diff --git a/.agent/skills/science-video-pipeline/SKILL.md b/.agent/skills/science-video-pipeline/SKILL.md
index 48aecc127..4fcf6f7da 100644
--- a/.agent/skills/science-video-pipeline/SKILL.md
+++ b/.agent/skills/science-video-pipeline/SKILL.md
@@ -1,35 +1,35 @@
 ---
 name: science-video-pipeline
-description: 把论文/综述做成动效图解科普视频的九阶段流水线（论文精读提取→策划→逐字稿 SSOT→双重校验→分镜→TTS 声音克隆→Remotion 场景实现→草渲抽帧 QA→终渲交付）。Use when producing or iterating a media/*-video/ episode: narration.md, storyboard.md, IndexTTS voice cloning, Remotion scenes, frame QA, or final render; or when scaffolding a new episode.
+description: 把论文/综述做成动效图解科普视频的九阶段流水线（论文精读提取→策划→逐字稿 SSOT→双重校验→分镜→TTS 声音克隆→Remotion 场景实现→草渲抽帧 QA→终渲交付）。Use when producing or iterating an apps/negentropy-influence/episodes/*-video/ episode: narration.md, storyboard.md, IndexTTS voice cloning, Remotion scenes, frame QA, or final render; or when scaffolding a new episode.
 allowed-tools: Read, Write, Edit, Glob, Grep, Bash
 ---
 
 # 科普视频制作流水线（导航壳）
 
-本 Skill 是路由层：内容 SSOT 在 `media/pipeline/skills/01–09.md`，工具 SSOT 在
-`media/pipeline/scripts/`，不在此复制任何正文（防第二事实源）。
+本 Skill 是路由层：内容 SSOT 在 `apps/negentropy-influence/pipeline/skills/01–09.md`，工具 SSOT 在
+`apps/negentropy-influence/pipeline/scripts/`，不在此复制任何正文（防第二事实源）。
 
 ## 九阶段速查
 
 | Stage | 做什么 | 规格链接 | 工具/命令（编排入口 `pipeline.py`） | 通过门 |
 |---|---|---|---|---|
-| ① 信源精读取证 | **A 型论文**：并行子代理逐章 + 官方站点补充；**B 型文档/代码/课程站点**：固定提交取证 + 证据三级 | [01](../../../media/pipeline/skills/01-source-extraction.md) | A 型 `paper_extract.py`（map/text/captions/find/render）；B 型 `source_ledger.py`（fetch/list/verify） | 全部断言可回溯；RISKY=0 |
-| ② 策划 | 受众/结构/视觉契约（色彩语义） | [02](../../../media/pipeline/skills/02-planning.md) | — | planning.md 六节齐 |
-| ③ 逐字稿 | narration.md ★单一事实源 | [03](../../../media/pipeline/skills/03-narration.md) | `pipeline.py build` | `build_narration.py` 通过 |
-| ④⑤ 双重校验 + 分镜 | 真实性回溯 + 易懂性；beat 覆盖性 | [04](../../../media/pipeline/skills/04-verification.md) / [05](../../../media/pipeline/skills/05-storyboard.md) | `pipeline.py check`（+`--check-scenes`） | RISKY=0；覆盖率无缺句 |
-| ⑥ TTS 配音 | 本人音色克隆（IndexTTS-2.5） | [07](../../../media/pipeline/skills/07-tts-voice.md) | `pipeline.py tts --plan` | refs 指纹门 + 试听 + ETA |
-| ⑦ Remotion 场景 | 代码动画实现 | [06](../../../media/pipeline/skills/06-remotion-implementation.md) | `tsc --noEmit` | 七条渲染红线 |
-| ⑧ 草渲 + 抽帧 QA | 半分辨率快速迭代 | [08](../../../media/pipeline/skills/08-render-qa.md) | `pipeline.py render` + `qa` | 自动体检零 FAIL |
-| ⑨ 终渲 + 交付 | 1080p30 + srt/vtt | [09](../../../media/pipeline/skills/09-final-render.md) | `render --final` + `captions` | 实测时长在预算窗 |
+| ① 信源精读取证 | **A 型论文**：并行子代理逐章 + 官方站点补充；**B 型文档/代码/课程站点**：固定提交取证 + 证据三级 | [01](../../../apps/negentropy-influence/pipeline/skills/01-source-extraction.md) | A 型 `paper_extract.py`（map/text/captions/find/render）；B 型 `source_ledger.py`（fetch/list/verify） | 全部断言可回溯；RISKY=0 |
+| ② 策划 | 受众/结构/视觉契约（色彩语义） | [02](../../../apps/negentropy-influence/pipeline/skills/02-planning.md) | — | planning.md 六节齐 |
+| ③ 逐字稿 | narration.md ★单一事实源 | [03](../../../apps/negentropy-influence/pipeline/skills/03-narration.md) | `pipeline.py build` | `build_narration.py` 通过 |
+| ④⑤ 双重校验 + 分镜 | 真实性回溯 + 易懂性；beat 覆盖性 | [04](../../../apps/negentropy-influence/pipeline/skills/04-verification.md) / [05](../../../apps/negentropy-influence/pipeline/skills/05-storyboard.md) | `pipeline.py check`（+`--check-scenes`） | RISKY=0；覆盖率无缺句 |
+| ⑥ TTS 配音 | 本人音色克隆（IndexTTS-2.5） | [07](../../../apps/negentropy-influence/pipeline/skills/07-tts-voice.md) | `pipeline.py tts --plan` | refs 指纹门 + 试听 + ETA |
+| ⑦ Remotion 场景 | 代码动画实现 | [06](../../../apps/negentropy-influence/pipeline/skills/06-remotion-implementation.md) | `tsc --noEmit` | 七条渲染红线 |
+| ⑧ 草渲 + 抽帧 QA | 半分辨率快速迭代 | [08](../../../apps/negentropy-influence/pipeline/skills/08-render-qa.md) | `pipeline.py render` + `qa` | 自动体检零 FAIL |
+| ⑨ 终渲 + 交付 | 1080p30 + srt/vtt | [09](../../../apps/negentropy-influence/pipeline/skills/09-final-render.md) | `render --final` + `captions` | 实测时长在预算窗 |
 
 ## 关键不变量
 
 - 逐字稿只改 `narration.md`；`narration.json`/`manifest.json` 是派生物。
-- **口播永不出现他集标题与集数序号**——顺序只在视觉层与 [media/series.json](../../../media/series.json)（校验：`check_series.py`）。
+- **口播永不出现他集标题与集数序号**——顺序只在视觉层与 [series.json](../../../apps/negentropy-influence/series.json)（校验：`check_series.py`）。
   多系列（顶层 `seriesList[]`）语义：反串线规则**跨系列全局**，顺序类规则**按系列内**判定。
 - **证据分级**：B 型信源里「他人对闭源产品源码的分析」属三级证据，口播必须带归属句，
   不得表述为产品既成事实；活数据（行数、总量、star 数）不进口播。
 - 每集 `pipeline.toml` 是可执行参数的唯一来源；README 不复制命令行参数。
 - 时序常数只在 `video/src/timing.json`（timing.ts 与 Python 共读）。
 - 声音样本是生物特征：不入库（`voices/refs.toml` 只存指纹），试听后即删。
-- 新集脚手架与复用边界（Python 集中 SSOT / Remotion 复制不共享）见 [media/pipeline/README.md](../../../media/pipeline/README.md)。
+- 新集脚手架与复用边界（Python 集中 SSOT / Remotion 复制不共享）见 [pipeline/README.md](../../../apps/negentropy-influence/pipeline/README.md)。
diff --git a/.gitignore b/.gitignore
index 2a9094884..9b5e62b8e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -294,39 +294,21 @@ benchmarks/runs/
 # 此条兜底 agent 路径漂移误在 worktree 写候选的极端场景，确保其永不进 commit/PR）
 patrol-candidate.md
 
-# 科普视频工程（media/self-improving-agents-video）本地产物：
+# 科普视频工程（apps/negentropy-influence/episodes/<slug>-video）本地产物：
 # tts.py 逐句音频 + manifest、Remotion 渲染产物均环境相关，不入 git。
 # 注：工程内的 .gitignore 被上方根级裸 `.gitignore` 规则挡住无法提交，规则须维护在此处。
-media/self-improving-agents-video/video/public/audio/
-media/self-improving-agents-video/out/
-media/self-improving-agents-video/**/*.mp4
-media/self-improving-agents-video/**/*.mp3
-media/self-improving-agents-video/**/*.wav
-
-# 科普视频工程（media/experience-era-agents-video）本地产物：同上集规则。
-media/experience-era-agents-video/video/public/audio/
-media/experience-era-agents-video/out/
-media/experience-era-agents-video/**/*.mp4
-media/experience-era-agents-video/**/*.mp3
-media/experience-era-agents-video/**/*.wav
-
-# 声音克隆参考样本（media/pipeline/voices/）：个人声音属生物特征信息，绝不入库。
-# 目录级忽略 + 白名单例外（README 与 refs.toml 指纹清单——后者只存哈希与生成参数，
-# 不含音频字节），防漏网音频格式（ogg/opus/wma 等）。
-media/pipeline/voices/*
-!media/pipeline/voices/README.md
-!media/pipeline/voices/refs.toml
-
-# 科普视频工程（media/self-evolving-coding-agents-video）本地产物：同上集规则。
-media/self-evolving-coding-agents-video/video/public/audio/
-media/self-evolving-coding-agents-video/out/
-media/self-evolving-coding-agents-video/**/*.mp4
-media/self-evolving-coding-agents-video/**/*.mp3
-media/self-evolving-coding-agents-video/**/*.wav
-
-# 科普视频工程（media/claude-code-explained-video）本地产物：同上集规则。
-media/claude-code-explained-video/video/public/audio/
-media/claude-code-explained-video/out/
-media/claude-code-explained-video/**/*.mp4
-media/claude-code-explained-video/**/*.mp3
-media/claude-code-explained-video/**/*.wav
+# 通配到集：`*` 只吃一级目录名（= 分集目录），故**新增分集无需再改本文件**
+#   —— 此前逐集枚举导致新集的音频产物在补齐 5 行前完全未被覆盖。
+# `out/` 已由上方通用规则（第 223 行 `out/`，非锚定）覆盖，此处不再逐集重复。
+apps/negentropy-influence/episodes/*/video/public/audio/
+apps/negentropy-influence/episodes/**/*.mp4
+apps/negentropy-influence/episodes/**/*.mp3
+apps/negentropy-influence/episodes/**/*.wav
+
+# 声音克隆参考样本（apps/negentropy-influence/pipeline/voices/）：个人声音属生物
+# 特征信息，绝不入库。目录级忽略 + 白名单例外（README 与 refs.toml 指纹清单——
+# 后者只存哈希与生成参数，不含音频字节），防漏网音频格式（ogg/opus/wma 等）。
+# 注：必须写 `/*` 而非 `/` —— git 无法用 `!` 把被排除**目录**内的文件重新纳入。
+apps/negentropy-influence/pipeline/voices/*
+!apps/negentropy-influence/pipeline/voices/README.md
+!apps/negentropy-influence/pipeline/voices/refs.toml
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 858dc0412..ddd2cf8ba 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -46,16 +46,16 @@ repos:
         files: ^apps/negentropy/
         types_or: [python, pyi]
 
-      # ── Python: media/pipeline（科普视频公共管线） ─────────────────────────
+      # ── Python: negentropy-influence/pipeline（科普视频公共管线） ──────────
       # 与 negentropy 同一 ruff 修订版；此前仅覆盖 apps/negentropy/，管线脚本无 lint 门
       - id: ruff
-        name: ruff lint (media-pipeline)
+        name: ruff lint (influence-pipeline)
         args: [--fix, --exit-non-zero-on-fix]
-        files: ^media/pipeline/
+        files: ^apps/negentropy-influence/pipeline/
         types_or: [python, pyi]
       - id: ruff-format
-        name: ruff format (media-pipeline)
-        files: ^media/pipeline/
+        name: ruff format (influence-pipeline)
+        files: ^apps/negentropy-influence/pipeline/
         types_or: [python, pyi]
 
   # ── Node.js: apps/negentropy-ui ──────────────────────────────────────────
@@ -119,14 +119,18 @@ repos:
         files: ^(VERSION|scripts/sync_versions\.py|package\.json|apps/negentropy/(pyproject\.toml|uv\.lock)|apps/negentropy-ui/package\.json|apps/negentropy-wiki/package\.json|apps/negentropy-perceives/(pyproject\.toml|uv\.lock)|packages/agents-chat-core/package\.json)$
         pass_filenames: false
 
-  # ── 科普视频系列一致性（media/series.json 执法） ─────────────────────────
+  # ── 科普视频系列一致性（series.json 执法） ───────────────────────────────
   # 规则：口播反串线（自身标题排除）/多标题顺序/序号绑定/清单完整性/相对链接死链。
   # 注意：挂在内容修复之后落地；顺序调整类变更须先改 series.json 再动散文。
+  # ⚠️ files: 写错是**静默**失效（钩子直接跳过、不报错），entry 写错才会响。
+  #    改动本条后须验证：暂存一处子项目内改动，确认钩子 Passed 而非 Skipped。
+  #    `.agent/skills/science-video-pipeline/` 亦须在列 —— 该路由壳有 13 条入树
+  #    链接受规则 5 执法，只改它的提交必须能触发本钩子。
   - repo: local
     hooks:
       - id: series-consistency-check
-        name: Series consistency (media/series.json)
+        name: Series consistency (series.json)
         language: system
-        entry: uv run --no-project media/pipeline/scripts/check_series.py
-        files: ^(media/|docs/\.agents/knowledge-map\.md|CHANGELOG\.md)
+        entry: uv run --no-project apps/negentropy-influence/pipeline/scripts/check_series.py
+        files: ^(apps/negentropy-influence/|\.agent/skills/science-video-pipeline/|docs/\.agents/knowledge-map\.md|CHANGELOG\.md)
         pass_filenames: false
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 96e026978..aae09549f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,20 +4,32 @@
 
 ## [Unreleased]
 
+### Changed
+
+- **`media/` 迁移为 `apps/negentropy-influence/`（分层布局）+ 公共层四项抽取**：子项目从仓库根迁入 `apps/` 约定位置，「机制」（`pipeline/`）与「内容」（`episodes/<slug>-video/`）边界显式化。迁移本身是 191 文件 R100 纯重命名（0 增 0 删），语义修复独立成提交。四项基建：
+  ① **路径锚点抽取**（[paths.py](apps/negentropy-influence/pipeline/scripts/paths.py) + `.influence-root` 哨兵）：替换三处「数目录层数」的 `parents[N]`——迁移已实证其脆弱（错位后 tts.ref 解析失败、check_series 门静默失效、生物特征小样写错位置，三种失败**都不报错**）。`tts.ref` 与 `series.json` 的 `path` 同步改为**子项目根相对**（缓存摘要只含字节 sha1 不含路径，零句缓存失效）。
+  ② **产物 ignore 通配化**（根 `.gitignore` 28 行→16 行）：迁移后实测 `voices/*.wav`、逐句 mp3、`.engine`、`*.wav` 全部会变为**可提交**（`check-added-large-files` 阈值 1024KB 拦不住 768KB 的声音样本）；通配到分集级同时修掉既存漏洞——**新集在补齐那 5 行之前完全没有覆盖**，新集清单第 3 步随之删除。
+  ③ **[stages.toml](apps/negentropy-influence/pipeline/stages.toml) 九阶段唯一声明**：杀掉「散文/子命令/mermaid/路由表」四处分裂脑；序号↔文件号错位（⑥↔07、⑦↔06）显式化 + `test_stages.py` 执法；9 篇 H1 统一为 `# Stage <序号> <名字>`。
+  ④ **`pipeline.toml` schema 与默认值层**（[config.py](apps/negentropy-influence/pipeline/scripts/config.py)）：每集 11 键收缩到 6 键（机制常数进代码、`episode.title` 删除、`engine` 留作策略声明、`server` 走环境变量）；**等价变换已证明**（解析填默认后全部 schema 键 4 集逐一相等）；修掉一个**静默跳过的门**（缺 toml 时时长预算退化为 [0,999]——现在点名 WARN）；`episode.slug` 升级为跨源身份校验；`doctor` 打印带来源标注的配置表。
+  ⑤ **骨架模板三件套**（[templates/video-skeleton/](apps/negentropy-influence/pipeline/templates/video-skeleton/skeleton.toml)）：复制源头从「任一既有集」收敛为**命名模板**（scaffold.py 实例化 + verify_skeleton.py 按系列分组 md5 漂移门），把「改一处须同步」从纸面义务变成秒级判据——此前 391 行冻结基建有 4 个同权真理声明者且义务从未执行过（实测 Main.tsx/cards.tsx 均已漂移，3 处既存漂移登记在案）。README §四「复制适配不做共享包」的决策**不被推翻、而是被补完**（运行期仍是物理副本、仍 `--ignore-workspace` 独立可渲染）。
+  ⑥ **`$I`/`$R`/`$P`/`$V` 路径变量约定 + skills 死链执法**：命令变量化，**位置字面量全仓只写在 `I=` 一行**、其余变量派生自它（定义只在 pipeline/README.md 一处，`test_docs_paths.py` 守围栏块/行内/脚本文件头三种形态）；散文链接保持相对路径（规则 5 执法）；`.agent/skills/science-video-pipeline` 路由壳的 13 条链接**此前完全无死链校验**，现入 `check_series` 受检面；4 集 README 的三种互不一致调用风格统一为 `./node_modules/.bin/` 直调。
+  评审加固（同轮）：**锚点混用成门**——`$R + pipeline/voices/…` 这类「在任何 CWD 下都不成立」的命令一度散在 7 个文件里（不是 Markdown 链接，规则 5 看不到），样本路径统一走 `$V` 并加正控；**`[[drift]]` 豁免按指纹钉住**（不钉指纹 = 该文件此后永久免检，而 Main.tsx 每集都要动），偏离内容一变即报 `DRIFT-CHANGED`，且 I2 与 I1 共用逃逸口（否则单集系列登记后 `--strict` 永远红、登记者无路可走）；**模板 Main.tsx 的 regioned 区清空**（此前带着某一集的 7 条 `./scenes/*` import，新集开箱即 7 个 module-not-found；归一化恰好剥掉这两段，故清空不动任何既有集指纹）；**scaffold 占位符自身合规**（`ref_sha1` 11 位曾让新集连 Stage ③ `build` 都跑不起来——`load_config` 对每个子命令都以 `scope=None` 全节校验）；**`pipeline.py qa --video` 改为工程相对**（本入口以 `cwd=<工程>` 启动 qa_frames，`$P/out/…` 必落空——与直调 `qa_frames.py` 的写法**不可互抄**，两处均已成门）；**漂移正控迁到 tmp_path 镜像子项目**（此前直接改写受版本控制的已发布分集文件，Ctrl-C 即留脏、并行跑测试互踩；沿用 `test_check_series.py` 的 `.influence-root` 假子项目做法）。
+  测试全绿（每条新守卫均做正控：注入漂移必红、还原转绿）；4 集内容门/主题对比度与迁移前基线逐项一致；`pnpm ls -r` 仍恰 5 项目、根 lockfile 零变更、4 集 `tsc --noEmit` 全过、全仓 `media/` 引用归零（`--text --hidden --no-ignore` 三旗扫描）。⚠️ 各兄弟 worktree 的 gitignored TTS 产物（canberra 187 mp3 / philadelphia-v2 170 mp3）**留在旧路径**，须按 README runbook 在各 worktree 内搬迁，全程禁 `git clean -xdf`。
+
 ### Added
 
