反读，用于检查画面是否真的交付动作、位移、路线、主体进出和镜头响应。","textSha256":"831c9b7fdd1f9e7dc6ed72bc1602ce1bac1e695bac47c3f8dd740cc04ea8f8f1","links":[],"images":[]},{"id":"hs-92b2cf4daaf3ca56#p-56e0f38ee2e16272-1","anchor":"p-56e0f38ee2e16272-1","url":"https://a.p4theater.top/research/hs-92b2cf4daaf3ca56#p-56e0f38ee2e16272-1","kind":"p","headingPath":["方法论结论"],"text":"只有两路都与 T1 本地取证一致时，MiMo 才能升级为较稳的 T2 辅助观察。若两路冲突，优先保留 T1；带台词报告降级为“模型诱导/误读边界”。","textSha256":"f00b83d4e43e2ef765c07e1d5423ca62a4422f08eaf887e3f2aa9365bfcd58a9","links":[],"images":[]}]}