{"id":"hs-ad601aa17282c8de","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de","title":"人工核验表单闭环","kind":"concept_note","reviewStatus":"structurally_screened_not_individually_reviewed","language":"zh-CN","category":"概念研究笔记","series":"概念研究笔记","sourceVersionDate":"2026-05-29","publishedAt":"2026-09-08","modifiedAt":"2026-09-08T05:03:32+00:00","markdownUrl":"https://a.p4theater.top/research/hs-ad601aa17282c8de.md","editionUrl":"https://a.p4theater.top/research/data/editions/hs-ad601aa17282c8de-b9b66e63e577278cb4c2.md","markdownSha256":"b9b66e63e577278cb4c24a593575f56323c294bcc741e019a2a8ab8a618413f4","markdownBytes":4520,"characters":1608,"sourceEvidenceTier":"T2_CANDIDATE","sourceStatus":"active","evidenceBoundary":"本页为 OpenClaw 工程方法论概念，唯一支持来源为 T2 OpenClaw 处理文档（certainty_tier: T0_method）。如需升级到 T1，需补充独立于 OpenClaw 的人工确认来源。","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-6a58719029e73ec4","https://a.p4theater.top/research/hs-6d28a02a0a8fea37","https://a.p4theater.top/research/hs-ad601aa17282c8de","https://a.p4theater.top/research/hs-b9aece6af772888a","https://a.p4theater.top/research/hs-f6a49c1ddd72954c","https://a.p4theater.top/research/hs-ffd57ca6ae2f2293"],"relationMethod":"literal links and image references in the public edition; no inferred semantic support","paragraphCount":45,"markdown":"# 人工核验表单闭环\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：2026-05-29\n\n证据边界：本页为 OpenClaw 工程方法论概念，唯一支持来源为 T2 OpenClaw 处理文档（certainty_tier: T0_method）。如需升级到 T1，需补充独立于 OpenClaw 的人工确认来源。\n\n# 人工核验表单闭环\n\n## 定义\n\n[人工核验表单闭环](/research/hs-ad601aa17282c8de)，是《人类投降派》Wiki 和 OpenClaw 项目中把机器候选证据转化为人工确信证据的流程：\n\n```text\n候选行表\n-> 人类可读表单\n-> Owner 逐条判断\n-> 决策日志 / receipt\n-> master 表回写\n-> resolved 归档\n-> 下一轮只展示 unresolved\n```\n\n它的核心不是“有一个页面可以点按钮”，而是确保 人工确信最高优先级Canon-2026-05-05（馆内参考，未随本文公开） 不会因为新窗口、上下文压缩或模型幻觉而丢失。\n\n## 核心机制\n\n### 1. 人工确信高于模型候选\n\nMiMo、Hermes、OpenClaw 和字幕/声纹脚本都可以提供候选，但一旦 Owner UI 导出：\n\n```text\nhuman_status: human_confirmed\nreview_status: human_resolved\nconfirmed_by: owner_ui\n```\n\n该条就进入 T0 人工确信层，不能被后续模型重新降级为“可能是”。\n\n### 2. 已审即回收\n\n主表单只显示 `pending_review`。任何已经人工确认的行都必须：\n\n- 写入 `decisions.jsonl` / `decisions.csv`\n- 进入 `human_confirmed_decisions.*`\n- 从主队列隐藏\n- 合并进 master CSV/JSON\n- 只在 archive / summary 中保留\n\n### 3. 证据边界清楚\n\n如果没有可靠文本或视听证据，表单不应逼用户回答“这是谁说的”，而应收缩为更窄动作：\n\n- 先跳过\n- 标记不确定\n- 重新映射\n- 重新切分\n- 等待补证据\n\n### 4. 表单也是电影分析方法\n\n《人类投降派》的很多意义来自“谁说话 / 谁观看 / 谁被记录 / 谁[被命名](/research/hs-6d28a02a0a8fea37)”的不稳定。人工核验表单把这种不稳定变成可操作证据，而不是让解释直接越过行级事实。\n\n## 当前最重要的实例\n\n[2026-05-06-OwnerReviewConsole人工核验表单工程](/research/hs-6a58719029e73ec4) 记录的 2026-05-06 Owner UI 是当前最重要实例：\n\n| 表单 | 结果 |\n|---|---:|\n| `human-review-console-v1` | 99 条人工确认 |\n| `human-review-console-zero60-remaining-v2` | 449 条人工确认 |\n| V8 合并 | 548 条人工确认 |\n\n这使 `00:00-60:05` 的字幕角色归属从“模型候选 + 人工修正”升级为“行级 ground truth + 概念分析”。\n\n## 与相邻概念的区别\n\n它不同于 [四主角说话人归属](/research/hs-f6a49c1ddd72954c)：后者是影片内容层的身份/台词锁定；[人工核验表单闭环](/research/hs-ad601aa17282c8de)是让这种锁定可重复、可恢复、可回写的工程制度。\n\n它也不同于 [百科化知识库](/research/hs-b9aece6af772888a)：[百科化知识库](/research/hs-b9aece6af772888a)是最终的组织形态；[人工核验表单闭环](/research/hs-ad601aa17282c8de)是把证据送进百科之前的裁决机器。\n\n## 后续方向\n\n- 把 `60:05` 之后的字幕继续按同一套表单推进。\n- 对高压模糊段继续保留“不确定/跳过/待补证据”按钮，避免假确认。\n- 将每轮 Owner UI 的 summary 和 receipt 同步入 Wiki source card。\n\n## P1 出口骨架审读\n\n本页的三条来源支撑的是“证据制度”而不是影片内容判断本身：Owner Review Console 说明表单、receipt、decisions 和回写闭环；全片 RoleLock 与 Zero60/V8 来源说明人工确认如何把说话人、角色和字幕归属从模型候选提升为可复核底盘。\n\n因此，本页可以支撑 [证据层级](/research/hs-ffd57ca6ae2f2293)、[四主角说话人归属](/research/hs-f6a49c1ddd72954c) 和 Wiki 工程方法；不能单独把某句台词、某个角色动作或某段关系解释升级为影片事实。凡涉及具体声画、台词、身份和时间码，仍要回到对应 V10/Owner 行表、本地 T1 复核或专门来源页。