-- **新系列「Claude Code 通俗全解」首集 + 管线多系列化与 B 型信源取证基建**：新增 [《拆开 Claude Code：让 AI 动手的四层机制》](media/claude-code-explained-video/README.md)（陶土橙 `#D97757` 内核 / 石青 `#64C4C0` 外挂机制 / 警示红 `#EF6461` 拒绝闸门，三色对 `#0E1116` 实测 6.06 / 9.18 / 6.00 : 1；170 句 4048 字 7 幕 39 镜；配音 `sunny-steady` + `me-bright.wav`），选题为开源课程 [Learn Claude Code](https://learn.shareai.run/zh/s01/) 的工具与执行四章（s01 Agent Loop / s02 Tool Use / s03 Permission / s04 Hooks）。为此做三件基建：
-  ① **`media/series.json` 多系列化**：顶层由单 `series` 对象改为 `seriesList[]`，`check_series.py` 相应分层——**反串线规则（1）跨系列全局生效**（两系列口播互不引用），**顺序类规则（2/3/4）按系列内判定**（`episode` 的 `1..N` 连续性只在系列内成立，slug 仍全局唯一）；`test_check_series.py` 增 6 例多系列语义用例（各系列各有第 1 集不误报、跨系列标题不比顺序、跨系列反串线仍 FAIL、跨系列 slug 重复 FAIL）。
-  ② **Stage ① 泛化为两类信源**：`skills/01-paper-extraction.md` → [`01-source-extraction.md`](media/pipeline/skills/01-source-extraction.md)，A 型论文正文原样保留，新增 **B 型（文档/代码/课程站点）** 大节——双轨取证（仓库 @ **固定 commit** + 站点正文）、**证据三级**（一级仓库实测可断言 / 二级站点正文 / 三级「他人对闭源产品源码的分析」**必须带归属句**，不得说成产品既成事实）、数字纪律（口径须可复算、复算不出就只说趋势、活数据不进口播）、二次信源分歧清单必备。配套新工具 [`source_ledger.py`](media/pipeline/scripts/source_ledger.py)（fetch/list/verify，仿 `refs.py` 的清单+指纹设计；`repo` 类校验 `--pinned-ref` 出现在 URL 中且 raw 指纹漂移即 FAIL，`site` 类只比**剥标签归一后的正文**指纹、漂移报 WARN——构建产物哈希天天变，比 raw 毫无信噪比）+ `test_source_ledger.py` 11 例；`media/pipeline/tests/` 由 46 → **130 项**全绿（含合并 #1109 带入的 pron_marks / prospect_ref / tts_bench / digest 参数化用例）。
+- **新系列「Claude Code 通俗全解」首集 + 管线多系列化与 B 型信源取证基建**：新增 [《拆开 Claude Code：让 AI 动手的四层机制》](apps/negentropy-influence/episodes/claude-code-explained-video/README.md)（陶土橙 `#D97757` 内核 / 石青 `#64C4C0` 外挂机制 / 警示红 `#EF6461` 拒绝闸门，三色对 `#0E1116` 实测 6.06 / 9.18 / 6.00 : 1；170 句 4048 字 7 幕 39 镜；配音 `sunny-steady` + `me-bright.wav`），选题为开源课程 [Learn Claude Code](https://learn.shareai.run/zh/s01/) 的工具与执行四章（s01 Agent Loop / s02 Tool Use / s03 Permission / s04 Hooks）。为此做三件基建：
+  ① **`apps/negentropy-influence/series.json` 多系列化**：顶层由单 `series` 对象改为 `seriesList[]`，`check_series.py` 相应分层——**反串线规则（1）跨系列全局生效**（两系列口播互不引用），**顺序类规则（2/3/4）按系列内判定**（`episode` 的 `1..N` 连续性只在系列内成立，slug 仍全局唯一）；`test_check_series.py` 增 6 例多系列语义用例（各系列各有第 1 集不误报、跨系列标题不比顺序、跨系列反串线仍 FAIL、跨系列 slug 重复 FAIL）。
+  ② **Stage ① 泛化为两类信源**：`skills/01-paper-extraction.md` → [`01-source-extraction.md`](apps/negentropy-influence/pipeline/skills/01-source-extraction.md)，A 型论文正文原样保留，新增 **B 型（文档/代码/课程站点）** 大节——双轨取证（仓库 @ **固定 commit** + 站点正文）、**证据三级**（一级仓库实测可断言 / 二级站点正文 / 三级「他人对闭源产品源码的分析」**必须带归属句**，不得说成产品既成事实）、数字纪律（口径须可复算、复算不出就只说趋势、活数据不进口播）、二次信源分歧清单必备。配套新工具 [`source_ledger.py`](apps/negentropy-influence/pipeline/scripts/source_ledger.py)（fetch/list/verify，仿 `refs.py` 的清单+指纹设计；`repo` 类校验 `--pinned-ref` 出现在 URL 中且 raw 指纹漂移即 FAIL，`site` 类只比**剥标签归一后的正文**指纹、漂移报 WARN——构建产物哈希天天变，比 raw 毫无信噪比）+ `test_source_ledger.py` 11 例；`apps/negentropy-influence/pipeline/tests/` 由 46 → **130 项**全绿（含合并 #1109 带入的 pron_marks / prospect_ref / tts_bench / digest 参数化用例）。
   ③ **两条实测口径沉淀**：`skills/02` 写明 **`chars_per_min = 280` 不是纯语速而是含停顿的等效口径**（EP1 实测纯语速 301 字/分 + 停顿开销 68 s，两者抵消使「字数 ÷ 280」对全片时长误差仅 1%），并给出推论「**字数是硬约束，句数不是**」（本集实测：263 句合并到 229 句，字数只从 5054 掉到 4909，时长几乎没动——压时长必须真删内容）；`skills/06` 新增**可复用视觉母题库**（终端打字 / 恒定视觉锚 / 字典分发表 / 闸门路由 / 插槽注册板 / 反枚举并列项）并显式化一条此前隐含的边界：**A 档冻结清单的同步义务限于同系列内**，新系列首集建立自己的基线（否则「复制不共享」的隔离初衷会被跨系列同步义务反向击穿）。
   内容侧的两处校准值得单列：课程站点标注的章节行数（102/135/180/232）在固定提交上**用任何口径都复算不出**（s04 声称 232 而实测非空仅 213），判定为早期提交遗留值 → 口播只说趋势、画面给实测值 + 口径 + 取数日期；课程反复说的「循环里只改了一行」经逐章 diff 实测**只在 s02 成立**（s03 是插入 5 行门、s04 另长出 Stop 钩子续跑分支），故口播改用更准也更有力的口径——「**骨架四章一字未改，变的只有『执行』那一步怎么写**」（实测支撑：程序总行 141 → 255 增 81%，而 `agent_loop` 恒在 20–28 行）。另实测确认 pnpm ≥ 11 的 `ERR_PNPM_IGNORED_BUILDS: esbuild`（ISSUE-076）**对本工程无害**——平台二进制是 optionalDependency、不依赖 postinstall，旧写法下 `remotion bundle` 端到端通过，故刻意不改 A 档冻结文件去消音。
-- **科普视频公共管线基建升级**：`pipeline.py` 单入口编排（status/doctor/build/check/tts/captions/render/qa/all/clean-samples，阶段契约与派生式新鲜度——零状态文件防第二事实源）+ 每集 `pipeline.toml` 声明式配置（可执行参数不再散落 README，治 ISSUE-161 类漂移）+ `timing.json` 时序常数 SSOT（timing.ts 同步 import、Python 侧 timeline.py 共读，双语言镜像漂移结构性消灭）+ 七件新工具：`check_script`（④⑤门：分镜覆盖性/时长预算双口径/淡入不变式/--check-scenes 分镜↔代码互比——当场抓出两集既存分镜漂移）、`check_series`（系列顺序五规则执法 [media/series.json](media/series.json)，自身标题排除使纯 grep 不可能做到的反串线 lint 成为可能）、`captions`（srt/vtt，cue 终点不含停顿）、`qa_frames --check/--check-theme`（黑帧/字幕带侵入[连通亮段法]/冻帧/字幕缺失 + WCAG 对比度）、`paper_extract`（Stage ① 取证五子命令）、`refs.py` + `voices/refs.toml`（参考样本指纹清单，只存哈希不存音频）、`tts.py --expect-ref-sha1` 指纹硬校验与 `.engine` 音色签名护栏 + `--allow-voice-switch` 显式放行（ISSUE-163 的拦截层）；`media/pipeline/tests/` 45 项（digest 黄金哈希守「缓存零失效」）全绿 2s；pre-commit ruff 扩至 `^media/pipeline/`；技能规格补齐 skills/07–09 并挂载路由型真 Skill [.agent/skills/science-video-pipeline](.agent/skills/science-video-pipeline/SKILL.md)（零正文复制）。
-- **系列发布顺序 SSOT 与 Remotion 最佳实践三集落地**：新增 `media/series.json`/`series.md`（三集顺序 + 「序号不进口播」系列纪律——发布顺序变更的 TTS 代价恒为零）；`@remotion/media` `<Audio>`（丢外层 Sequence + premountFor，渲染期自动关闭的事实写入注释）、`fitText` 字幕真实测量（替代手写 CJK 宽度估算与魔法阈值）、`SceneFade` 幕间呼吸淡入淡出（不用 TransitionSeries 的根因记录在案：Σ序列−Σ转场与绝对定位音频层不兼容）、`remotion.config.ts` 交付硬化（h264/crf18/yuv420p/aac192K/enforceAudioTrack；显式不设 concurrency——机器属性）；冻结文件三集 md5 唯一、根 lockfile 零变更；EP2/EP3 只同步不重渲（series.json status 标注窗口期）。
+- **科普视频公共管线基建升级**：`pipeline.py` 单入口编排（status/doctor/build/check/tts/captions/render/qa/all/clean-samples，阶段契约与派生式新鲜度——零状态文件防第二事实源）+ 每集 `pipeline.toml` 声明式配置（可执行参数不再散落 README，治 ISSUE-161 类漂移）+ `timing.json` 时序常数 SSOT（timing.ts 同步 import、Python 侧 timeline.py 共读，双语言镜像漂移结构性消灭）+ 七件新工具：`check_script`（④⑤门：分镜覆盖性/时长预算双口径/淡入不变式/--check-scenes 分镜↔代码互比——当场抓出两集既存分镜漂移）、`check_series`（系列顺序五规则执法 [series.json](apps/negentropy-influence/series.json)，自身标题排除使纯 grep 不可能做到的反串线 lint 成为可能）、`captions`（srt/vtt，cue 终点不含停顿）、`qa_frames --check/--check-theme`（黑帧/字幕带侵入[连通亮段法]/冻帧/字幕缺失 + WCAG 对比度）、`paper_extract`（Stage ① 取证五子命令）、`refs.py` + `voices/refs.toml`（参考样本指纹清单，只存哈希不存音频）、`tts.py --expect-ref-sha1` 指纹硬校验与 `.engine` 音色签名护栏 + `--allow-voice-switch` 显式放行（ISSUE-163 的拦截层）；`apps/negentropy-influence/pipeline/tests/` 45 项（digest 黄金哈希守「缓存零失效」）全绿 2s；pre-commit ruff 扩至 `^apps/negentropy-influence/pipeline/`；技能规格补齐 skills/07–09 并挂载路由型真 Skill [.agent/skills/science-video-pipeline](.agent/skills/science-video-pipeline/SKILL.md)（零正文复制）。
+- **系列发布顺序 SSOT 与 Remotion 最佳实践三集落地**：新增 `apps/negentropy-influence/series.json`/`series.md`（三集顺序 + 「序号不进口播」系列纪律——发布顺序变更的 TTS 代价恒为零）；`@remotion/media` `<Audio>`（丢外层 Sequence + premountFor，渲染期自动关闭的事实写入注释）、`fitText` 字幕真实测量（替代手写 CJK 宽度估算与魔法阈值）、`SceneFade` 幕间呼吸淡入淡出（不用 TransitionSeries 的根因记录在案：Σ序列−Σ转场与绝对定位音频层不兼容）、`remotion.config.ts` 交付硬化（h264/crf18/yuv420p/aac192K/enforceAudioTrack；显式不设 concurrency——机器属性）；冻结文件三集 md5 唯一、根 lockfile 零变更；EP2/EP3 只同步不重渲（series.json status 标注窗口期）。
 
-- **声音克隆试听闭环：单句小样 + 情感三来源 + 样本选段勘探 + `sunny` 明快阳光预设**：此前管线只有工程级入口 `tts.py`（强依赖 `narration.json`），选样本/选风格却要等 2.5–3.5 小时的整集合成——新增 [`scripts/tts_sample.py`](media/pipeline/scripts/tts_sample.py) 直调服务合成单句（`--style` / `--all-styles` 全预设 A/B / `--dry-run` 秒级核参 / `--label` 横向对比 / `--play` 顺序试听），复用 `tts.py` 的风格预设与文本预处理故与成片同路径，单档暖机后约 20 秒。针对「五档预设都不够自然」的实测复盘，定位两个根因并各给工具：①**样本定基线**——新增 [`scripts/prospect_ref.py`](media/pipeline/scripts/prospect_ref.py) 按 F0 中位/四分位距/音节率/谱质心筛「更亮更轻快」的候选起点（成片原用样本综合分仅 157/275，换段即让克隆音高 +12~16%、起伏 +25~40%）；②**注入越多越假**——由上游混合式 `emovec = Σ(wᵢ·基向量ᵢ) + (1 − Σwᵢ)·参考音频情感` 推出「Σw 就是合成情感挤掉真实语调的比例」，故新增两条自然通路：`--emo-ref`（音色取 A、语调迁移自 B，零向量注入）与 `--emo-text`（QwenEmotion 把「轻快爽朗、自信阳光」转向量，按 ≤0.8 等比缩放并经 `X-Emo-Vector` 回显供固化），服务端新增 `--use-qwen-emo` 与 `/health.supports_emo_text`、对三来源显式互斥报错（上游对「向量+情感音频」是静默丢弃音频）。经 41 个候选小样试听定档 **`sunny`（明快阳光：happy 主载方向 + 有效注入 0.35 + df 0.95，配 `voices/me-bright.wav`）** 取代 `passionate` 成为科普长视频推荐位；并新增其定稿档 **`sunny-steady`（明快稳健）**——同方向同强度同语速、只把束宽提到 3，实测语调起伏 48.4 → 40–44 而亮度不掉（谱质心 1245 → 1214–1223），是唯一"不牺牲明快度就让语气更可信"的旋钮，代价是单句墙钟 20–35 秒 → 56–131 秒（整集 8–10 小时）。并配套 **`--steady` 混合档**（整集跑低束宽、仅冷开场/金句按 `--steady 'P0,p3-25b,p5-*'` 升到 3 束；选择器支持幕名/句 id/前缀通配，任一项匹配不到句子即报错以防拼错后静默降级）与 **`--plan` 排期预演**（纯本地算摘要，输出各束宽待合成/已缓存句数与长跑折算估时）——189 句一集实测：纯 sunny 2.9 h、升 5 句 3.1 h（+7%）、升 20 句 3.6 h（+24%）、整集升档 9.9 h（+241%），即每升 1 句约 +2.2 分钟。为此把**束宽提升为预设的一部分**（`STYLE_PRESETS` 可选键 `beams`，缺省 1；`--num-beams` 显式给值优先，其 argparse 默认值改为 `None` 以区分"没给"与"给了 1"），`--list-styles` 增列"有效注入/束宽"。[VOICE-CLONING.md](media/pipeline/VOICE-CLONING.md) 同步扩写：§三 增 3.3「样本决定基线」实测表、§四 增「情感三来源」对照与强度调参带（0.3–0.45 为自然平衡带）、§五 拆 5.1 小样试听/5.2 全量/5.3 重渲染并附纯 `curl` 直调、§六 摘要公式补 `|emoref=` / `|emotext=` 可选后缀（对已上线三集 189 句逐句核对摘要 100% 不变，存量缓存零失效）。
-- **自进化系列三集科普视频内容升级与本人音色克隆配音**：三集（[《上线之后，AI 才开始上学》](media/experience-era-agents-video/README.md) v2 / [《AI 如何自己变强？》](media/self-improving-agents-video/README.md) v3 / [《会写代码的 AI，开始给自己写代码》](media/self-evolving-coding-agents-video/README.md) v3，发布顺序见 [media/series.json](media/series.json)）统一换用本人音色克隆配音（IndexTTS-2.5 `passionate` 激情风格，me-1.wav 样本经 RMS 预筛裁剪）；源论文第二遍重读校准（三集全部断言零事实漂移）+ 官方工程站点信源补充（self-improving 312 条收录统计/九篇敲门砖→P5 活地图+卡片墙镜；experience-era 经验编译器闭环/Gen3 适应面语义/SIP-Bench 四指标/111 篇×9 章→6-B2 闭环复盘+6-F 清单卡镜——该 111 为未水合占位读数，后经 v3 重校准为数据文件口径 331/9，见 issue.md ISSUE-162；self-evolving-coding 无站点，SICA 三选择信号+Table 2 斜线规律两句锚定）；每集新增 `research/upgrade-2026-08.md` 审计文档（校准审计表+句级 delta+双重校验 delta RISKY/REWRITE=0+G2 验证记录）；动画增强（计数器滚动/环形图合拢/双色分拣重排/青紫双速差流光/斜线光带扫掠/检查点卡+四仪表/数值轨迹雷达/流光巡游，全部 skill-06 四红线合规）。
-- **科普视频管线新增「激情」配音风格预设与官方工程站点信源补充规范**：`media/pipeline/scripts/tts.py` 的 IndexTTS 风格预设表新增 `passionate`（充满激情与轻快：happy 0.70 主载高唤醒正价 + surprised 0.20 跳跃感 + calm 0.10 锚定咬字，有效和 1.00×0.7=0.70 ≤ 0.8 上限，语速 0.97 护密集技术句清晰度），`--list-styles` 与 [VOICE-CLONING.md](media/pipeline/VOICE-CLONING.md) §四 同步收录并给出科普长视频推荐位；[skills/01-source-extraction.md](media/pipeline/skills/01-source-extraction.md)（原 `01-paper-extraction.md`，2026-08 泛化为两类信源时更名）扩展「官方工程站点信源补充」纪律——只收事实性内容、逐字引用+URL+访问日期、落 `paper-notes.md` 末尾独立「信源补充」大节并与论文正文物理隔离、严禁下载/嵌入站点图片（概念转文字规格供 Remotion 代码动画重建）、站点信源单集专属不跨集。
-- **IndexTTS 推理束搜索宽度旋钮（`--num-beams`，长跑提速主开关）**：服务端 `tts_server.py` 请求模型与推理透传 num_beams（1–5），客户端 `tts.py` 新增 `--num-beams`（默认 1）；根因为 MPS fp32 实测每句墙钟 RTF 40–58（上游库内部 num_beams=3 使 GPT 段耗时按束宽线性放大），降为 1 束后 RTF≈12–15（采样生成下听感差异可忽略）；[VOICE-CLONING.md](media/pipeline/VOICE-CLONING.md) §4.3b 沉淀实测数据并修正原「每句 5–30 秒」的失实估计（整集实际数小时，需 nohup 后台+断点续跑）。
+- **声音克隆试听闭环：单句小样 + 情感三来源 + 样本选段勘探 + `sunny` 明快阳光预设**：此前管线只有工程级入口 `tts.py`（强依赖 `narration.json`），选样本/选风格却要等 2.5–3.5 小时的整集合成——新增 [`scripts/tts_sample.py`](apps/negentropy-influence/pipeline/scripts/tts_sample.py) 直调服务合成单句（`--style` / `--all-styles` 全预设 A/B / `--dry-run` 秒级核参 / `--label` 横向对比 / `--play` 顺序试听），复用 `tts.py` 的风格预设与文本预处理故与成片同路径，单档暖机后约 20 秒。针对「五档预设都不够自然」的实测复盘，定位两个根因并各给工具：①**样本定基线**——新增 [`scripts/prospect_ref.py`](apps/negentropy-influence/pipeline/scripts/prospect_ref.py) 按 F0 中位/四分位距/音节率/谱质心筛「更亮更轻快」的候选起点（成片原用样本综合分仅 157/275，换段即让克隆音高 +12~16%、起伏 +25~40%）；②**注入越多越假**——由上游混合式 `emovec = Σ(wᵢ·基向量ᵢ) + (1 − Σwᵢ)·参考音频情感` 推出「Σw 就是合成情感挤掉真实语调的比例」，故新增两条自然通路：`--emo-ref`（音色取 A、语调迁移自 B，零向量注入）与 `--emo-text`（QwenEmotion 把「轻快爽朗、自信阳光」转向量，按 ≤0.8 等比缩放并经 `X-Emo-Vector` 回显供固化），服务端新增 `--use-qwen-emo` 与 `/health.supports_emo_text`、对三来源显式互斥报错（上游对「向量+情感音频」是静默丢弃音频）。经 41 个候选小样试听定档 **`sunny`（明快阳光：happy 主载方向 + 有效注入 0.35 + df 0.95，配 `voices/me-bright.wav`）** 取代 `passionate` 成为科普长视频推荐位；并新增其定稿档 **`sunny-steady`（明快稳健）**——同方向同强度同语速、只把束宽提到 3，实测语调起伏 48.4 → 40–44 而亮度不掉（谱质心 1245 → 1214–1223），是唯一"不牺牲明快度就让语气更可信"的旋钮，代价是单句墙钟 20–35 秒 → 56–131 秒（整集 8–10 小时）。并配套 **`--steady` 混合档**（整集跑低束宽、仅冷开场/金句按 `--steady 'P0,p3-25b,p5-*'` 升到 3 束；选择器支持幕名/句 id/前缀通配，任一项匹配不到句子即报错以防拼错后静默降级）与 **`--plan` 排期预演**（纯本地算摘要，输出各束宽待合成/已缓存句数与长跑折算估时）——189 句一集实测：纯 sunny 2.9 h、升 5 句 3.1 h（+7%）、升 20 句 3.6 h（+24%）、整集升档 9.9 h（+241%），即每升 1 句约 +2.2 分钟。为此把**束宽提升为预设的一部分**（`STYLE_PRESETS` 可选键 `beams`，缺省 1；`--num-beams` 显式给值优先，其 argparse 默认值改为 `None` 以区分"没给"与"给了 1"），`--list-styles` 增列"有效注入/束宽"。[VOICE-CLONING.md](apps/negentropy-influence/pipeline/VOICE-CLONING.md) 同步扩写：§三 增 3.3「样本决定基线」实测表、§四 增「情感三来源」对照与强度调参带（0.3–0.45 为自然平衡带）、§五 拆 5.1 小样试听/5.2 全量/5.3 重渲染并附纯 `curl` 直调、§六 摘要公式补 `|emoref=` / `|emotext=` 可选后缀（对已上线三集 189 句逐句核对摘要 100% 不变，存量缓存零失效）。
+- **自进化系列三集科普视频内容升级与本人音色克隆配音**：三集（[《上线之后，AI 才开始上学》](apps/negentropy-influence/episodes/experience-era-agents-video/README.md) v2 / [《AI 如何自己变强？》](apps/negentropy-influence/episodes/self-improving-agents-video/README.md) v3 / [《会写代码的 AI，开始给自己写代码》](apps/negentropy-influence/episodes/self-evolving-coding-agents-video/README.md) v3，发布顺序见 [series.json](apps/negentropy-influence/series.json)）统一换用本人音色克隆配音（IndexTTS-2.5 `passionate` 激情风格，me-1.wav 样本经 RMS 预筛裁剪）；源论文第二遍重读校准（三集全部断言零事实漂移）+ 官方工程站点信源补充（self-improving 312 条收录统计/九篇敲门砖→P5 活地图+卡片墙镜；experience-era 经验编译器闭环/Gen3 适应面语义/SIP-Bench 四指标/111 篇×9 章→6-B2 闭环复盘+6-F 清单卡镜——该 111 为未水合占位读数，后经 v3 重校准为数据文件口径 331/9，见 issue.md ISSUE-162；self-evolving-coding 无站点，SICA 三选择信号+Table 2 斜线规律两句锚定）；每集新增 `research/upgrade-2026-08.md` 审计文档（校准审计表+句级 delta+双重校验 delta RISKY/REWRITE=0+G2 验证记录）；动画增强（计数器滚动/环形图合拢/双色分拣重排/青紫双速差流光/斜线光带扫掠/检查点卡+四仪表/数值轨迹雷达/流光巡游，全部 skill-06 四红线合规）。
+- **科普视频管线新增「激情」配音风格预设与官方工程站点信源补充规范**：`apps/negentropy-influence/pipeline/scripts/tts.py` 的 IndexTTS 风格预设表新增 `passionate`（充满激情与轻快：happy 0.70 主载高唤醒正价 + surprised 0.20 跳跃感 + calm 0.10 锚定咬字，有效和 1.00×0.7=0.70 ≤ 0.8 上限，语速 0.97 护密集技术句清晰度），`--list-styles` 与 [VOICE-CLONING.md](apps/negentropy-influence/pipeline/VOICE-CLONING.md) §四 同步收录并给出科普长视频推荐位；[skills/01-source-extraction.md](apps/negentropy-influence/pipeline/skills/01-source-extraction.md)（原 `01-paper-extraction.md`，2026-08 泛化为两类信源时更名）扩展「官方工程站点信源补充」纪律——只收事实性内容、逐字引用+URL+访问日期、落 `paper-notes.md` 末尾独立「信源补充」大节并与论文正文物理隔离、严禁下载/嵌入站点图片（概念转文字规格供 Remotion 代码动画重建）、站点信源单集专属不跨集。
+- **IndexTTS 推理束搜索宽度旋钮（`--num-beams`，长跑提速主开关）**：服务端 `tts_server.py` 请求模型与推理透传 num_beams（1–5），客户端 `tts.py` 新增 `--num-beams`（默认 1）；根因为 MPS fp32 实测每句墙钟 RTF 40–58（上游库内部 num_beams=3 使 GPT 段耗时按束宽线性放大），降为 1 束后 RTF≈12–15（采样生成下听感差异可忽略）；[VOICE-CLONING.md](apps/negentropy-influence/pipeline/VOICE-CLONING.md) §4.3b 沉淀实测数据并修正原「每句 5–30 秒」的失实估计（整集实际数小时，需 nohup 后台+断点续跑）。
 
 - **《上线之后，AI 才开始上学》v3 重制交付（系列第一集）**：源论文第三遍重读校准（7 个按幕并行代理逐句审计，`paper_extract.py` 逐条取证）**确证并修复 3 处事实错误**——p0-01 Sutton 机构归属、p1-10「便宜一万倍」（论文全文无任何倍数，三查零命中）、p6-13a/b 站点「111 篇」（未水合 HTML 占位符，真实 331 篇/九章，见 ISSUE-162）；**5 处口径深化**——P3 补 Figure 8 二维地图（regime 是行×列分组，1↔2 分界是「改什么」）、P5 补第四类威胁与「对齐漂移」统摄透镜、环境天花板三轴、SIP-Bench 三分带（replay/adapt/held-out）、§10.2 晋升判准缺失（快慢双路之间的开关没有判准，本轮最高价值新增）。逐字稿 187 句（25 改写 + 8 新增，其余 154 句字节不变）；6 个新动画组件（VerificationBedrock/ThreeCurves/DriftLens/PromotionGate/EnvCeiling 三轴/Fig8 格阵 underlay）；**全片换用 `sunny-steady` 本人音色克隆重配**（me-bright.wav 一次命中 sha1 门，8 句领航形态试听通过），成片 14:01 · 1080p30 · h264/aac；质量门全绿（内容门 FAIL0/WARN0、系列一致性 FAIL0、抽帧体检 FAIL0、主题对比度 FAIL0）。
 
@@ -26,7 +38,7 @@
 - **`cli.sh restart` Phase 3 报 `PostgreSQL 未运行` 直接中止**：`postgresql@16` 非正常退出后数据目录残留 `postmaster.pid`（其 PID 被 OS 回收复用为他进程，本例为 WebKit），brew launchd 反复重试撞 `FATAL: lock file "postmaster.pid" already exists` → 服务进入 `error` 态，而 Phase 3（`cli.sh`）原先仅 `pg_isready -h localhost -p 5432` 探测一次、未运行即 `exit 1`，无自愈、不区分 PG 版本。根因实证：残留 pid 记录 PID `4174` 实为 `com.apple.WebKit.WebContent`（非 postgres），`/opt/homebrew/var/log/postgresql@16.log` 尾部 60+ 条同款 FATAL。修复：新增 `_ensure_postgres` 自愈链——解析 Homebrew formula（默认 `postgresql@16` 对齐 CI `pgvector:pg16`，按 `@16→@17→@18→postgresql` 探测，可 `NEGENTROPY_PG_FORMULA` 覆盖）→ `_clean_stale_pg_pid` 仅当 PID 已死或存活但非 postgres 进程时清理残留锁 → `brew services restart`（覆盖 error/已加载态，start 兜底）→ `_wait_pg_ready` 壁钟轮询就绪（默认 30s，`NEGENTROPY_PG_READY_TIMEOUT` 覆盖）；全失败才报错并附诊断（`brew services list` / 日志路径 / 版本核对）。无 `pg_isready` 时保留原「不探测、退由 alembic 校验」行为（最小干预）。新增 `scripts/tests/test_pg_selfheal.sh` 函数级回归测试（9 用例全通过）。本次即时清理 `@16` 残留锁并 restart 恢复，`SELECT version()` 核对为 16.14。防范：本机共存 PG@16/17/18，5432 易错位——残留 `postmaster.pid` 致 brew `error` 态是可复用判据，优先核 `ps comm` 而非 `kill -0`（后者对 OS 回收复用的 PID 误判存活）。
 - **Plan Review 人机交互断链根治 + 一核五翼 Faculty 真实答问（实证 Routine 77c8a8b6）**：巡检 Routine 的 Plan Review 回路断裂——CC 经 `AskUserQuestion` 提交方案后收到 `<error>Answer questions?</error>`、困惑重试空耗 turns，NegentropyEngine（元神）的 refine 反馈虽产出（事件流可见 3 次 `plan_review`）却从未送达 CC。根因：`orchestrator._build_config` 的 unified plan 段仅在 `plan_review_via_hook=True` 时挂 PreToolUse 钩子，而巡检默认 `False` → 回退到 reader clean stdin 路径，但 headless `claude -p` 下 `AskUserQuestion` 的 stdin tool_result **从始无效**（ISSUE-123 实验结论）；历史注释「clean stdin 经 19 例 ExitPlanMode 应答证明可用」混淆了 ExitPlanMode（stdin 可用）与 AskUserQuestion（stdin 无效，而 PLAN prompt 恰约束 CC 用后者提交）。**修复（PR 2a）**：unified plan 段**无条件挂 PreToolUse 钩子**（不再受 per-routine `via_hook` 控制——plan 段评审是引擎核心机制、headless 下唯有钩子可工作），并强制 `plan_config.auto_answer_context.plan_review_via_hook=True` 令 reader 跳过失效 stdin；修正 `orchestrator`/`patrol_prompt` 的错误注释。refine 反馈经钩子 `deny+reason` 同轮回灌 CC，CC 据此修订重提或按 approve 结束本轮。**FacultyBridge 真实答问（PR 2b）**：`_auto_answer_question`（INJECT-4）开启 `faculty_bridge_enabled` 时经 ADK Runner 同步调用**真实本心（Internalization）Faculty** 产出答复，失败/超时降级 litellm（与 INJECT-2 Plan 审 / INJECT-5 评估的元神调用同范式）。INJECT-3 门控为确定性子进程执行、无 LLM 接缝，保留 `action`（妙手）归因不强插 Faculty（最小干预）。
 - **`cli.sh restart` 报 `Can't locate revision identified by '0078'`**：共享 `negentropy` dev DB 的 `alembic_version` 被超前 stamp 到 `0078`（`routine_iteration_events.agent_role` 列），但 `cli.sh` 从部署分支 `feature/1.x.x`（迁移树 head 仅到 `0077`）跑 alembic 时无法在自身树中定位 `0078`。根因是工作区（带未合并 PR #1013 的 migration 0078）曾以无效 env override 跑 alembic roundtrip——`NE_DATABASE__NAME` 并非 `DatabaseSettings` 真实字段，未重定向到临时库、实际落到共享 `negentropy` DB。修复：从工作区执行 `0078` 的 `downgrade()`（drop 空 `agent_role` 列，核查 113550 行该列 0 非空、零数据损失）realign DB 到 `0077`，与部署分支 head 对齐；前向安全已验证（`0077→0078` 幂等重应用，PR #1013 合并后自动复用）。防范：迁移测试须用真实 settings 字段或独立 DSN 重定向，勿依赖未映射的 env key。
-- **修复 7 处文档死链**：三集 README 的 `../../pipeline/VOICE-CLONING.md` 实际解析到仓库根（正确为 `../pipeline`）、`media/pipeline/README.md` 与 `docs/.agents/knowledge-map.md` 的 video-package 残留（commit f7d72814 漏改）、skills/03 模板占位链接。
+- **修复 7 处文档死链**：三集 README 的 `../../pipeline/VOICE-CLONING.md` 实际解析到仓库根（正确为 `../pipeline`）、`apps/negentropy-influence/pipeline/README.md` 与 `docs/.agents/knowledge-map.md` 的 video-package 残留（commit f7d72814 漏改）、skills/03 模板占位链接。
 - **修复两集分镜表既存漂移**（check_script 新门禁首个实证）：EP1 的 0-D 区间与 P2 镜号字母错位（qa_frames 镜号核对对 P2 失真）；EP2 的 7 句失覆盖与 2-B/2-D/2-H 三镜未随代码拆行。
 
 ### Changed
diff --git a/apps/negentropy-influence/.influence-root b/apps/negentropy-influence/.influence-root
new file mode 100644
index 000000000..b2e225edc
--- /dev/null
+++ b/apps/negentropy-influence/.influence-root
@@ -0,0 +1,8 @@
+# negentropy-influence 子项目根哨兵（勿删、勿移）
+#
+# pipeline/scripts/paths.py 靠向上搜索本文件定位子项目根，从而让全部脚本对
+# 「子项目在仓库里的位置与深度」免疫。删除或移动本文件会让 pipeline.py /
+# check_series.py / tts_sample.py 三者立即大声退出（这是刻意的：静默用错的根
+# 比直接失败危险得多）。
+#
+# 相关：pipeline/scripts/paths.py 文件头详述了为什么用专用哨兵而不是 .git。
diff --git a/apps/negentropy-influence/README.md b/apps/negentropy-influence/README.md
new file mode 100644
index 000000000..7dfdcab53
--- /dev/null
+++ b/apps/negentropy-influence/README.md
@@ -0,0 +1,60 @@
+# negentropy-influence
+
+> 知识影响力子项目：把论文与技术文档做成**动效图解科普视频**的可复用流水线，以及各集成片工程。
+
+本子项目 2026-08 从仓库根 `media/` 迁入 `apps/`，同时把「机制」与「内容」的边界显式化为两个目录。
+
+## 目录结构
+
+```
+apps/negentropy-influence/
+├── .influence-root          # 子项目根哨兵（scripts/paths.py 靠它定位，勿删）
+├── series.json              # 发布顺序 SSOT（机读，顶层 seriesList[]）
+├── series.md                # 作品总览（人读）
+├── pipeline/                # ── 机制：跨集共享，单一事实源 ──
+│   ├── README.md            #    九阶段总览 / 目录约定 / 脚本表 / 复用边界 / 新集清单
+│   ├── scripts/             #    公共脚本，pipeline.py 为单入口编排
+│   ├── skills/01–09         #    九阶段代理提示词规格（内容 SSOT）
+│   ├── tests/               #    全量 5 秒内跑完，零基建依赖（刻意不写条数：会漂）
+│   ├── voices/              #    声音样本指纹清单（refs.toml，只存哈希不存音频）
+│   ├── VOICE-CLONING.md     #    IndexTTS 声音克隆操作手册
+│   ├── INDEXTTS-2.5-ADVANCED.md  # 上游能力面与机制循证
+│   └── PRON-GLOSSARY.md     #    发音标注台账
+└── episodes/                # ── 内容：每集独立，各自发布 ──
+    └── <slug>-video/        #    research/ script/ scripts/ video/（Remotion 独立 pnpm 工程）
+```
+
+## 路径变量约定（`$R` / `$P`）
+
+公共脚本与技能文档中的命令统一用 `$I`/`$R`/`$P`/`$V` 四个变量书写，使命令与子项目位置
+解耦。**定义只有一处**（本文件刻意不复制，否则搬迁时又要改两份）：
+[pipeline/README.md 路径变量约定](./pipeline/README.md#路径变量约定)。
+
+单入口编排（参数读各集 `pipeline.toml`）：
+
+```bash
+uv run --no-project $R/pipeline.py --project $P {status|doctor|build|check|tts|captions|render|qa|all}
+```
+
+各阶段的完整契约、脚本表与复用边界见 [pipeline/README.md](./pipeline/README.md)；
+作为子代理提示词的九阶段规格见 [pipeline/skills/](./pipeline/skills/)，
+Claude Code 侧的路由壳是 [.agent/skills/science-video-pipeline](../../.agent/skills/science-video-pipeline/SKILL.md)。
+
+## 运行测试
+
+本子项目无 Python 包依赖清单，依赖在调用侧注入：
+
+```bash
+uv run --no-project --with pytest --with numpy --with pillow --with mutagen --with soundfile \
+    python -m pytest apps/negentropy-influence/pipeline/tests -q
+```
+
+## 两条不变量
+
+- **Python 脚本集中共享（SSOT）**：纯文本变换工具跨集零差异，中心化防 split-brain。
+- **Remotion 工程原语复制适配、不做共享包**：每集须保持 `pnpm install --ignore-workspace`
+  独立可渲染（嵌套 workspace 隔离 + Remotion 版本自由），共享 TS 包会把「一集的视觉改动」
+  泄漏进**已发布**的其他集。复制源头是 [pipeline/templates/](./pipeline/README.md)，
+  冻结档位与漂移判据同见 pipeline/README.md 第四节。
+
+声音样本属生物特征信息，永不入库；`.gitignore` 已按分集通配覆盖音频与渲染产物。
diff --git a/media/claude-code-explained-video/README.md b/apps/negentropy-influence/episodes/claude-code-explained-video/README.md
similarity index 90%
rename from media/claude-code-explained-video/README.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/README.md
index 040c67434..3c694197b 100644
--- a/media/claude-code-explained-video/README.md
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/README.md
@@ -1,10 +1,10 @@
 # 《拆开 Claude Code：让 AI 动手的四层机制》
 
-> 系列「Claude Code 通俗全解」首作（发布顺序 SSOT：[../series.json](../series.json)；口播永不携带集数序号）。
+> 系列「Claude Code 通俗全解」首作（发布顺序 SSOT：[../series.json](../../series.json)；口播永不携带集数序号）。
 > 选题：开源课程 [Learn Claude Code](https://learn.shareai.run/zh/s01/) 的「工具与执行」四章
 > —— s01 Agent Loop / s02 Tool Use / s03 Permission / s04 Hooks。
 > 形态：1080p30 横屏，代码动画图解 + 本人音色克隆旁白，无真人出镜、无 BGM。
-> 制作走[公共管线](../pipeline/README.md)九阶段；本集的可执行参数唯一来源是 [pipeline.toml](./pipeline.toml)。
+> 制作走[公共管线](../../pipeline/README.md)九阶段；本集的可执行参数唯一来源是 [pipeline.toml](./pipeline.toml)。
 