\n\n\n## 支持证据\n\n- 相关来源：[2026-05-06-OwnerReviewConsole人工核验表单工程](/research/hs-6a58719029e73ec4)。","paragraphs":[{"id":"hs-ad601aa17282c8de#p-3d0ce0b8d4a99816-1","anchor":"p-3d0ce0b8d4a99816-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-3d0ce0b8d4a99816-1","kind":"h2","headingPath":["人工核验表单闭环"],"text":"人工核验表单闭环","textSha256":"6decf2c79365611e8afb3b47b0439e5c8ad76600a4bfb57710c7af05da189a50","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-4f7a45237d089b2f-1","anchor":"p-4f7a45237d089b2f-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-4f7a45237d089b2f-1","kind":"h2","headingPath":["定义"],"text":"定义","textSha256":"b4d7d450f617bcaec4e5dc0d4dd308357ae13a6599e2f3851d45e265a092a4bb","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-1402e638b3371a17-1","anchor":"p-1402e638b3371a17-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-1402e638b3371a17-1","kind":"p","headingPath":["定义"],"text":"人工核验表单闭环 ，是《人类投降派》Wiki 和 OpenClaw 项目中把机器候选证据转化为人工确信证据的流程：","textSha256":"9e892660f890cb159343919754c19ba886f182c180c5fe36948ec8ea9bf594ca","links":["https://a.p4theater.top/research/hs-ad601aa17282c8de"],"images":[]},{"id":"hs-ad601aa17282c8de#p-2ae56c005210240c-1","anchor":"p-2ae56c005210240c-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-2ae56c005210240c-1","kind":"pre","headingPath":["定义"],"text":"候选行表\n-> 人类可读表单\n-> Owner 逐条判断\n-> 决策日志 / receipt\n-> master 表回写\n-> resolved 归档\n-> 下一轮只展示 unresolved","textSha256":"3c9a1517ea0bef765d1af0a55a1381986d6dae7a87aed577d5b63ba01af31040","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-f81678f48f2eb140-1","anchor":"p-f81678f48f2eb140-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-f81678f48f2eb140-1","kind":"p","headingPath":["定义"],"text":"它的核心不是“有一个页面可以点按钮”，而是确保 人工确信最高优先级Canon-2026-05-05（馆内参考，未随本文公开） 不会因为新窗口、上下文压缩或模型幻觉而丢失。","textSha256":"65553fb0f52a8ad6e783664ed4a55a389dfbf3d9790e8e814c01465a6b537939","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-436b4add6f447e7a-1","anchor":"p-436b4add6f447e7a-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-436b4add6f447e7a-1","kind":"h2","headingPath":["核心机制"],"text":"核心机制","textSha256":"4f45966a83d4bf73c645d040cd7058da1a84a6cdd4629e905dcf2fe97fed7c67","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-4c1d2e6a15f889bc-1","anchor":"p-4c1d2e6a15f889bc-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-4c1d2e6a15f889bc-1","kind":"h3","headingPath":["核心机制","1. 人工确信高于模型候选"],"text":"1. 人工确信高于模型候选","textSha256":"a90c11a1b71ac54141c42ff291e1c91cb6683249ef373189c65fccac6e60ca5f","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-6d5215ac5577301c-1","anchor":"p-6d5215ac5577301c-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-6d5215ac5577301c-1","kind":"p","headingPath":["核心机制","1. 人工确信高于模型候选"],"text":"MiMo、Hermes、OpenClaw 和字幕/声纹脚本都可以提供候选，但一旦 Owner UI 导出：","textSha256":"e33e916551da5be1f245dd16d25e1292d76058804710cfbc20cb9f4bdeb047f2","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-2595ecf8617ffa0a-1","anchor":"p-2595ecf8617ffa0a-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-2595ecf8617ffa0a-1","kind":"pre","headingPath":["核心机制","1. 人工确信高于模型候选"],"text":"human_status: human_confirmed\nreview_status: human_resolved\nconfirmed_by: owner_ui","textSha256":"f91f417f5cf688f7cb44e4d0284090534f7ac86f07ad258f20a0657ff8ddc9fa","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-3e10c805da867a89-1","anchor":"p-3e10c805da867a89-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-3e10c805da867a89-1","kind":"p","headingPath":["核心机制","1. 