 ## 交付状态
 
@@ -39,7 +39,7 @@
 | [script/narration.md](./script/narration.md) | ★逐字稿 SSOT（唯一人工维护处） |
 | `script/narration.json` | 派生物，`pipeline.py build` 生成，勿手改 |
 | [script/storyboard.md](./script/storyboard.md) | 分镜表（镜号 ↔ 句区间 ↔ 画面 ↔ 动效） |
-| `scripts/*.py` | 薄包装，转发到 `../pipeline/scripts/` |
+| `scripts/*.py` | 薄包装，转发到 [`../../pipeline/scripts/`](../../pipeline/scripts/) |
 | [video/](./video/) | Remotion 独立 pnpm 工程 |
 | `video/src/components/motifs.tsx` | 本集五个视觉母题（终端 / 环形循环 / 分发表 / 闸门 / 插槽） |
 | `out/` | 渲染产物（gitignored） |
@@ -47,7 +47,8 @@
 ## 复现流水线
 
 ```bash
-R=media/pipeline/scripts; P=media/claude-code-explained-video
+# 在仓库根执行。$I/$R/$V 的定义见 ../../pipeline/README.md 路径变量约定（唯一定义处）
+P=$I/episodes/claude-code-explained-video
 
 # ① 信源核验（repo 类固定提交硬校验；site 类只比正文，漂移报 WARN）
 uv run --no-project $R/source_ledger.py --project $P verify
@@ -64,8 +65,8 @@ uv run --no-project $R/pipeline.py --project $P tts          # 长跑，建议 n
 # ④ 渲染与体检
 cd $P/video && pnpm install --ignore-workspace && ./node_modules/.bin/tsc --noEmit
 cd - && uv run --no-project $R/pipeline.py --project $P render
-uv run --no-project $R/pipeline.py --project $P qa --check --scale 0.5
-uv run --no-project $R/pipeline.py --project $P qa --last-n 6 --check   # 尾幕渐黑必查
+uv run --no-project $R/pipeline.py --project $P qa --video out/draft.mp4 --check
+uv run --no-project $R/pipeline.py --project $P qa --video out/draft.mp4 --last-n 6 --check   # 尾幕渐黑必查（--video 按工程目录解析）
 
 # ⑤ 交付
 uv run --no-project $R/pipeline.py --project $P captions
diff --git a/media/claude-code-explained-video/pipeline.toml b/apps/negentropy-influence/episodes/claude-code-explained-video/pipeline.toml
similarity index 71%
rename from media/claude-code-explained-video/pipeline.toml
rename to apps/negentropy-influence/episodes/claude-code-explained-video/pipeline.toml
index 7e8e72294..309e82bb3 100644
--- a/media/claude-code-explained-video/pipeline.toml
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/pipeline.toml
@@ -1,26 +1,19 @@
 # 本集可执行参数的**唯一来源**（ISSUE-161：可执行参数不落散文文档，README 只引用配置）。
-# 编排入口：uv run --no-project media/pipeline/scripts/pipeline.py --project media/claude-code-explained-video <cmd>
+# 编排入口：uv run --no-project $R/pipeline.py --project $P <cmd>（$R/$P 见 ../../pipeline/README.md）
 
 [episode]
 slug = "claude-code-explained-video"
-title = "拆开 Claude Code：让 AI 动手的四层机制"
 
 [narration]
 # 口径来自三集实测反推：4.5 s/句（含句间/幕间停顿），EP1 187 句 → 成片 14:01。
 # 用户要求 ≤15 min，故安全窗取 [13.0, 14.6]，约 185–195 句。
 # 注意：单按 chars_per_min 裸算会高估约 12% 的句容量（不含停顿），双口径门以实测为准。
 target_minutes = [13.0, 14.6]
-chars_per_min = 280
 
 [tts]
 engine = "indextts"
 # me-bright = ~/Documents/dify/me-1.mp3 的 start=0.36 / 12s 选段。
 # sunny 系预设的 alpha=0.35 就是在这个选段上标定的，换选段标定即失效（voices/refs.toml）。
-ref = "media/pipeline/voices/me-bright.wav"
+ref = "pipeline/voices/me-bright.wav"
 ref_sha1 = "54b699cce97f"
 style = "sunny-steady"
-lang = "ZH"
-
-[render]
-draft_scale = 0.5
-draft_jpeg_quality = 60
diff --git a/media/claude-code-explained-video/research/source-notes.md b/apps/negentropy-influence/episodes/claude-code-explained-video/research/source-notes.md
similarity index 99%
rename from media/claude-code-explained-video/research/source-notes.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/research/source-notes.md
index 96376e1f1..8872550be 100644
--- a/media/claude-code-explained-video/research/source-notes.md
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/research/source-notes.md
@@ -9,7 +9,7 @@
 >   取法：`raw.githubusercontent.com/<repo>/<sha>/sNN_*/{README.zh.md,code.py}`，指纹与行数见 [sources.toml](./sources.toml)。
 > - **轨 B · 课程站点（用户指定）**：`https://learn.shareai.run/zh/s01/` … `/zh/s04/`，访问日期 **2026-08-21**。
 >   站点为 Next.js **SSG 预渲染**（关键数字同时出现在可见文本与 Flight 载荷 `"children":[102," LOC"]` 中），
->   故 HTML 文本即渲染结果，不存在 [ISSUE-162](../../../docs/.agents/issue.md) 的「未水合占位符」风险。
+>   故 HTML 文本即渲染结果，不存在 [ISSUE-162](../../../../../docs/.agents/issue.md) 的「未水合占位符」风险。
 >
 > **证据三级（本集最重要的真实性纪律）**
 > | 级 | 含义 | 口播允许的表述 |
diff --git a/media/claude-code-explained-video/research/sources.toml b/apps/negentropy-influence/episodes/claude-code-explained-video/research/sources.toml
similarity index 97%
rename from media/claude-code-explained-video/research/sources.toml
rename to apps/negentropy-influence/episodes/claude-code-explained-video/research/sources.toml
index d152a288c..1d88b3853 100644
--- a/media/claude-code-explained-video/research/sources.toml
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/research/sources.toml
@@ -1,4 +1,4 @@
-# 非论文信源清单（可复现取证链，工具：media/pipeline/scripts/source_ledger.py）
+# 非论文信源清单（可复现取证链，工具：$R/source_ledger.py）
 #
 # kind=repo 指向固定 commit，raw 指纹漂移即 FAIL（说明 URL 里的 ref 不是不可变引用）。
 # kind=site 指向线上页面，只对剥标签归一后的正文比对指纹，漂移报 WARN（去复核笔记）。
diff --git a/media/claude-code-explained-video/research/verification-2026-08.md b/apps/negentropy-influence/episodes/claude-code-explained-video/research/verification-2026-08.md
similarity index 100%
rename from media/claude-code-explained-video/research/verification-2026-08.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/research/verification-2026-08.md
diff --git a/media/claude-code-explained-video/script/narration.json b/apps/negentropy-influence/episodes/claude-code-explained-video/script/narration.json
similarity index 100%
rename from media/claude-code-explained-video/script/narration.json
rename to apps/negentropy-influence/episodes/claude-code-explained-video/script/narration.json
diff --git a/media/claude-code-explained-video/script/narration.md b/apps/negentropy-influence/episodes/claude-code-explained-video/script/narration.md
similarity index 100%
rename from media/claude-code-explained-video/script/narration.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/script/narration.md
diff --git a/media/claude-code-explained-video/script/planning.md b/apps/negentropy-influence/episodes/claude-code-explained-video/script/planning.md
similarity index 98%
rename from media/claude-code-explained-video/script/planning.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/script/planning.md
index e054819d4..076960e38 100644
--- a/media/claude-code-explained-video/script/planning.md
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/script/planning.md
@@ -9,7 +9,7 @@
 | 项 | 定义 |
 |---|---|
 | 系列 | **Claude Code 通俗全解**（新系列，与自进化系列完全无关，不互相引用） |
-| 集次 | 首集（序号只存在于 [../../series.json](../../series.json) 与视觉层） |
+| 集次 | 首集（序号只存在于 [../../series.json](../../../series.json) 与视觉层） |
 | 平台 / 形态 | B 站 / YouTube 横屏 1080p30，代码动画图解 + 本人音色克隆旁白，无真人出镜、无 BGM |
 | 时长 | 13:00–14:36（用户上限 15 分钟，`target_minutes = [13.0, 14.6]`） |
 | 受众 | **不预设编程背景的普通人**：知道「AI 能写代码」，但不知道「AI 怎么真的动手」。次级受众是用过 Claude Code 但没读过源码的开发者 |
@@ -78,7 +78,7 @@
 **排版与安全区**：底部角标 `bottom ≥ 150px`（避让字幕条）；代码块用 `mono`，金句卡用 `serif`；
 金句卡每幕 ≤ 3 处（过密则贬值）。
 
-**本集独有的视觉母题**（沉淀进 [../../pipeline/skills/06-remotion-implementation.md](../../pipeline/skills/06-remotion-implementation.md)）
+**本集独有的视觉母题**（沉淀进 [skills/06-remotion-implementation.md](../../../pipeline/skills/06-remotion-implementation.md)）
 1. **终端打字**：等宽字逐字浮现 + 光标闪烁，用于 P0 痛点与各章「试一下」。
 2. **环形循环**：陶土橙闭合轨道 + 沿轨运动的光点，是全片的恒定锚。
 3. **字典分发表**：左键右值两列，命中行整行推入 `mech` 辉光。
diff --git a/media/claude-code-explained-video/script/storyboard.md b/apps/negentropy-influence/episodes/claude-code-explained-video/script/storyboard.md
similarity index 100%
rename from media/claude-code-explained-video/script/storyboard.md
rename to apps/negentropy-influence/episodes/claude-code-explained-video/script/storyboard.md
diff --git a/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/build_narration.py b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/build_narration.py
new file mode 100644
index 000000000..d0e22ac1a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/build_narration.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/build_narration.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/build_narration.py）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "build_narration.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/qa_frames.py b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/qa_frames.py
new file mode 100644
index 000000000..b79652e2a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/qa_frames.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/qa_frames.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "qa_frames.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/tts.py b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/tts.py
new file mode 100644
index 000000000..9e18bed7c
--- /dev/null
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/scripts/tts.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/tts.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "tts.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/media/claude-code-explained-video/video/.npmrc b/apps/negentropy-influence/episodes/claude-code-explained-video/video/.npmrc
similarity index 100%
rename from media/claude-code-explained-video/video/.npmrc
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/.npmrc
diff --git a/media/claude-code-explained-video/video/package.json b/apps/negentropy-influence/episodes/claude-code-explained-video/video/package.json
similarity index 100%
rename from media/claude-code-explained-video/video/package.json
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/package.json
diff --git a/media/claude-code-explained-video/video/pnpm-lock.yaml b/apps/negentropy-influence/episodes/claude-code-explained-video/video/pnpm-lock.yaml
similarity index 100%
rename from media/claude-code-explained-video/video/pnpm-lock.yaml
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/pnpm-lock.yaml
diff --git a/media/claude-code-explained-video/video/remotion.config.ts b/apps/negentropy-influence/episodes/claude-code-explained-video/video/remotion.config.ts
similarity index 100%
rename from media/claude-code-explained-video/video/remotion.config.ts
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/remotion.config.ts
diff --git a/media/claude-code-explained-video/video/src/Main.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/Main.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/Main.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/Main.tsx
diff --git a/media/claude-code-explained-video/video/src/Root.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/Root.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/Root.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/Root.tsx
diff --git a/media/claude-code-explained-video/video/src/components/NarrationAudio.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/NarrationAudio.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/components/NarrationAudio.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/NarrationAudio.tsx
diff --git a/media/claude-code-explained-video/video/src/components/SceneFade.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/SceneFade.tsx
similarity index 95%
rename from media/claude-code-explained-video/video/src/components/SceneFade.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/SceneFade.tsx
index 6e7bc20d7..aa34344a6 100644
--- a/media/claude-code-explained-video/video/src/components/SceneFade.tsx
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/SceneFade.tsx
@@ -7,7 +7,7 @@ import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
  *
  * 为什么不用 @remotion/transitions 的 TransitionSeries：其总时长 = Σ序列 − Σ转场，
  * 会把视觉层整体左移而旁白（按 manifest 帧号绝对定位的独立层）不动，产生逐幕
- * 递增的失同步。见 media/pipeline/skills/06-remotion-implementation.md。
+ * 递增的失同步。见 pipeline/skills/06-remotion-implementation.md。
  *
  * 用法（Main.tsx 的 scenes.map 内包一层）：
  *   <SceneFade durationInFrames={sc.durationInFrames}
diff --git a/media/claude-code-explained-video/video/src/components/Subtitle.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/Subtitle.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/components/Subtitle.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/Subtitle.tsx
diff --git a/media/claude-code-explained-video/video/src/components/cards.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/cards.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/components/cards.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/cards.tsx
diff --git a/media/claude-code-explained-video/video/src/components/motifs.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/motifs.tsx
similarity index 99%
rename from media/claude-code-explained-video/video/src/components/motifs.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/motifs.tsx
index c02a8efba..32f01bf81 100644
--- a/media/claude-code-explained-video/video/src/components/motifs.tsx
+++ b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/components/motifs.tsx
@@ -1,4 +1,4 @@
-/** 本集视觉母题库（每集独有；复用边界见 media/pipeline/README.md §四——
+/** 本集视觉母题库（每集独有；复用边界见 pipeline/README.md §四——
  *  Remotion 原语复制适配、不做跨集共享包）。
  *
  *  五个母题，对应 script/storyboard.md 反复出现的画面语言：
diff --git a/media/claude-code-explained-video/video/src/design/theme.ts b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/design/theme.ts
similarity index 100%
rename from media/claude-code-explained-video/video/src/design/theme.ts
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/design/theme.ts
diff --git a/media/claude-code-explained-video/video/src/index.ts b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/index.ts
similarity index 100%
rename from media/claude-code-explained-video/video/src/index.ts
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/index.ts
diff --git a/media/claude-code-explained-video/video/src/scenes/P0Hook.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P0Hook.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P0Hook.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P0Hook.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P1Loop.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P1Loop.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P1Loop.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P1Loop.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P2Dispatch.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P2Dispatch.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P2Dispatch.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P2Dispatch.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P3Gates.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P3Gates.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P3Gates.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P3Gates.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P4Hooks.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P4Hooks.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P4Hooks.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P4Hooks.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P5Stack.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P5Stack.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P5Stack.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P5Stack.tsx
diff --git a/media/claude-code-explained-video/video/src/scenes/P6Ending.tsx b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P6Ending.tsx
similarity index 100%
rename from media/claude-code-explained-video/video/src/scenes/P6Ending.tsx
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/scenes/P6Ending.tsx
diff --git a/media/claude-code-explained-video/video/src/timing.json b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/timing.json
similarity index 100%
rename from media/claude-code-explained-video/video/src/timing.json
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/timing.json
diff --git a/media/claude-code-explained-video/video/src/timing.ts b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/timing.ts
similarity index 100%
rename from media/claude-code-explained-video/video/src/timing.ts
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/timing.ts
diff --git a/media/claude-code-explained-video/video/src/types.ts b/apps/negentropy-influence/episodes/claude-code-explained-video/video/src/types.ts
similarity index 100%
rename from media/claude-code-explained-video/video/src/types.ts
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/src/types.ts
diff --git a/media/claude-code-explained-video/video/tsconfig.json b/apps/negentropy-influence/episodes/claude-code-explained-video/video/tsconfig.json
similarity index 100%
rename from media/claude-code-explained-video/video/tsconfig.json
rename to apps/negentropy-influence/episodes/claude-code-explained-video/video/tsconfig.json
diff --git a/media/experience-era-agents-video/README.md b/apps/negentropy-influence/episodes/experience-era-agents-video/README.md
similarity index 86%
rename from media/experience-era-agents-video/README.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/README.md
index 7b32d0958..cbc9559c8 100644
--- a/media/experience-era-agents-video/README.md
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/README.md
@@ -3,7 +3,7 @@
 > 基于 Che Jiang, Jincheng Zhong, Yu Fu, *et al.*, "Self-Improving Agents in the Era of Experience: A Survey of Self- to Meta-Evolution," *Frontis.AI / Tsinghua University*, Jun. 2026（88 页综述，无公开 arXiv 号）的动效图解式科普视频（B 站/YouTube，约 14 分钟）。
 > 形态：**本人音色克隆配音**（IndexTTS-2.5，sunny-steady 明快稳健成片档，me-bright.wav 样本）+ Remotion 代码动画，无真人出镜。
 > （v2 前为 edge-tts 预置音色，两种引擎 manifest 契约一致，可随时切回。）
-> 三集系列第 1 集（各集独立成片，口播不出现他集标题与集数序号）；同系列：[《AI 如何自己变强？》](../self-improving-agents-video/README.md)（自我进化改什么）、[《会写代码的 AI，开始给自己写代码》](../self-evolving-coding-agents-video/README.md)（代码领域全图），发布顺序见 [../series.json](../series.json)。
+> 三集系列第 1 集（各集独立成片，口播不出现他集标题与集数序号）；同系列：[《AI 如何自己变强？》](../self-improving-agents-video/README.md)（自我进化改什么）、[《会写代码的 AI，开始给自己写代码》](../self-evolving-coding-agents-video/README.md)（代码领域全图），发布顺序见 [../series.json](../../series.json)。
 
 ## 交付状态（v3，2026-08-20）
 
@@ -26,7 +26,7 @@
 | `script/narration.json` | 派生物：拆句结果，供 TTS 与字幕消费（勿手改） |
 | `script/storyboard.md` | 分镜表：镜号 ↔ 句 id 区间 ↔ 画面动效（场景组件实现规格） |
 | `pipeline.toml` | 本集管线配置（配音/渲染/时长预算）——`pipeline.py` 的参数源 |
-| `scripts/*.py` | 薄包装 → 公共管线 [media/pipeline/scripts/](../pipeline/scripts/)（`--project` 透传） |
+| `scripts/*.py` | 薄包装 → 公共管线 [$R/](../../pipeline/scripts/)（`--project` 透传） |
 | `video/` | Remotion 工程（独立 pnpm 项目，`ignore-workspace` 与主仓隔离） |
 | `out/` | 渲染产物（gitignored） |
 
@@ -37,20 +37,20 @@
 uv run --no-project scripts/build_narration.py
 
 # 2. 合成配音（本人音色克隆，增量幂等；参数读自本集 pipeline.toml——成片档 sunny-steady，草稿遍加 --style sunny；
-#    需先启动 IndexTTS 服务，见 ../pipeline/VOICE-CLONING.md）
-uv run --no-project ../pipeline/scripts/pipeline.py --project . tts
+#    需先启动 IndexTTS 服务，见 ../../pipeline/VOICE-CLONING.md）
+uv run --no-project ../../pipeline/scripts/pipeline.py --project . tts
 
 # 3. 预览
 cd video && pnpm install --ignore-workspace && pnpm dev
 
 # 4. 草渲（半分辨率快速迭代）
-cd video && pnpm run render:draft        # -> ../out/draft.mp4
+cd video && ./node_modules/.bin/remotion render Main ../out/draft.mp4 --scale=0.5 --jpeg-quality=60
 
 # 5. 抽帧 QA（在工程根目录；--scene 与句 id 二选一）
 uv run --no-project scripts/qa_frames.py out/draft.mp4 --scene P2
 
 # 6. 终渲 1080p30
-cd video && pnpm run render               # -> ../out/final.mp4
+cd video && ./node_modules/.bin/remotion render Main ../out/final.mp4
 ```
 
 ## 音画同步机制
@@ -69,4 +69,4 @@ cd video && pnpm run render               # -> ../out/final.mp4
 
 ## 许可注意
 
-Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [../pipeline/VOICE-CLONING.md](../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
+Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [VOICE-CLONING.md](../../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
diff --git a/media/experience-era-agents-video/pipeline.toml b/apps/negentropy-influence/episodes/experience-era-agents-video/pipeline.toml
similarity index 74%
rename from media/experience-era-agents-video/pipeline.toml
rename to apps/negentropy-influence/episodes/experience-era-agents-video/pipeline.toml
index e8df451a6..18c7a0b30 100644
--- a/media/experience-era-agents-video/pipeline.toml
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/pipeline.toml
@@ -4,21 +4,14 @@
 
 [episode]
 slug  = "experience-era-agents-video"
-title = "上线之后，AI 才开始上学"
 
 [narration]
 # 时长预算门（check_script.py 两口径都查：字数估算 + manifest 实测）
 target_minutes = [13.0, 14.2]
-chars_per_min  = 280        # 与 build_narration.py 既有估算口径一致
 
 [tts]
 engine   = "indextts"
-ref      = "media/pipeline/voices/me-bright.wav"   # 仓库根相对
+ref      = "pipeline/voices/me-bright.wav"   # 子项目根相对（见 pipeline/scripts/paths.py）
 ref_sha1 = "54b699cce97f"                          # --expect-ref-sha1 硬校验（12 位，同 tts.py 口径）
 style    = "sunny-steady"   # 2026-08 重录决策：成片档 beams=3（首集全片换 sunny-steady）
-lang     = "ZH"
 # 两遍法：草稿遍用 CLI 覆写 --style sunny（快 3.4 倍），定稿遍回到本配置默认值。
-
-[render]
-draft_scale        = 0.5
-draft_jpeg_quality = 60
diff --git a/media/experience-era-agents-video/research/paper-notes.md b/apps/negentropy-influence/episodes/experience-era-agents-video/research/paper-notes.md
similarity index 99%
rename from media/experience-era-agents-video/research/paper-notes.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/research/paper-notes.md
index 5378a2b4a..2864a615a 100644
--- a/media/experience-era-agents-video/research/paper-notes.md
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/research/paper-notes.md
@@ -4,8 +4,8 @@
 > **作者**：清华大学 × Horizon Research (Frontis.AI) 联合团队（Che Jiang、Kaiyan Zhang 项目负责；Ning Ding、Kaiyan Zhang、Bowen Zhou 通讯）
 > **用途**：本笔记是科普视频《经验时代》的**单一事实源**——逐字稿中的每个论文断言必须能回溯到本文件的对应条目。
 > **提取方式**：2026-08-16 由 9 个并行提取代理对论文 PDF 全文逐节精读产出（§1–2、§3、§4、§5、§6、§7、§8、§9、§10 各一代理）。
-> **交叉引用**：工程向应用调研见 [docs/research/self-evolution/140-experience-era-self-improvement.md](../../../docs/research/self-evolution/140-experience-era-self-improvement.md)（同一论文映射到本仓 Routine 闭环的双支柱改进）。
-> **与同系列另两集的关系**（事实追溯用，非串线依据）：《AI 如何自己变强？》依据 Schmidhuber 团队综述（arXiv:2607.13104，聚焦“自我进化改什么：大脑 θ / 装备 Σ”）；本集论文聚焦“部署之后经验如何变成实力”（Harness=经验基础设施、trace→经验、四代更新面、元进化、SI 评测、移动攻击面）。两篇互补：一篇回答“改哪”，本集回答“上线之后怎么攒”。各集独立成片、口播互不引用（发布顺序见 [../../series.json](../../series.json)）。
+> **交叉引用**：工程向应用调研见 [docs/research/self-evolution/140-experience-era-self-improvement.md](../../../../../docs/research/self-evolution/140-experience-era-self-improvement.md)（同一论文映射到本仓 Routine 闭环的双支柱改进）。
+> **与同系列另两集的关系**（事实追溯用，非串线依据）：《AI 如何自己变强？》依据 Schmidhuber 团队综述（arXiv:2607.13104，聚焦“自我进化改什么：大脑 θ / 装备 Σ”）；本集论文聚焦“部署之后经验如何变成实力”（Harness=经验基础设施、trace→经验、四代更新面、元进化、SI 评测、移动攻击面）。两篇互补：一篇回答“改哪”，本集回答“上线之后怎么攒”。各集独立成片、口播互不引用（发布顺序见 [../../series.json](../../../series.json)）。
 
 ---
 
@@ -935,7 +935,7 @@
 
 ## 2026-08 v3 重读校准（第三遍，发布顺序调整 + sunny-steady 重录之际）
 
-> 重读方式：7 个按幕并行校准代理（A1 P0+P1 / A2 p2-01..18 / A3 p2-19..37 / A4 p2-38..47+P3 / A5 P4 / A6 P5 / A7 P6）对照 PDF 全文逐句审计，**审计单位是句而非章**——承接句强制记 `—` 档，正是上一轮「只审有趣句子」让两处 ❌ 漏网。取证工具：`media/pipeline/scripts/paper_extract.py`（map/text/captions/find/render）。
+> 重读方式：7 个按幕并行校准代理（A1 P0+P1 / A2 p2-01..18 / A3 p2-19..37 / A4 p2-38..47+P3 / A5 P4 / A6 P5 / A7 P6）对照 PDF 全文逐句审计，**审计单位是句而非章**——承接句强制记 `—` 档，正是上一轮「只审有趣句子」让两处 ❌ 漏网。取证工具：`$R/paper_extract.py`（map/text/captions/find/render）。
 > **结论**：上一轮「零事实漂移」的结论**不成立**。本轮确证 3 处事实错误（p0-01 归属、p1-10 编造倍数、p6-13a/b 站点占位数字）并逐句复核其余 176 句。
 
 ### 取证记录（111 vs 331 全链）
diff --git a/media/experience-era-agents-video/research/upgrade-2026-08-v3.md b/apps/negentropy-influence/episodes/experience-era-agents-video/research/upgrade-2026-08-v3.md
similarity index 97%
rename from media/experience-era-agents-video/research/upgrade-2026-08-v3.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/research/upgrade-2026-08-v3.md
index 793506d48..e9895ede8 100644
--- a/media/experience-era-agents-video/research/upgrade-2026-08-v3.md
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/research/upgrade-2026-08-v3.md
@@ -5,7 +5,7 @@
 
 ## 一、重读方式与结论
 
-- **论文**：88 页 PDF 全文按幕分 7 个并行校准代理（A1 P0+P1 / A2 p2-01..18 / A3 p2-19..37 / A4 p2-38..47+P3 / A5 P4 / A6 P5 / A7 P6），每句一行校准表（承接句强制 `—` 档）；取证工具 `media/pipeline/scripts/paper_extract.py`（§→页映射 / 分栏取文 / caption 收割 / 定点 find / 页面光栅化到 `out/figs/` 供看图，不入库）。
+- **论文**：88 页 PDF 全文按幕分 7 个并行校准代理（A1 P0+P1 / A2 p2-01..18 / A3 p2-19..37 / A4 p2-38..47+P3 / A5 P4 / A6 P5 / A7 P6），每句一行校准表（承接句强制 `—` 档）；取证工具 `$R/paper_extract.py`（§→页映射 / 分栏取文 / caption 收割 / 定点 find / 页面光栅化到 `out/figs/` 供看图，不入库）。
 - **站点**：以数据文件为准（`data/papers.json` / `data/manuscript.json`，访问 2026-08-19）——首页 HTML 计数为未水合占位（取证链见 [paper-notes.md](./paper-notes.md)「2026-08 v3 重读校准」节）。
 - **结论**：v2 审计「零事实漂移」**不成立**。本轮确证 3 处事实错误（p0-01 归属 / p1-10 编造倍数 / p6-13a.b 站点占位数字与章名）并复核其余全部口播句。
 
@@ -114,7 +114,7 @@ RISKY=0**，其提出的微调（p5-15/16/18/22/27、p2-15、p4-10/15、p6-13b
   | B（成片） | `sunny-steady`(beams=3) | 187 | **1.98 h** | 12.89 分 | ≈9.2 |
 
   **B/A ≈ 1.04**——与手册旧记载的「整集升档 +241%（9.9 h）」相差极大。已回写
-  [VOICE-CLONING.md §4.3b](../../pipeline/VOICE-CLONING.md) 与 `tts.py` 常量注释：旧数据应在机器
+  [VOICE-CLONING.md §4.3b](../../../pipeline/VOICE-CLONING.md) 与 `tts.py` 常量注释：旧数据应在机器
   被占用/热节流时测得；机器空闲时整集直上 `sunny-steady` 可行，`--steady` 混合档退为忙时折中手段。
 - **缓存正确性核验**：B 遍后独立重算 187 句摘要，**全部匹配 `sunny-steady`(beams=3)**，且 p0-01 不再
   匹配 A 遍 sunny 摘要 → 确认是真重合成而非缓存复用；`.engine` 标记为
diff --git a/media/experience-era-agents-video/research/upgrade-2026-08.md b/apps/negentropy-influence/episodes/experience-era-agents-video/research/upgrade-2026-08.md
similarity index 100%
rename from media/experience-era-agents-video/research/upgrade-2026-08.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/research/upgrade-2026-08.md
diff --git a/media/experience-era-agents-video/script/narration.json b/apps/negentropy-influence/episodes/experience-era-agents-video/script/narration.json
similarity index 100%
rename from media/experience-era-agents-video/script/narration.json
rename to apps/negentropy-influence/episodes/experience-era-agents-video/script/narration.json
diff --git a/media/experience-era-agents-video/script/narration.md b/apps/negentropy-influence/episodes/experience-era-agents-video/script/narration.md
similarity index 100%
rename from media/experience-era-agents-video/script/narration.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/script/narration.md
diff --git a/media/experience-era-agents-video/script/planning.md b/apps/negentropy-influence/episodes/experience-era-agents-video/script/planning.md
similarity index 96%
rename from media/experience-era-agents-video/script/planning.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/script/planning.md
index d743a40cb..12d323fbe 100644
--- a/media/experience-era-agents-video/script/planning.md
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/script/planning.md
@@ -12,7 +12,7 @@
 | 形态 | 动效图解式：**本人音色克隆配音**（IndexTTS-2.5 sunny-steady 成片档）+ Remotion 代码动画，无真人出镜 |
 | 受众 | 对 AI 好奇的普通观众；不预设机器学习背景 |
 | 核心内容 | 全文主线：Harness=经验基础设施 → 经验的四个去处 → 元进化 → SI 评测 → 移动攻击面 |
-| 系列关系 | 三集系列第 1 集，完全独立成片：口播不出现其他集标题与集数序号（发布顺序见 [../../series.json](../../series.json)） |
+| 系列关系 | 三集系列第 1 集，完全独立成片：口播不出现其他集标题与集数序号（发布顺序见 [../../series.json](../../../series.json)） |
 
 ## 二、叙事策略
 
@@ -69,7 +69,7 @@ flowchart LR
     style I fill:#2d5c1a,stroke:#7ED321,color:#fff
 ```
 
-- 公共脚本已收敛至 [media/pipeline/](../../pipeline/README.md)（本工程 scripts/ 为薄包装）。
+- 公共脚本已收敛至 [pipeline/](../../../pipeline/README.md)（本工程 scripts/ 为薄包装）。
 - 同步机制：每句一段 MP3；Remotion `calculateMetadata` 读 manifest 自动计算时间轴（句间 0.32s、幕间 +0.9s、片头 0.6s、片尾 2s）——改稿后只需重跑 build→tts→render。
 - 质量门：逐字稿定稿前过 `pipeline/skills/04-verification.md` 双重校验（真实性回溯 + 易懂性评审）；渲染后逐幕抽帧目检。
 
@@ -78,4 +78,4 @@ flowchart LR
 - BGM 留空轨（版权考量，用户后期自选）；不使用任何未经授权的第三方图片/音频素材，全部画面为代码生成。
 - 论文之外的观点不进口播正文；需要延伸时明确口播"论文之外多说一句"。
 - 论文无公开 arXiv 号：引用卡写机构 + 日期，不编造编号。
-- Remotion 采用个人科普用途免费授权；IndexTTS-2.5 按 bilibili 模型许可（个人/研究可用），发布前确认平台对合成语音的标注要求（详见 [../../pipeline/VOICE-CLONING.md §八](../../pipeline/VOICE-CLONING.md)）。
+- Remotion 采用个人科普用途免费授权；IndexTTS-2.5 按 bilibili 模型许可（个人/研究可用），发布前确认平台对合成语音的标注要求（详见 [VOICE-CLONING.md §八](../../../pipeline/VOICE-CLONING.md)）。
diff --git a/media/experience-era-agents-video/script/storyboard.md b/apps/negentropy-influence/episodes/experience-era-agents-video/script/storyboard.md
similarity index 100%
rename from media/experience-era-agents-video/script/storyboard.md
rename to apps/negentropy-influence/episodes/experience-era-agents-video/script/storyboard.md
diff --git a/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/build_narration.py b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/build_narration.py
new file mode 100644
index 000000000..d0e22ac1a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/build_narration.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/build_narration.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/build_narration.py）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "build_narration.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/qa_frames.py b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/qa_frames.py
new file mode 100644
index 000000000..b79652e2a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/qa_frames.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/qa_frames.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "qa_frames.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/tts.py b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/tts.py
new file mode 100644
index 000000000..9e18bed7c
--- /dev/null
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/scripts/tts.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/tts.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "tts.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/media/experience-era-agents-video/video/.npmrc b/apps/negentropy-influence/episodes/experience-era-agents-video/video/.npmrc
similarity index 100%
rename from media/experience-era-agents-video/video/.npmrc
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/.npmrc
diff --git a/media/experience-era-agents-video/video/package.json b/apps/negentropy-influence/episodes/experience-era-agents-video/video/package.json
similarity index 100%
rename from media/experience-era-agents-video/video/package.json
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/package.json
diff --git a/media/experience-era-agents-video/video/pnpm-lock.yaml b/apps/negentropy-influence/episodes/experience-era-agents-video/video/pnpm-lock.yaml
similarity index 100%
rename from media/experience-era-agents-video/video/pnpm-lock.yaml
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/pnpm-lock.yaml
diff --git a/media/experience-era-agents-video/video/remotion.config.ts b/apps/negentropy-influence/episodes/experience-era-agents-video/video/remotion.config.ts
similarity index 100%
rename from media/experience-era-agents-video/video/remotion.config.ts
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/remotion.config.ts
diff --git a/media/experience-era-agents-video/video/src/Main.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/Main.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/Main.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/Main.tsx
diff --git a/media/experience-era-agents-video/video/src/Root.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/Root.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/Root.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/Root.tsx
diff --git a/media/experience-era-agents-video/video/src/components/NarrationAudio.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/NarrationAudio.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/components/NarrationAudio.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/NarrationAudio.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/SceneFade.tsx
similarity index 95%
rename from media/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/SceneFade.tsx
index 6e7bc20d7..aa34344a6 100644
--- a/media/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx
+++ b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/SceneFade.tsx
@@ -7,7 +7,7 @@ import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
  *
  * 为什么不用 @remotion/transitions 的 TransitionSeries：其总时长 = Σ序列 − Σ转场，
  * 会把视觉层整体左移而旁白（按 manifest 帧号绝对定位的独立层）不动，产生逐幕
- * 递增的失同步。见 media/pipeline/skills/06-remotion-implementation.md。
+ * 递增的失同步。见 pipeline/skills/06-remotion-implementation.md。
  *
  * 用法（Main.tsx 的 scenes.map 内包一层）：
  *   <SceneFade durationInFrames={sc.durationInFrames}
diff --git a/media/experience-era-agents-video/video/src/components/Subtitle.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/Subtitle.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/components/Subtitle.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/Subtitle.tsx
diff --git a/media/experience-era-agents-video/video/src/components/cards.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/cards.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/components/cards.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/components/cards.tsx
diff --git a/media/experience-era-agents-video/video/src/design/theme.ts b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/design/theme.ts
similarity index 100%
rename from media/experience-era-agents-video/video/src/design/theme.ts
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/design/theme.ts
diff --git a/media/experience-era-agents-video/video/src/index.ts b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/index.ts
similarity index 100%
rename from media/experience-era-agents-video/video/src/index.ts
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/index.ts
diff --git a/media/experience-era-agents-video/video/src/scenes/P0Hook.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P0Hook.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P0Hook.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P0Hook.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P1Anatomy.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P1Anatomy.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P1Anatomy.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P1Anatomy.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P2FourDestinations.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P2FourDestinations.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P2FourDestinations.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P2FourDestinations.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P3Meta.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P3Meta.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P3Meta.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P3Meta.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P4Eval.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P4Eval.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P4Eval.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P4Eval.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P5Safety.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P5Safety.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P5Safety.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P5Safety.tsx
diff --git a/media/experience-era-agents-video/video/src/scenes/P6Ending.tsx b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P6Ending.tsx
similarity index 100%
rename from media/experience-era-agents-video/video/src/scenes/P6Ending.tsx
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/scenes/P6Ending.tsx
diff --git a/media/experience-era-agents-video/video/src/timing.json b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/timing.json
similarity index 100%
rename from media/experience-era-agents-video/video/src/timing.json
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/timing.json
diff --git a/media/experience-era-agents-video/video/src/timing.ts b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/timing.ts
similarity index 100%
rename from media/experience-era-agents-video/video/src/timing.ts
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/timing.ts
diff --git a/media/experience-era-agents-video/video/src/types.ts b/apps/negentropy-influence/episodes/experience-era-agents-video/video/src/types.ts
similarity index 100%
rename from media/experience-era-agents-video/video/src/types.ts
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/src/types.ts
diff --git a/media/experience-era-agents-video/video/tsconfig.json b/apps/negentropy-influence/episodes/experience-era-agents-video/video/tsconfig.json
similarity index 100%
rename from media/experience-era-agents-video/video/tsconfig.json
rename to apps/negentropy-influence/episodes/experience-era-agents-video/video/tsconfig.json
diff --git a/media/self-evolving-coding-agents-video/README.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/README.md
similarity index 88%
rename from media/self-evolving-coding-agents-video/README.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/README.md
index ef5a8b3e5..398b197f4 100644
--- a/media/self-evolving-coding-agents-video/README.md
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/README.md
@@ -3,7 +3,7 @@
 > 基于 H. Zhou, H. Hu, Y. Shang, Q. Zhang, "Self-Evolving Coding Agents: A Survey," arXiv:2608.03392, Aug. 2026（南京理工大学 × 南京大学综述）的动效图解式科普视频（B 站/YouTube，目标 14.5–15.5 分钟）。
 > 形态：**本人音色克隆配音**（IndexTTS-2.5，passionate 激情风格）+ Remotion 代码动画，无真人出镜。
 > （v3 前为 edge-tts 预置音色，两种引擎 manifest 契约一致，可随时切回。）
-> 系列第三集（各集独立成片，口播不出现他集标题与集数序号）：前两集讲通用道理——[《上线之后，AI 才开始上学》](../experience-era-agents-video/README.md)（部署后经验怎么攒）、[《AI 如何自己变强？》](../self-improving-agents-video/README.md)（自我进化改什么）；本集**领域深潜**：自进化最先真实落地的田野——代码（可执行反馈让进化可测量）。片尾三卡回顾，顺序以 [../series.json](../series.json) 为准。
+> 系列第三集（各集独立成片，口播不出现他集标题与集数序号）：前两集讲通用道理——[《上线之后，AI 才开始上学》](../experience-era-agents-video/README.md)（部署后经验怎么攒）、[《AI 如何自己变强？》](../self-improving-agents-video/README.md)（自我进化改什么）；本集**领域深潜**：自进化最先真实落地的田野——代码（可执行反馈让进化可测量）。片尾三卡回顾，顺序以 [../series.json](../../series.json) 为准。
 
 ## 目录结构
 
@@ -15,7 +15,7 @@
 | `script/narration.json` | 派生物：拆句结果，供 TTS 与字幕消费（勿手改） |
 | `script/storyboard.md` | 分镜表：镜号 ↔ 句 id 区间 ↔ 画面动效（场景组件实现规格） |
 | `pipeline.toml` | 本集管线配置（配音/渲染/时长预算）——`pipeline.py` 的参数源 |
-| `scripts/*.py` | 薄包装 → 公共管线 [media/pipeline/scripts/](../pipeline/scripts/)（`--project` 透传） |
+| `scripts/*.py` | 薄包装 → 公共管线 [$R/](../../pipeline/scripts/)（`--project` 透传） |
 | `video/` | Remotion 工程（独立 pnpm 项目，`ignore-workspace` 与主仓隔离） |
 | `out/` | 渲染产物（gitignored） |
 
@@ -26,8 +26,8 @@
 uv run --no-project scripts/build_narration.py
 
 # 2. 合成配音（本人音色克隆，增量幂等；参数读自本集 pipeline.toml（复现已上线音频的档：passionate + me-1.wav）；
-#    需先启动 IndexTTS 服务，见 ../pipeline/VOICE-CLONING.md）
-uv run --no-project ../pipeline/scripts/pipeline.py --project . tts
+#    需先启动 IndexTTS 服务，见 ../../pipeline/VOICE-CLONING.md）
+uv run --no-project ../../pipeline/scripts/pipeline.py --project . tts
 
 # 3. 预览（工具一律 ./node_modules/.bin/ 直调，防 pnpm run 污染根 workspace node_modules）
 cd video && pnpm install --ignore-workspace && ./node_modules/.bin/remotion studio
@@ -58,4 +58,4 @@ cd video && ./node_modules/.bin/remotion render Main ../out/final.mp4
 
 ## 许可注意
 
-Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [../pipeline/VOICE-CLONING.md](../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
+Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [VOICE-CLONING.md](../../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
diff --git a/media/self-evolving-coding-agents-video/pipeline.toml b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/pipeline.toml
similarity index 68%
rename from media/self-evolving-coding-agents-video/pipeline.toml
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/pipeline.toml
index 3892ff9b3..7a3852acb 100644
--- a/media/self-evolving-coding-agents-video/pipeline.toml
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/pipeline.toml
@@ -4,22 +4,15 @@
 
 [episode]
 slug  = "self-evolving-coding-agents-video"
-title = "会写代码的 AI，开始给自己写代码"
 
 [narration]
 target_minutes = [12.0, 15.0]
-chars_per_min  = 280
 
 [tts]
 # ⚠️ 本配置记录的是「复现已上线音频」的档：三集成片统一 passionate + me-1.wav。
 # 摘要含 style 与 ref_sha1，改档 = 整集重合成（须 --allow-voice-switch 显式放行）。
-# 升级 sunny-steady 属独立重录决策，登记于 media/series.json 的待升级项。
+# 升级 sunny-steady 属独立重录决策，登记于 series.json 的待升级项。
 engine   = "indextts"
-ref      = "media/pipeline/voices/me-1.wav"
+ref      = "pipeline/voices/me-1.wav"
 ref_sha1 = "3ed0d9d60d4b"
 style    = "passionate"
-lang     = "ZH"
-
-[render]
-draft_scale        = 0.5
-draft_jpeg_quality = 60
diff --git a/media/self-evolving-coding-agents-video/research/paper-notes.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/research/paper-notes.md
similarity index 99%
rename from media/self-evolving-coding-agents-video/research/paper-notes.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/research/paper-notes.md
index 8121e0851..162247494 100644
--- a/media/self-evolving-coding-agents-video/research/paper-notes.md
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/research/paper-notes.md
@@ -5,7 +5,7 @@
 > **用途**：本笔记是科普视频《会写代码的 AI，开始给自己写代码》的**单一事实源**——逐字稿中的每个论文断言必须能回溯到本文件的对应条目。
 > **提取方式**：2026-08-17 由 8 个并行提取代理对论文 HTML 全文逐节精读产出（A: 摘要+§1；B: §2+Table 1；C–F: §3.1–3.4 各一；G: §3.5+§4；H: §5–7+Table 2 结构）。
 > **配套资源**：论文附论文列表仓库 Awesome-Self-Evolving-Coding-Agents（https://github.com/zhouhao1024/Awesome-Self-Evolving-Coding-Agents）。
-> **与同系列另两集的关系**：《上线之后，AI 才开始上学》（清华×Frontis 综述，通用·部署后经验怎么攒：Harness/trace→z/四去处/元进化）、《AI 如何自己变强？》（arXiv:2607.13104，通用·自我进化改什么：大脑 θ/装备 Σ）。本集论文**领域深潜**：自进化编码智能体——自进化最先真实落地的田野（可执行反馈让进化可测量）。三集互补且各自独立成片（发布顺序见 [../../series.json](../../series.json)）。
+> **与同系列另两集的关系**：《上线之后，AI 才开始上学》（清华×Frontis 综述，通用·部署后经验怎么攒：Harness/trace→z/四去处/元进化）、《AI 如何自己变强？》（arXiv:2607.13104，通用·自我进化改什么：大脑 θ/装备 Σ）。本集论文**领域深潜**：自进化编码智能体——自进化最先真实落地的田野（可执行反馈让进化可测量）。三集互补且各自独立成片（发布顺序见 [../../series.json](../../../series.json)）。
 
 
 ---
diff --git a/media/self-evolving-coding-agents-video/research/upgrade-2026-08.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/research/upgrade-2026-08.md
similarity index 100%
rename from media/self-evolving-coding-agents-video/research/upgrade-2026-08.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/research/upgrade-2026-08.md
diff --git a/media/self-evolving-coding-agents-video/script/narration.json b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/narration.json
similarity index 100%
rename from media/self-evolving-coding-agents-video/script/narration.json
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/narration.json
diff --git a/media/self-evolving-coding-agents-video/script/narration.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/narration.md
similarity index 100%
rename from media/self-evolving-coding-agents-video/script/narration.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/narration.md
diff --git a/media/self-evolving-coding-agents-video/script/planning.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/planning.md
similarity index 98%
rename from media/self-evolving-coding-agents-video/script/planning.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/planning.md
index e4ff59bec..e6bb9987d 100644
--- a/media/self-evolving-coding-agents-video/script/planning.md
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/planning.md
@@ -12,7 +12,7 @@
 | 形态 | 动效图解式：AI 配音（edge-tts）+ Remotion 代码动画，无真人出镜 |
 | 受众 | 对 AI 好奇的普通观众；不预设机器学习或软件工程背景 |
 | 核心内容 | 全文主线：概念边界（三圈）→ 五个进化的对象 → 时机×证据 → 评测 → 可信进化 |
-| 系列关系 | 第三集=**领域深潜**：前两集讲通用道理（部署后经验怎么攒 / 自我进化改什么），本集看自进化最先真实落地的田野——代码（可执行反馈让进化可测量）；片尾三卡回顾，顺序以 [../../series.json](../../series.json) 为准，各集独立成片 |
+| 系列关系 | 第三集=**领域深潜**：前两集讲通用道理（部署后经验怎么攒 / 自我进化改什么），本集看自进化最先真实落地的田野——代码（可执行反馈让进化可测量）；片尾三卡回顾，顺序以 [../../series.json](../../../series.json) 为准，各集独立成片 |
 
 ## 二、叙事策略
 
@@ -78,7 +78,7 @@ flowchart LR
     style I fill:#2d5c1a,stroke:#7ED321,color:#fff
 ```
 