人工确信高于模型候选"],"text":"该条就进入 T0 人工确信层，不能被后续模型重新降级为“可能是”。","textSha256":"5cbf18efb12e7440bebdfc0be967d4536dd2f098f7b9210c960ded127e560f48","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-c7d29ec7ae6cbb5d-1","anchor":"p-c7d29ec7ae6cbb5d-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-c7d29ec7ae6cbb5d-1","kind":"h3","headingPath":["核心机制","2. 已审即回收"],"text":"2. 已审即回收","textSha256":"91fec1722460cecf0e9df79ee382cd84c2a7793719c29f3224122c1600e55d77","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-58cbb4c9b1afd648-1","anchor":"p-58cbb4c9b1afd648-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-58cbb4c9b1afd648-1","kind":"p","headingPath":["核心机制","2. 已审即回收"],"text":"主表单只显示 pending_review 。任何已经人工确认的行都必须：","textSha256":"0911efc3a152fd8541b7e400a98d55f6efa037dafe6594b36ef73c1bd7b38b06","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-b4d6d6103fe4f3a1-1","anchor":"p-b4d6d6103fe4f3a1-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-b4d6d6103fe4f3a1-1","kind":"li","headingPath":["核心机制","2. 已审即回收"],"text":"写入 decisions.jsonl / decisions.csv","textSha256":"f7d4cbb7b0ebfb5c2296da71bf3676c0e0e46969f6aae7915519edadca0e6132","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-b22f1c78533091ae-1","anchor":"p-b22f1c78533091ae-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-b22f1c78533091ae-1","kind":"li","headingPath":["核心机制","2. 已审即回收"],"text":"进入 human_confirmed_decisions.*","textSha256":"3ae043ab6a2620f042e8b24242ce23ab85d85cccc7c0a6053d71bb19dbf9494d","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-6d6d456d3f7c81ed-1","anchor":"p-6d6d456d3f7c81ed-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-6d6d456d3f7c81ed-1","kind":"li","headingPath":["核心机制","2. 已审即回收"],"text":"从主队列隐藏","textSha256":"79b4bc5a99e813b1a63995eb51b271a8fa005d0cd13ce185e68a609d358841ea","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-6ebb0fe2e40ee437-1","anchor":"p-6ebb0fe2e40ee437-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-6ebb0fe2e40ee437-1","kind":"li","headingPath":["核心机制","2. 已审即回收"],"text":"合并进 master CSV/JSON","textSha256":"1196311361a5e049e21b44f54837acadc6094116e810c9ea186513fbe98cefe4","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-499bc640f98d242a-1","anchor":"p-499bc640f98d242a-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-499bc640f98d242a-1","kind":"li","headingPath":["核心机制","2. 已审即回收"],"text":"只在 archive / summary 中保留","textSha256":"7f6139933a4e5ccbea0040daa5c046dc6e4ba65da73c5e691f4dc9b4a70c2f86","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-acfe8d58eb380f54-1","anchor":"p-acfe8d58eb380f54-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-acfe8d58eb380f54-1","kind":"h3","headingPath":["核心机制","3. 证据边界清楚"],"text":"3. 证据边界清楚","textSha256":"8afc488b01d1ba192f5de3d143cada93633ada11aa58f6a47ffa380d8432d169","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-813b854d61803f1f-1","anchor":"p-813b854d61803f1f-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-813b854d61803f1f-1","kind":"p","headingPath":["核心机制","3. 证据边界清楚"],"text":"如果没有可靠文本或视听证据，表单不应逼用户回答“这是谁说的”，而应收缩为更窄动作：","textSha256":"da075d512aea47f18d2ce5d1cc37e27014e6d82a8cfe604e6ced4b0990fff4d0","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-64adce0f66b16576-1","anchor":"p-64adce0f66b16576-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-64adce0f66b16576-1","kind":"li","headingPath":["核心机制","3. 证据边界清楚"],"text":"先跳过","textSha256":"dd538d29aabeab5577f42a92fce888ef212557f74cf823973aa826aa9194f4a4","links":[],"images":[]},{"id":"hs-ad601aa17282c8de#p-dee1e26eb992567c-1","anchor":"p-dee1e26eb992567c-1","url":"https://a.p4theater.top/research/hs-ad601aa17282c8de#p-dee1e26eb992567c-1","kind":"li","headingPath":["核心机制","3. 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