-- 公共脚本收敛于 [media/pipeline/](../../pipeline/README.md)（本工程 scripts/ 为薄包装）。
+- 公共脚本收敛于 [pipeline/](../../../pipeline/README.md)（本工程 scripts/ 为薄包装）。
 - 同步机制：每句一段 MP3；Remotion `calculateMetadata` 读 manifest 自动计算时间轴（句间 0.32s、幕间 +0.9s、片头 0.6s、片尾 2s）——改稿后只需重跑 build→tts→render。
 - 质量门：逐字稿定稿前过 `pipeline/skills/04-verification.md` 双重校验（真实性回溯 + 易懂性评审）；渲染后逐幕抽帧目检。
 
diff --git a/media/self-evolving-coding-agents-video/script/storyboard.md b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/storyboard.md
similarity index 100%
rename from media/self-evolving-coding-agents-video/script/storyboard.md
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/script/storyboard.md
diff --git a/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/build_narration.py b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/build_narration.py
new file mode 100644
index 000000000..d0e22ac1a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/build_narration.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/build_narration.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/build_narration.py）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "build_narration.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/qa_frames.py b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/qa_frames.py
new file mode 100644
index 000000000..b79652e2a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/qa_frames.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/qa_frames.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "qa_frames.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/tts.py b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/tts.py
new file mode 100644
index 000000000..9e18bed7c
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/scripts/tts.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/tts.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "tts.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/media/self-evolving-coding-agents-video/video/.npmrc b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/.npmrc
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/.npmrc
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/.npmrc
diff --git a/media/self-evolving-coding-agents-video/video/package.json b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/package.json
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/package.json
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/package.json
diff --git a/media/self-evolving-coding-agents-video/video/pnpm-lock.yaml b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/pnpm-lock.yaml
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/pnpm-lock.yaml
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/pnpm-lock.yaml
diff --git a/media/self-evolving-coding-agents-video/video/remotion.config.ts b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/remotion.config.ts
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/remotion.config.ts
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/remotion.config.ts
diff --git a/media/self-evolving-coding-agents-video/video/src/Main.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/Main.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/Main.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/Main.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/Root.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/Root.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/Root.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/Root.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/components/NarrationAudio.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/NarrationAudio.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/components/NarrationAudio.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/NarrationAudio.tsx
diff --git a/media/self-improving-agents-video/video/src/components/SceneFade.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx
similarity index 95%
rename from media/self-improving-agents-video/video/src/components/SceneFade.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx
index 6e7bc20d7..aa34344a6 100644
--- a/media/self-improving-agents-video/video/src/components/SceneFade.tsx
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/SceneFade.tsx
@@ -7,7 +7,7 @@ import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
  *
  * 为什么不用 @remotion/transitions 的 TransitionSeries：其总时长 = Σ序列 − Σ转场，
  * 会把视觉层整体左移而旁白（按 manifest 帧号绝对定位的独立层）不动，产生逐幕
- * 递增的失同步。见 media/pipeline/skills/06-remotion-implementation.md。
+ * 递增的失同步。见 pipeline/skills/06-remotion-implementation.md。
  *
  * 用法（Main.tsx 的 scenes.map 内包一层）：
  *   <SceneFade durationInFrames={sc.durationInFrames}
diff --git a/media/self-evolving-coding-agents-video/video/src/components/Subtitle.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/Subtitle.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/components/Subtitle.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/Subtitle.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/components/cards.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/cards.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/components/cards.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/components/cards.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/design/theme.ts b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/design/theme.ts
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/design/theme.ts
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/design/theme.ts
diff --git a/media/self-evolving-coding-agents-video/video/src/index.ts b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/index.ts
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/index.ts
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/index.ts
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P0Hook.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P0Hook.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P0Hook.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P0Hook.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P1Boundary.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P1Boundary.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P1Boundary.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P1Boundary.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P2FiveObjects.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P2FiveObjects.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P2FiveObjects.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P2FiveObjects.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P3WhenEvidence.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P3WhenEvidence.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P3WhenEvidence.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P3WhenEvidence.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P4Eval.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P4Eval.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P4Eval.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P4Eval.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P5Trust.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P5Trust.tsx
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P5Trust.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P5Trust.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx
similarity index 98%
rename from media/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx
index 97330c03c..23fa6040f 100644
--- a/media/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx
+++ b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/scenes/P6Ending.tsx
@@ -101,7 +101,7 @@ const OpenQuestion: React.FC = () => {
   );
 };
 
-/** 6-C 系列三卡（顺序与 media/series.json 对齐；本集高亮由 self 标志驱动，非位置耦合） */
+/** 6-C 系列三卡（顺序与 series.json 对齐；本集高亮由 self 标志驱动，非位置耦合） */
 const SeriesThree: React.FC = () => {
   const eps = [
     {title: '上线之后，AI 才开始上学', sub: '经验 · 怎么攒', c1: '#F5C542', c2: '#2DD4BF', ep: '第一集', self: false},
diff --git a/media/pipeline/tests/fixtures/timing.json b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/timing.json
similarity index 100%
rename from media/pipeline/tests/fixtures/timing.json
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/timing.json
diff --git a/media/self-evolving-coding-agents-video/video/src/timing.ts b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/timing.ts
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/timing.ts
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/timing.ts
diff --git a/media/self-evolving-coding-agents-video/video/src/types.ts b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/types.ts
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/types.ts
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/src/types.ts
diff --git a/media/self-evolving-coding-agents-video/video/tsconfig.json b/apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/tsconfig.json
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/tsconfig.json
rename to apps/negentropy-influence/episodes/self-evolving-coding-agents-video/video/tsconfig.json
diff --git a/media/self-improving-agents-video/README.md b/apps/negentropy-influence/episodes/self-improving-agents-video/README.md
similarity index 85%
rename from media/self-improving-agents-video/README.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/README.md
index 38cea4f32..5ac82b151 100644
--- a/media/self-improving-agents-video/README.md
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/README.md
@@ -26,20 +26,20 @@
 uv run --no-project scripts/build_narration.py
 
 # 2. 合成配音（本人音色克隆，增量幂等；参数读自本集 pipeline.toml（复现已上线音频的档：passionate + me-1.wav）；
-#    需先启动 IndexTTS 服务，见 ../pipeline/VOICE-CLONING.md）
-uv run --no-project ../pipeline/scripts/pipeline.py --project . tts
+#    需先启动 IndexTTS 服务，见 ../../pipeline/VOICE-CLONING.md）
+uv run --no-project ../../pipeline/scripts/pipeline.py --project . tts
 
 # 3. 预览
 cd video && pnpm install --ignore-workspace && pnpm dev
 
 # 4. 草渲（半分辨率快速迭代）
-cd video && pnpm run render:draft        # -> ../out/draft.mp4
+cd video && ./node_modules/.bin/remotion render Main ../out/draft.mp4 --scale=0.5 --jpeg-quality=60
 
 # 5. 抽帧 QA（在根目录）
 uv run --no-project scripts/qa_frames.py out/draft.mp4 --scene P2
 
 # 6. 终渲 1080p30
-cd video && pnpm run render               # -> ../out/final.mp4
+cd video && ./node_modules/.bin/remotion render Main ../out/final.mp4
 ```
 
 ## 音画同步机制
@@ -54,4 +54,4 @@ cd video && pnpm run render               # -> ../out/final.mp4
 
 ## 许可注意
 
-Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [../pipeline/VOICE-CLONING.md](../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
+Remotion 对超过 3 人的公司需商业授权（个人/小团队免费）；若本视频转为公司用途，请评估许可或迁移 MIT 协议的 Motion Canvas。配音为**本人声音的自愿克隆**（IndexTTS-2.5，按 bilibili 模型使用许可：个人/研究用途可用，商用需联系 indexspeech@bilibili.com；克隆他人声音须获本人书面同意，详见 [VOICE-CLONING.md](../../pipeline/VOICE-CLONING.md) §八）。发布前请自行确认平台对合成语音的标注要求。
diff --git a/media/self-improving-agents-video/pipeline.toml b/apps/negentropy-influence/episodes/self-improving-agents-video/pipeline.toml
similarity index 69%
rename from media/self-improving-agents-video/pipeline.toml
rename to apps/negentropy-influence/episodes/self-improving-agents-video/pipeline.toml
index 645446f83..d8cd18046 100644
--- a/media/self-improving-agents-video/pipeline.toml
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/pipeline.toml
@@ -4,22 +4,15 @@
 
 [episode]
 slug  = "self-improving-agents-video"
-title = "AI 如何自己变强？"
 
 [narration]
 target_minutes = [15.0, 18.0]
-chars_per_min  = 280
 
 [tts]
 # ⚠️ 本配置记录的是「复现已上线音频」的档：三集成片统一 passionate + me-1.wav。
 # 摘要含 style 与 ref_sha1，改档 = 整集重合成（须 --allow-voice-switch 显式放行）。
-# 升级 sunny-steady 属独立重录决策，登记于 media/series.json 的待升级项。
+# 升级 sunny-steady 属独立重录决策，登记于 series.json 的待升级项。
 engine   = "indextts"
-ref      = "media/pipeline/voices/me-1.wav"
+ref      = "pipeline/voices/me-1.wav"
 ref_sha1 = "3ed0d9d60d4b"
 style    = "passionate"
-lang     = "ZH"
-
-[render]
-draft_scale        = 0.5
-draft_jpeg_quality = 60
diff --git a/media/self-improving-agents-video/research/paper-notes.md b/apps/negentropy-influence/episodes/self-improving-agents-video/research/paper-notes.md
similarity index 100%
rename from media/self-improving-agents-video/research/paper-notes.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/research/paper-notes.md
diff --git a/media/self-improving-agents-video/research/upgrade-2026-08.md b/apps/negentropy-influence/episodes/self-improving-agents-video/research/upgrade-2026-08.md
similarity index 100%
rename from media/self-improving-agents-video/research/upgrade-2026-08.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/research/upgrade-2026-08.md
diff --git a/media/self-improving-agents-video/script/narration.json b/apps/negentropy-influence/episodes/self-improving-agents-video/script/narration.json
similarity index 100%
rename from media/self-improving-agents-video/script/narration.json
rename to apps/negentropy-influence/episodes/self-improving-agents-video/script/narration.json
diff --git a/media/self-improving-agents-video/script/narration.md b/apps/negentropy-influence/episodes/self-improving-agents-video/script/narration.md
similarity index 100%
rename from media/self-improving-agents-video/script/narration.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/script/narration.md
diff --git a/media/self-improving-agents-video/script/planning.md b/apps/negentropy-influence/episodes/self-improving-agents-video/script/planning.md
similarity index 100%
rename from media/self-improving-agents-video/script/planning.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/script/planning.md
diff --git a/media/self-improving-agents-video/script/storyboard.md b/apps/negentropy-influence/episodes/self-improving-agents-video/script/storyboard.md
similarity index 100%
rename from media/self-improving-agents-video/script/storyboard.md
rename to apps/negentropy-influence/episodes/self-improving-agents-video/script/storyboard.md
diff --git a/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/build_narration.py b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/build_narration.py
new file mode 100644
index 000000000..d0e22ac1a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/build_narration.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/build_narration.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/build_narration.py）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "build_narration.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/qa_frames.py b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/qa_frames.py
new file mode 100644
index 000000000..b79652e2a
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/qa_frames.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/qa_frames.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "qa_frames.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/tts.py b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/tts.py
new file mode 100644
index 000000000..9e18bed7c
--- /dev/null
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/scripts/tts.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/tts.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "tts.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/media/self-improving-agents-video/video/.npmrc b/apps/negentropy-influence/episodes/self-improving-agents-video/video/.npmrc
similarity index 100%
rename from media/self-improving-agents-video/video/.npmrc
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/.npmrc
diff --git a/media/self-improving-agents-video/video/package.json b/apps/negentropy-influence/episodes/self-improving-agents-video/video/package.json
similarity index 100%
rename from media/self-improving-agents-video/video/package.json
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/package.json
diff --git a/media/self-improving-agents-video/video/pnpm-lock.yaml b/apps/negentropy-influence/episodes/self-improving-agents-video/video/pnpm-lock.yaml
similarity index 100%
rename from media/self-improving-agents-video/video/pnpm-lock.yaml
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/pnpm-lock.yaml
diff --git a/media/self-improving-agents-video/video/remotion.config.ts b/apps/negentropy-influence/episodes/self-improving-agents-video/video/remotion.config.ts
similarity index 100%
rename from media/self-improving-agents-video/video/remotion.config.ts
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/remotion.config.ts
diff --git a/media/self-improving-agents-video/video/src/Main.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/Main.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/Main.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/Main.tsx
diff --git a/media/self-improving-agents-video/video/src/Root.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/Root.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/Root.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/Root.tsx
diff --git a/media/self-improving-agents-video/video/src/components/NarrationAudio.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/NarrationAudio.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/components/NarrationAudio.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/NarrationAudio.tsx
diff --git a/media/experience-era-agents-video/video/src/components/SceneFade.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/SceneFade.tsx
similarity index 95%
rename from media/experience-era-agents-video/video/src/components/SceneFade.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/SceneFade.tsx
index 6e7bc20d7..aa34344a6 100644
--- a/media/experience-era-agents-video/video/src/components/SceneFade.tsx
+++ b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/SceneFade.tsx
@@ -7,7 +7,7 @@ import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
  *
  * 为什么不用 @remotion/transitions 的 TransitionSeries：其总时长 = Σ序列 − Σ转场，
  * 会把视觉层整体左移而旁白（按 manifest 帧号绝对定位的独立层）不动，产生逐幕
- * 递增的失同步。见 media/pipeline/skills/06-remotion-implementation.md。
+ * 递增的失同步。见 pipeline/skills/06-remotion-implementation.md。
  *
  * 用法（Main.tsx 的 scenes.map 内包一层）：
  *   <SceneFade durationInFrames={sc.durationInFrames}
diff --git a/media/self-improving-agents-video/video/src/components/Subtitle.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/Subtitle.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/components/Subtitle.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/Subtitle.tsx
diff --git a/media/self-improving-agents-video/video/src/components/cards.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/cards.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/components/cards.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/components/cards.tsx
diff --git a/media/self-improving-agents-video/video/src/design/theme.ts b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/design/theme.ts
similarity index 100%
rename from media/self-improving-agents-video/video/src/design/theme.ts
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/design/theme.ts
diff --git a/media/self-improving-agents-video/video/src/index.ts b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/index.ts
similarity index 100%
rename from media/self-improving-agents-video/video/src/index.ts
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/index.ts
diff --git a/media/self-improving-agents-video/video/src/scenes/P0Cold.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P0Cold.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P0Cold.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P0Cold.tsx
diff --git a/media/self-improving-agents-video/video/src/scenes/P1Anatomy.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P1Anatomy.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P1Anatomy.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P1Anatomy.tsx
diff --git a/media/self-improving-agents-video/video/src/scenes/P2Brain.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P2Brain.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P2Brain.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P2Brain.tsx
diff --git a/media/self-improving-agents-video/video/src/scenes/P3Gear.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P3Gear.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P3Gear.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P3Gear.tsx
diff --git a/media/self-improving-agents-video/video/src/scenes/P4Balance.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P4Balance.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P4Balance.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P4Balance.tsx
diff --git a/media/self-improving-agents-video/video/src/scenes/P5Ending.tsx b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P5Ending.tsx
similarity index 100%
rename from media/self-improving-agents-video/video/src/scenes/P5Ending.tsx
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/scenes/P5Ending.tsx
diff --git a/media/self-evolving-coding-agents-video/video/src/timing.json b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/timing.json
similarity index 100%
rename from media/self-evolving-coding-agents-video/video/src/timing.json
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/timing.json
diff --git a/media/self-improving-agents-video/video/src/timing.ts b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/timing.ts
similarity index 100%
rename from media/self-improving-agents-video/video/src/timing.ts
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/timing.ts
diff --git a/media/self-improving-agents-video/video/src/types.ts b/apps/negentropy-influence/episodes/self-improving-agents-video/video/src/types.ts
similarity index 100%
rename from media/self-improving-agents-video/video/src/types.ts
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/src/types.ts
diff --git a/media/self-improving-agents-video/video/tsconfig.json b/apps/negentropy-influence/episodes/self-improving-agents-video/video/tsconfig.json
similarity index 100%
rename from media/self-improving-agents-video/video/tsconfig.json
rename to apps/negentropy-influence/episodes/self-improving-agents-video/video/tsconfig.json
diff --git a/media/pipeline/INDEXTTS-2.5-ADVANCED.md b/apps/negentropy-influence/pipeline/INDEXTTS-2.5-ADVANCED.md
similarity index 99%
rename from media/pipeline/INDEXTTS-2.5-ADVANCED.md
rename to apps/negentropy-influence/pipeline/INDEXTTS-2.5-ADVANCED.md
index 09abc7c7b..49a14d03e 100644
--- a/media/pipeline/INDEXTTS-2.5-ADVANCED.md
+++ b/apps/negentropy-influence/pipeline/INDEXTTS-2.5-ADVANCED.md
@@ -118,7 +118,7 @@ flowchart TD
 归一化。逐字稿为字幕可读性把句子拆到 ≤43 字，反而**提高**了出现纯 ASCII 短句的概率——
 两个既有约束的隐性冲突。
 
-已上线三集曾有 8 句年份读错，修复与成门记于 [issue.md ISSUE-164](../../docs/.agents/issue.md)；
+已上线三集曾有 8 句年份读错，修复与成门记于 [issue.md ISSUE-164](../../../docs/.agents/issue.md)；
 禁写清单是 [check_script.py](./scripts/check_script.py) 的 `READING_TRAPS`，写稿侧规约见
 [skills/03-narration.md](./skills/03-narration.md)。
 
@@ -647,18 +647,18 @@ TensorRT-LLM）。仓库内**无 vLLM 后端**，README 只给外链 recipe。
 ```bash
 # 0) 先确认测量环境合格（§6.5）——否则听感之外的任何数字都不可归因
 cd ~/tools/index-tts
-./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py --check-only
+./.venv/bin/python <本仓>/$R/tts_bench.py --check-only
 
 # 1) 客观面：同一批句子在两档之间成对 A/B（逐句交替顺序以抵消热漂移）
 #    #10 比「表达力密度」——F0 中位/起伏/音节率/限带质心；#11 比清晰度——ASR 回转写 CER
-./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py \
-    --ref <本仓>/media/pipeline/voices/me-bright.wav \
+./.venv/bin/python <本仓>/$R/tts_bench.py \
+    --ref <本仓>/$V/me-bright.wav \
     --texts <混合句集.txt> --ab-param duration_factor --ab-values 0.95,1.05 \
     --num-beams 3 --cooldown 60 --json .temp/ab-df.json
 
 # 2) 主观面：小样 A/B + 人耳（客观指标只能排除明显更差的，选不出「更好听」）
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-bright.wav --style sunny-pure --seed 4242 --play
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-bright.wav --style sunny-pure --seed 4242 --play
 ```
 
 定档后要做的三件事：把选定值写进各集 `pipeline.toml`（**不是**写进散文文档——ISSUE-161 的
diff --git a/media/pipeline/PRON-GLOSSARY.md b/apps/negentropy-influence/pipeline/PRON-GLOSSARY.md
similarity index 100%
rename from media/pipeline/PRON-GLOSSARY.md
rename to apps/negentropy-influence/pipeline/PRON-GLOSSARY.md
diff --git a/media/pipeline/README.md b/apps/negentropy-influence/pipeline/README.md
similarity index 62%
rename from media/pipeline/README.md
rename to apps/negentropy-influence/pipeline/README.md
index e74db6614..298050724 100644
--- a/media/pipeline/README.md
+++ b/apps/negentropy-influence/pipeline/README.md
@@ -1,7 +1,7 @@
 # 科普视频制作 Pipeline（公共基建）
 
 > 从「论文精读 → 逐字稿 → 配音 → 代码动画 → 终渲」全链路中沉淀的**仓库级可复用流水线**。
-> 首个建成的完整范例：[《AI 如何自己变强？》](../self-improving-agents-video/README.md)（建成时间上的第一个，非系列首集；发布顺序见 [../series.json](../series.json)）。
+> 首个建成的完整范例：[《AI 如何自己变强？》](../episodes/self-improving-agents-video/README.md)（建成时间上的第一个，非系列首集；发布顺序见 [../series.json](../series.json)）。
 
 ## 一、Pipeline 总览（9 Stages）
 
@@ -25,14 +25,33 @@ flowchart LR
     style I fill:#2d5c1a,stroke:#7ED321,color:#fff
 ```
 
-每个 Stage 的代理提示词规格见 [skills/](./skills/)（01–05 覆盖内容层，06 覆盖生产层 Stage ⑦ 的 Remotion 实现），可直接作为子代理 prompt 或未来挂载为 `.claude/skills/` 的底稿。
+每个 Stage 的代理提示词规格见 [skills/](./skills/)，可直接作为子代理 prompt 或未来挂载为 `.claude/skills/` 的底稿。
+
+**九阶段的声明源是 [stages.toml](./stages.toml)**（上图与下表都是它的人读视图）。执行 `uv run --no-project $R/pipeline.py stages` 打印全表。此前「有哪九个阶段」同时声明在四处（skills 散文标题 / `pipeline.py` 子命令 / 上面的 mermaid / [.agent 路由壳](../../../.agent/skills/science-video-pipeline/SKILL.md)），四份可各自漂移且**已经漂移**——⚠️ **序号与文件号刻意不对齐**：Stage ⑥ 是 `07-tts-voice.md`、Stage ⑦ 是 `06-remotion-implementation.md`（入链 ≥5 处，重命名代价大于收益）。该错位现由 [tests/test_stages.py](./tests/test_stages.py) 连同 skill H1、子命令注册表、路由壳覆盖面一起执法。
+
+## 路径变量约定
+
+本文档、[skills/](./skills/) 与各分集 README 中的**命令**统一用下面四个变量书写，使命令与子项目位置解耦（下次搬迁零改动）；**散文里的链接保持真实相对路径**（`check_series.py` 规则 5 正在执法它们的存活，变量化会造出死链）：
+
+```bash
+I=apps/negentropy-influence          # 子项目根 —— 全仓唯一一处位置字面量
+R=$I/pipeline/scripts                # 公共脚本目录
+P=$I/episodes/<slug>-video           # 目标分集工程（各集 README 里换成本集 slug）
+V=$I/pipeline/voices                 # 声音样本目录（整目录 gitignored）
+```
+
+**四者同锚于仓库根**，故可自由同现在一条命令里。⚠️ 反面教训：`pipeline.toml` 的
+`tts.ref` 与 `series.json` 的 `path` 是**子项目根相对**（由 `paths.INFLUENCE` 拼接），
+把那套写法搬进命令行会造出 `$R/tts_sample.py --ref pipeline/voices/x.wav` 这类
+**在任何 CWD 下都不成立**的混锚命令——命令行里的样本路径一律走 `$V`。
+该纪律由 [tests/test_docs_paths.py](./tests/test_docs_paths.py) 执法。
 
 ## 二、工程目录约定
 
-每集视频一个 `media/<slug>-video/` 工程：
+每集视频一个 `$P/` 工程：
 
 ```
-media/<slug>-video/
+$P/
 ├── README.md               # 本集说明（目录表/复现流水线/视觉契约/许可）
 ├── research/paper-notes.md # 事实源：全部口播断言须可回溯至此
 ├── script/
@@ -54,7 +73,7 @@ media/<slug>-video/
 **单入口 `pipeline.py`**（参数读各集 `pipeline.toml`；阶段契约见下表）：
 
 ```
-uv run --no-project media/pipeline/scripts/pipeline.py --project media/<slug>-video     {status|doctor|build|check|tts|captions|render|qa|all|clean-samples}
+uv run --no-project $R/pipeline.py --project $P     {status|doctor|build|check|tts|captions|render|qa|all|clean-samples}
 ```
 
 | Stage | 命令 | 输入 → 产出 | 幂等/续跑 |
@@ -73,27 +92,47 @@ uv run --no-project media/pipeline/scripts/pipeline.py --project media/<slug>-vi
 | [scripts/build_narration.py](./scripts/build_narration.py) | narration.md → narration.json + 时长估算                                                                                | `uv run --no-project scripts/build_narration.py`                                                                                                 |
 | [scripts/tts.py](./scripts/tts.py)                         | 逐句配音合成 + 时长 manifest（幂等，双引擎：edge 预置音色 / indextts 声音克隆；风格推荐位 sunny 明快阳光，`--steady` 混合档让关键句单独升束宽，`--plan` 预演排期） | `uv run --no-project --with edge-tts --with mutagen scripts/tts.py`（克隆模式免 edge-tts，见 [VOICE-CLONING.md](./VOICE-CLONING.md)）            |
 | [scripts/tts_server.py](./scripts/tts_server.py)           | IndexTTS 推理服务（声音克隆后端，**运行于 index-tts 环境**，非本仓）                                                    | 在 `~/tools/index-tts` 内启动，见 [VOICE-CLONING.md §二](./VOICE-CLONING.md)                                                                     |
-| [scripts/tts_sample.py](./scripts/tts_sample.py)           | 单句声音小样试听（直调 IndexTTS 服务合成一句话 + 全风格 A/B，定稿风格前的必经关口）                                      | 无工程薄包装，从仓库根调用：`uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py --ref <样本.wav> --all-styles --play`，见 [VOICE-CLONING.md §5.1](./VOICE-CLONING.md) |
-| [scripts/prepare_ref.py](./scripts/prepare_ref.py)         | 参考音色样本裁剪/规范化（长录音 → **10–14s** 干净 WAV；硬上限 15s——上游超出即静默前截）                                                                      | 无工程薄包装（与具体工程无关），从仓库根调用：`uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prepare_ref.py <源音频>` |
-| [scripts/prospect_ref.py](./scripts/prospect_ref.py)       | 参考样本选段勘探（按 F0/起伏/音节率/限带质心筛「更亮更轻快」的候选起点）+ `--accept` **保真度验收**（削波/底噪/动态/有效带宽/超 15s，与风格分正交；损伤事后无法弥补故只否决不加权）                              | 无工程薄包装，从仓库根调用：`uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prospect_ref.py <源音频…>`，见 [VOICE-CLONING.md §3.2](./VOICE-CLONING.md) |
-| [scripts/pipeline.py](./scripts/pipeline.py)             | **单入口编排**（上表）                                                                                                  | `uv run --no-project media/pipeline/scripts/pipeline.py --project media/<工程> tts --plan`                                                      |
+| [scripts/tts_sample.py](./scripts/tts_sample.py)           | 单句声音小样试听（直调 IndexTTS 服务合成一句话 + 全风格 A/B，定稿风格前的必经关口）                                      | 无工程薄包装，从仓库根调用：`uv run --no-project --with mutagen $R/tts_sample.py --ref <样本.wav> --all-styles --play`，见 [VOICE-CLONING.md §5.1](./VOICE-CLONING.md) |
+| [scripts/prepare_ref.py](./scripts/prepare_ref.py)         | 参考音色样本裁剪/规范化（长录音 → **10–14s** 干净 WAV；硬上限 15s——上游超出即静默前截）                                                                      | 无工程薄包装（与具体工程无关），从仓库根调用：`uv run --no-project --with soundfile --with numpy $R/prepare_ref.py <源音频>` |
+| [scripts/prospect_ref.py](./scripts/prospect_ref.py)       | 参考样本选段勘探（按 F0/起伏/音节率/限带质心筛「更亮更轻快」的候选起点）+ `--accept` **保真度验收**（削波/底噪/动态/有效带宽/超 15s，与风格分正交；损伤事后无法弥补故只否决不加权）                              | 无工程薄包装，从仓库根调用：`uv run --no-project --with soundfile --with numpy $R/prospect_ref.py <源音频…>`，见 [VOICE-CLONING.md §3.2](./VOICE-CLONING.md) |
+| [scripts/pipeline.py](./scripts/pipeline.py)             | **单入口编排**（上表）                                                                                                  | `uv run --no-project $R/pipeline.py --project $P tts --plan`                                                      |
 | [scripts/timeline.py](./scripts/timeline.py)             | 时间轴 Python 侧实现（与 timing.ts 同构，直读 timing.json）                                                            | 被 qa_frames/captions/check_script 复用                                                                                                          |
 | [scripts/check_script.py](./scripts/check_script.py)     | ④⑤ 内容门：beat 覆盖性 / 时长预算双口径 / SceneFade 不变式 / `--check-scenes` 分镜↔代码互比                            | `uv run --no-project scripts/check_script.py --check-scenes`                                                                                   |
-| [scripts/check_series.py](./scripts/check_series.py)     | 系列一致性五规则（口播反串线 / 多标题顺序 / 序号绑定 / 清单完整性 / 死链），执法 [../series.json](../series.json)         | 仓库根：`uv run --no-project media/pipeline/scripts/check_series.py`（已挂 pre-commit）                                                          |
+| [scripts/check_series.py](./scripts/check_series.py)     | 系列一致性五规则（口播反串线 / 多标题顺序 / 序号绑定 / 清单完整性 / 死链），执法 [../series.json](../series.json)         | 仓库根：`uv run --no-project $R/check_series.py`（已挂 pre-commit）                                                          |
 | [scripts/captions.py](./scripts/captions.py)             | 导出 srt/vtt（cue 终点不含句间停顿——外挂字幕静默期不留字）                                                             | `uv run --no-project scripts/captions.py`                                                                                                        |
-| [scripts/qa_frames.py](./scripts/qa_frames.py)           | 抽帧 QA（幕/句/`--last-n` 末 N 句）+ `--check` 四项自动体检 + `--check-theme` WCAG 对比度                               | `uv run --no-project --with pillow --with numpy scripts/qa_frames.py out/draft.mp4 --last-n 6 --check`（工程根；视频路径按 CWD 解析，仓库根调用写全 `media/<工程>/out/draft.mp4`）                                          |
-| [scripts/paper_extract.py](./scripts/paper_extract.py)   | Stage ① 取证工具箱（§→页映射 / 分栏取文 / caption 收割 / 定点 find / 页面光栅化）                                       | `uv run --no-project --with pymupdf media/pipeline/scripts/paper_extract.py "<PDF>" find "原文措辞"`                                             |
-| [scripts/refs.py](./scripts/refs.py)                     | 参考样本可复现清单（verify/rebuild；指纹在 [voices/refs.toml](./voices/refs.toml)，只存哈希不存音频）                    | `uv run --no-project media/pipeline/scripts/refs.py verify`                                                                                     |
-| [scripts/source_ledger.py](./scripts/source_ledger.py)   | Stage ① **B 型信源**可复现清单（fetch/list/verify；`repo` 类固定提交 raw 指纹漂移即 FAIL，`site` 类只比归一正文、漂移报 WARN） | `uv run --no-project media/pipeline/scripts/source_ledger.py --project media/<slug>-video verify`                                               |
+| [scripts/qa_frames.py](./scripts/qa_frames.py)           | 抽帧 QA（幕/句/`--last-n` 末 N 句）+ `--check` 四项自动体检 + `--check-theme` WCAG 对比度                               | `uv run --no-project --with pillow --with numpy scripts/qa_frames.py out/draft.mp4 --last-n 6 --check`（工程根；视频路径按 CWD 解析，仓库根调用写全 `$P/out/draft.mp4`）                                          |
+| [scripts/paper_extract.py](./scripts/paper_extract.py)   | Stage ① 取证工具箱（§→页映射 / 分栏取文 / caption 收割 / 定点 find / 页面光栅化）                                       | `uv run --no-project --with pymupdf $R/paper_extract.py "<PDF>" find "原文措辞"`                                             |
+| [scripts/refs.py](./scripts/refs.py)                     | 参考样本可复现清单（verify/rebuild；指纹在 [voices/refs.toml](./voices/refs.toml)，只存哈希不存音频）                    | `uv run --no-project $R/refs.py verify`                                                                                     |
+| [scripts/source_ledger.py](./scripts/source_ledger.py)   | Stage ① **B 型信源**可复现清单（fetch/list/verify；`repo` 类固定提交 raw 指纹漂移即 FAIL，`site` 类只比归一正文、漂移报 WARN） | `uv run --no-project $R/source_ledger.py --project $P verify`                                               |
 | [scripts/pron_marks.py](./scripts/pron_marks.py)         | 发音标注 `<原文\|读音>` 的解析与校验（纯函数库，无 IO）：多音字/英文专名的精确读音控制；被 `build_narration.py` 用于硬失败拦非法标注 | 库，不直接调用；语法与规则见其模块文档，台账见 [PRON-GLOSSARY.md](./PRON-GLOSSARY.md)                                                            |
-| [scripts/tts_bench.py](./scripts/tts_bench.py)           | 合成耗时基准与**测量环境体检**（**运行于 index-tts 环境**，同 tts_server.py）：A/A 复现性判定 + 分段计时 + 换页/分配器诊断。本机漂移已定因为热节流，做任何耗时 A/B 前先用它确认环境合格 | 在 `~/tools/index-tts` 内：`./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py --check-only`；A/A 见 [INDEXTTS-2.5-ADVANCED.md §6.5](./INDEXTTS-2.5-ADVANCED.md) |
+| [scripts/tts_bench.py](./scripts/tts_bench.py)           | 合成耗时基准与**测量环境体检**（**运行于 index-tts 环境**，同 tts_server.py）：A/A 复现性判定 + 分段计时 + 换页/分配器诊断。本机漂移已定因为热节流，做任何耗时 A/B 前先用它确认环境合格 | 在 `~/tools/index-tts` 内：`./.venv/bin/python <本仓>/$R/tts_bench.py --check-only`；A/A 见 [INDEXTTS-2.5-ADVANCED.md §6.5](./INDEXTTS-2.5-ADVANCED.md) |
 
-中心脚本以 `--project <工程根>` 参数化；工程内 `scripts/*.py` 为薄包装（透传参数、保持原 CLI）。改造/迭代只改 `media/pipeline/scripts/`，验证门 = 受影响工程的 `narration.json` / `manifest.json` 字节级不变。
+中心脚本以 `--project <工程根>` 参数化；工程内 `scripts/*.py` 为薄包装（透传参数、保持原 CLI）。改造/迭代只改 `$R/`，验证门 = 受影响工程的 `narration.json` / `manifest.json` 字节级不变。
+
+### pipeline.toml 字段表
+
+schema、默认值与校验的单一事实源是 [scripts/config.py](./scripts/config.py) 的 `SCHEMA`（此前 schema 只是「两个脚本里 `.get()` 调用的并集」，无处可查、键名 typo 静默生效）。**默认值在代码、toml 只写偏离**——判据是「删机制常数、留策略声明」。跑 `pipeline.py doctor` 打印带来源标注（`pipeline.toml` / `default` / `env:*`）的生效配置表。
+
+| 键 | 必填 | 默认 | 性质 |
+|---|---|---|---|
+| `episode.slug` | ✅ | — | 须等于工程目录名，且能在 series.json 命中（跨源身份校验） |
+| `narration.target_minutes` | ✅ | — | `[下限, 上限]` 分钟；缺失会让时长预算门**点名跳过** |
+| `narration.chars_per_min` | | `280` | 机制常数 |
+| `tts.engine` | | `indextts` | **策略声明**（有替代项 edge，且受 `.engine` 签名护栏约束），故保留在 toml |
+| `tts.ref` | engine=indextts | — | **子项目根相对**；内容入缓存摘要（改拼法不失效缓存） |
+| `tts.ref_sha1` | engine=indextts | — | 12 位，同 tts.py 口径 |
+| `tts.style` | engine=indextts | — | STYLE_PRESETS 档名 |
+| `tts.lang` | | `ZH` | 机制常数 |
+| `tts.server` | | `http://127.0.0.1:8766` | **机器属性**：可用 `INDEXTTS_SERVER` 覆盖，永不写进 toml |
+| `render.draft_scale` | | `0.5` | 机制常数（`qa --scale` 推断依赖它） |
+| `render.draft_jpeg_quality` | | `60` | 机制常数 |
+
+未知键报 WARN 并给最近邻建议（保留前向兼容）；类型/取值域/必填/slug 不符报 FAIL。`status` 与 `doctor` 只报不退——诊断工具因被诊断对象有病而拒绝运行是荒谬的；其余子命令 FAIL 即退出。
 
 ## 四、复用边界（显式权衡）
 
 - **Python 脚本：集中共享（SSOT）**——三个纯文本变换工具，跨集零差异，中心化防 split-brain。
-- **Remotion 工程原语：复制适配，不做共享包**——`timing.ts` / `Subtitle` / `cards.tsx` / `theme.ts` 等每集复制后按本集视觉契约修改。理由：每集工程须保持 pnpm `--ignore-workspace` 独立可渲染（嵌套 workspace 隔离 + Remotion 版本自由），共享 TS 包会把「一集的视觉改动」泄漏进其他集。复用时以任一既有集工程为模板复制 `video/` 骨架（发布顺序见 [../series.json](../series.json)，与模板选择无关）。
+- **Remotion 工程原语：复制适配，不做共享包**——`timing.ts` / `Subtitle` / `cards.tsx` / `theme.ts` 等每集复制后按本集视觉契约修改。理由：每集工程须保持 pnpm `--ignore-workspace` 独立可渲染（嵌套 workspace 隔离 + Remotion 版本自由），共享 TS 包会把「一集的视觉改动」泄漏进其他集。**复制源头是 [templates/video-skeleton/](./templates/video-skeleton/)**（14 个 frozen 文件 + skeleton.toml 档位清单），新集用 `scaffold.py` 实例化、「改任何一处须同步」由 `verify_skeleton.py` 机器执法——此前「以任一既有集为模板」的说法等于给 391 行冻结基建设 4 个同权真理声明者，且纸面义务从未被执行过（详见 skeleton.toml 内注）。同类做法：`go mod vendor` + `go mod verify`（物理副本 + 校验门）、Copier（模板 + 应答记录）。
 - **每集视觉契约独立设计**（色彩语义映射到本集核心概念），但底层规范复用：深色底 `#0E1116` 系、警示红 `#FF5C5C`、确认绿 `#7ED321`、金句卡衬线体、公式只作角标彩蛋。
 
 ## 五、音画同步机制（零手工对轨）
@@ -104,27 +143,28 @@ uv run --no-project media/pipeline/scripts/pipeline.py --project media/<slug>-vi
 
 ## 六、新集脚手架清单
 
-1. `cp -r` 任一既有集工程目录骨架（README/research/script/scripts/video/pipeline.toml），改 slug 与内容。
-2. `video/package.json` 改 `name`；清空 scenes 重建；`theme.ts` 换本集色板。
-3. 根 `.gitignore` 追加本集产物规则（**不能放工程内**——根级裸 `.gitignore` 规则会挡住嵌套 ignore 文件）：
-   ```
-   media/<slug>-video/video/public/audio/
-   media/<slug>-video/out/
-   media/<slug>-video/**/*.mp4
-   media/<slug>-video/**/*.mp3
-   media/<slug>-video/**/*.wav
+1. 实例化骨架（替代旧的「`cp -r` 任一既有集」——那句话给 391 行冻结基建留了 4 个同权真理声明者）：
+   ```bash
+   uv run --no-project $R/scaffold.py <slug>-video --title "本集标题" \
+       --ref <样本名> --ref-sha1 <12位指纹> --style <档名>
    ```
-4. `cd video && pnpm install --ignore-workspace`（必须显式忽略根 workspace；`onlyBuiltDependencies: [esbuild]` 已在 package.json）；装完检查根 lockfile 零变更。
+   scaffold 复制 14 个 frozen 文件 + 渲染 4 个模板（package.json / theme.ts / pipeline.toml / README），
+   **刻意不生成 scenes/**（样例留在模板里）、不改根 `.gitignore`（已通配到分集级）、不写 series.json。
+   跑完立刻 `uv run --no-project $R/verify_skeleton.py` 确认新集与模板零漂移。
+2. `theme.ts` 换本集概念色；`video/src/scenes/*` 与 `Main.tsx` 注册表全部新写。
+3. `cd video && pnpm install --ignore-workspace`（必须显式忽略根 workspace；`onlyBuiltDependencies: [esbuild]` 已在 package.json）；装完检查根 lockfile 零变更。
    > pnpm ≥ 11 会提示 `package.json` 的 `pnpm` 字段不再被读取，并报 `ERR_PNPM_IGNORED_BUILDS: esbuild`
-   > （[ISSUE-076](../../docs/.agents/issue.md)）。**已实测确认对本工程无害**：esbuild 的平台二进制
+   > （[ISSUE-076](../../../docs/.agents/issue.md)）。**已实测确认对本工程无害**：esbuild 的平台二进制
    > 是 optionalDependency，落地不依赖 postinstall —— 旧写法下 `remotion bundle` 端到端通过。
    > 故**刻意不改** `.npmrc`/`package.json` 去消掉这条提示（改了会让 A 档冻结文件产生一处
    > 只为静音噪声的跨集差异）。真正需要 postinstall 的依赖若将来出现，再按官方新家
    > `pnpm-workspace.yaml` 的 `allowBuilds` 处理。
-5. **登记到 [../series.json](../series.json)**：顶层是 `seriesList[]`，新系列追加一个 series 对象
+4. **登记到 [../series.json](../series.json)**：顶层是 `seriesList[]`，新系列追加一个 series 对象
    （`id` / `title` / `sourceKind` / `rule` / `episodes`），既有系列的新集追加到其 `episodes`。
-   同步 [../series.md](../series.md) 的分节表格。`check_series.py` 已挂 pre-commit，漏登即 FAIL。
-6. 按 [skills/](./skills/) 01→05 顺序走内容层，再进生产层。Stage ① 先判**信源型别**：
+   同步 [../series.md](../series.md) 的分节表格。注意**漏登没有阻塞门**：`check_series.py` 只遍历
+   series.json（看不见孤儿目录），`verify_skeleton.py` 会点名**未登记的孤儿工程目录**但不计入
+   未登记漂移（`--strict` 不失败）——登记义务靠这条警告 + 本清单自觉执行。
+5. 按 [skills/](./skills/) 01→05 顺序走内容层，再进生产层。Stage ① 先判**信源型别**：
    论文型走 A 型（`paper_extract.py` + `paper-notes.md`），文档/代码/课程站点型走 B 型
    （`source_ledger.py` + `source-notes.md` + 证据三级），见 [skills/01](./skills/01-source-extraction.md)。
 
diff --git a/media/pipeline/VOICE-CLONING.md b/apps/negentropy-influence/pipeline/VOICE-CLONING.md
similarity index 94%
rename from media/pipeline/VOICE-CLONING.md
rename to apps/negentropy-influence/pipeline/VOICE-CLONING.md
index 437ee5a00..c75fc680a 100644
--- a/media/pipeline/VOICE-CLONING.md
+++ b/apps/negentropy-influence/pipeline/VOICE-CLONING.md
@@ -24,7 +24,7 @@
 
 ```mermaid
 flowchart LR
-    subgraph 管线侧["本仓 media/pipeline（轻依赖）"]
+    subgraph 管线侧["本仓 pipeline（轻依赖）"]
         A["tts.py<br/>--engine indextts"] -->|"HTTP 127.0.0.1:8766<br/>逐句 POST /synthesize"| B
         S["tts_sample.py<br/>单句小样试听"] -.->|"单次 POST /synthesize"| B
     end
@@ -75,7 +75,7 @@ uv run hf download IndexTeam/IndexTTS-2.5 --local-dir checkpoints
 ```bash
 cd ~/tools/index-tts
 uv run --frozen --with fastapi --with uvicorn --with soundfile --with numpy --with lameenc \
-    python <本仓绝对路径>/media/pipeline/scripts/tts_server.py \
+    python <本仓绝对路径>/$R/tts_server.py \
     --model-dir checkpoints --indextts-version 2.5 --host 127.0.0.1 --port 8766 \
     [--use-qwen-emo]   # 可选：加载 QwenEmotion（0.6B，约 +1.5 GB 内存），启用 --emo-text 自然语言情感
 ```
@@ -113,16 +113,16 @@ uv run --frozen --with fastapi --with uvicorn --with soundfile --with numpy --wi
 ```bash
 # 从长录音截取 [180s, 192s) 共 12s，归一化峰值、转 16-bit 单声道 WAV，输出到 voices/
 uv run --no-project --with soundfile --with numpy \
-    media/pipeline/scripts/prepare_ref.py ~/Documents/dify/me-1.mp3 --start 180 --duration 12
-# → media/pipeline/voices/me-1.wav（此段即已上线三集成片所用样本，sha1 3ed0d9d60d4b）
+    $R/prepare_ref.py ~/Documents/dify/me-1.mp3 --start 180 --duration 12
+# → $V/me-1.wav（此段即已上线三集成片所用样本，sha1 3ed0d9d60d4b）
 ```
 
-裁剪段须试听确认（`afplay media/pipeline/voices/me-1.wav`）：该段人声干净、无背景音乐、语句完整。样本 SHA1 参与缓存摘要（见 §六），替换样本自动失效缓存。
+裁剪段须试听确认（`afplay $V/me-1.wav`）：该段人声干净、无背景音乐、语句完整。样本 SHA1 参与缓存摘要（见 §六），替换样本自动失效缓存。
 
 **选段辅助**——长录音里挑哪一段？用 [scripts/prospect_ref.py](./scripts/prospect_ref.py) 按滑窗扫客观指标（F0 中位=音高、F0 起伏=语调、音节率=语速、谱质心=明亮度，并对静音过多/发声过少扣分），先筛候选再试听：
 
 ```bash
-uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prospect_ref.py \
+uv run --no-project --with soundfile --with numpy $R/prospect_ref.py \
     ~/Documents/dify/me-1.mp3 ~/Documents/dify/me-2.mp3 --window 12 --top 4
 # 输出可直接当 prepare_ref.py 的 --start 用；多个文件会放在同一把尺子下排序
 ```
@@ -133,7 +133,7 @@ uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prospec
 
 ```bash
 uv run --no-project --with soundfile --with numpy \
-    media/pipeline/scripts/prospect_ref.py --accept <候选1.wav> [<候选2.wav> …]
+    $R/prospect_ref.py --accept <候选1.wav> [<候选2.wav> …]
 # 整段评估（不滑窗）：保真度硬结论 + 风格参考值 + 超 15s / 低带宽告警
 ```
 
@@ -264,30 +264,30 @@ GPT 声码段的束搜索宽度，**缺省随风格**（多数预设 1、`sunny-
 ```bash
 # 1) 生成参考样本（已有可跳过）。推荐档：me-1.mp3 的 [0.36s, 12.36s) 这一段更亮更快
 uv run --no-project --with soundfile --with numpy \
-    media/pipeline/scripts/prepare_ref.py ~/Documents/dify/me-1.mp3 --start 0.36 --duration 12 \
-    --out media/pipeline/voices/me-bright.wav      # sha1 54b699cce97f · sunny 档即在此样本上定档
+    $R/prepare_ref.py ~/Documents/dify/me-1.mp3 --start 0.36 --duration 12 \
+    --out $V/me-bright.wav      # sha1 54b699cce97f · sunny 档即在此样本上定档
 # 换段落先用 prospect_ref.py 筛候选（§3.2），成片曾用的更闷一档是 --start 180（§3.3）
 
 # 2) 确认服务在线（未启动见 §2.3）
 curl -s http://127.0.0.1:8766/health
 
 # 3) 单档试听：合成后立即播放
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-bright.wav --style sunny --play
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-bright.wav --style sunny --play
 
 # 4) 全风格 A/B：7 档预设按 STYLE_PRESETS 顺序各一遍，顺序试听择优
 #    neutral→passionate→lively→confident→positive→sunny→sunny-steady（末档自带 3 束，耗时见下表）
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-bright.wav --all-styles --play
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-bright.wav --all-styles --play
 
 # 5) 觉得向量注入「有合成味」：改用语调迁移——音色仍是本样本，语气搬自另一段录音
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-1.wav --emo-ref media/pipeline/voices/me-bright.wav \
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-1.wav --emo-ref $V/me-bright.wav \
     --label emoref-bright --play          # --emo-alpha 0.7 可只迁移七成
 
 # 6) 说不清参数、只说得清感觉：用自己的话描述（服务需 --use-qwen-emo）
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-bright.wav --emo-text "轻快、爽朗、自信、阳光" \
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-bright.wav --emo-text "轻快、爽朗、自信、阳光" \
     --label qwen-brisk --play             # 回显 8 维向量；强度务必自己再压（§4.4 第 3 步）
 ```
 
@@ -332,7 +332,7 @@ uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
 mkdir -p .temp/voice-samples && cat > .temp/voice-samples/payload.json <<'JSON'
 {
   "text": "自进化编码智能体的核心不是写代码，而是让 AI 学会修改自己写代码的方式。",
-  "ref_path": "/绝对路径/media/pipeline/voices/me-1.wav",
+  "ref_path": "<样本绝对路径>/me-1.wav",
   "emo_vector": [0.7, 0, 0, 0, 0, 0, 0.2, 0.1],
   "emo_alpha": 0.7,
   "duration_factor": 0.97,
@@ -354,15 +354,15 @@ afplay .temp/voice-samples/curl.mp3
 ### 5.2 全量合成（逐集）
 
 ```bash
-cd media/<工程>   # 工程内薄包装等价于中心脚本；风格取 5.1 试听定稿的那一档
+cd $P   # 工程内薄包装等价于中心脚本；风格取 5.1 试听定稿的那一档
 
 # 0) 先看计划（纯本地计算，不连服务、不合成）：各束宽多少句、缓存命中多少、大致要跑多久
 uv run --no-project --with mutagen scripts/tts.py --engine indextts \
-    --ref <绝对路径>/media/pipeline/voices/me-bright.wav --style sunny --plan
+    --ref <样本绝对路径>/me-bright.wav --style sunny --plan
 
 # 1) 全量合成
 uv run --no-project --with mutagen scripts/tts.py --engine indextts \
-    --ref <绝对路径>/media/pipeline/voices/me-bright.wav --style sunny
+    --ref <样本绝对路径>/me-bright.wav --style sunny
 ```
 
 **`--plan` 是长跑前的必经一步**：它逐句算摘要并与 sidecar 比对，告诉你「真正要合成几句」——改了几行稿子后重跑，往往只有那几句是 miss，不必按整集排期。
@@ -373,7 +373,7 @@ uv run --no-project --with mutagen scripts/tts.py --engine indextts \
 
 ```bash
 uv run --no-project --with mutagen scripts/tts.py --engine indextts \
-    --ref <绝对路径>/media/pipeline/voices/me-bright.wav --style sunny \
+    --ref <样本绝对路径>/me-bright.wav --style sunny \
     --steady 'P0,p3-25b,p5-01' [--steady-beams 3] --plan   # 先 --plan 核对命中句数，再去掉 --plan 实跑
 ```
 
@@ -449,7 +449,7 @@ cd video && pnpm run render:draft && pnpm run render   # render 脚本定义在
 ## 八、许可与合规
 
 - **模型许可**：IndexTTS-2.5 按 [bilibili 模型使用许可协议](https://github.com/index-tts/index-tts/blob/main/LICENSE)（bilibili Model Use License）发布——**个人/研究用途可用；商用需联系 indexspeech@bilibili.com**。制作对外发布的视频前请自行评估许可范围。
-- **声音权利**：克隆他人声音必须获得本人书面同意；本仓 `media/pipeline/voices/` 下样本已被根 `.gitignore` 忽略，绝不入库。
+- **声音权利**：克隆他人声音必须获得本人书面同意；本仓 `$V/`（即 `pipeline/voices/`）下样本已被根 `.gitignore` 忽略，绝不入库。
 - **edge-tts 义务**：edge-tts 为微软服务免费接口，成品需遵守微软服务条款；当前默认引擎仍为 edge，行为与历史完全一致。
 
 ## 九、备选方案与参考文献
diff --git a/media/pipeline/scripts/build_narration.py b/apps/negentropy-influence/pipeline/scripts/build_narration.py
similarity index 92%
rename from media/pipeline/scripts/build_narration.py
rename to apps/negentropy-influence/pipeline/scripts/build_narration.py
index cd90076c1..e4454b45b 100644
--- a/media/pipeline/scripts/build_narration.py
+++ b/apps/negentropy-influence/pipeline/scripts/build_narration.py
@@ -2,7 +2,7 @@
 """从 narration.md 解析生成 narration.json（逐句：id/scene/text[/ttsText]）——公共管线版本。
 
 narration.md 是单一事实源；本脚本是纯派生转换，不做任何内容改写。
-适用于任何 `media/*-video/` 科普视频工程（目录约定见 media/pipeline/README.md）。
+适用于任何 `episodes/*-video/` 科普视频工程（目录约定见 pipeline/README.md）。
 
 **发音标注的正交拆分**：逐字稿里可内联 `<原文|读音>` 标注（多音字/英文专名，语法见
 [pron_marks.py](./pron_marks.py)）。本脚本据此派生两个字段：
@@ -15,7 +15,7 @@
 未标注的句子不产生 ttsText 字段，取值与历史完全一致 ⇒ 存量缓存摘要不失效。
 标注本身携带原字，故一处书写即可派生两者，不存在两份副本漂移。
 
-用法：uv run --no-project media/pipeline/scripts/build_narration.py --project media/<工程>
+用法：uv run --no-project $R/build_narration.py --project $P
      工程内薄包装等价于：uv run --no-project scripts/build_narration.py
 """
 
@@ -33,7 +33,7 @@
 
 LINE_RE = re.compile(r"^- \[(?P<id>[a-z0-9-]+)\]\s+(?P<text>.+)$")
 SCENE_RE = re.compile(r"^## (?P<scene>P\d+)\b")
-FORMAT_DOC = "media/pipeline/README.md 第二节格式契约"
+FORMAT_DOC = "pipeline/README.md 第二节格式契约"
 
 #: pinyin.vocab 在 index-tts checkout 内（不在本仓）。存在则用于 WARN 级「音节是否在表内」，
 #: 缺失时格式类 ERROR 仍然生效（规则内联在 pron_marks.py，不依赖该文件）。
@@ -102,9 +102,7 @@ def main() -> None:
         # 否则会静默合成出读错音的整集（单槽位 mp3，事后只能靠听发现）
         for e in mark_errors:
             print(f"FAIL  {e}", file=sys.stderr)
-        sys.exit(
-            f"发音标注校验失败（{len(mark_errors)} 处）—— 语法见 media/pipeline/scripts/pron_marks.py"
-        )
+        sys.exit(f"发音标注校验失败（{len(mark_errors)} 处）—— 语法见 $R/pron_marks.py")
 
     dst.write_text(
         json.dumps(items, ensure_ascii=False, indent=2) + "\n", encoding="utf-8"
diff --git a/media/pipeline/scripts/captions.py b/apps/negentropy-influence/pipeline/scripts/captions.py
similarity index 97%
rename from media/pipeline/scripts/captions.py
rename to apps/negentropy-influence/pipeline/scripts/captions.py
index cb7d03d21..d952de26f 100644
--- a/media/pipeline/scripts/captions.py
+++ b/apps/negentropy-influence/pipeline/scripts/captions.py
@@ -6,7 +6,7 @@
 （含句间停顿，便于阅读）；外挂字幕的 cue 终点 = 起点 + durationSec——静默期
 不该留字，否则平台播放器里上一句会挂到下一句开口。
 
-用法：uv run --no-project media/pipeline/scripts/captions.py --project media/<工程> \
+用法：uv run --no-project $R/captions.py --project $P \
           [--format srt,vtt] [--out out]
 输出：<工程>/out/captions.srt 与 .vtt（out/ 已 gitignore）
 """
diff --git a/media/pipeline/scripts/check_script.py b/apps/negentropy-influence/pipeline/scripts/check_script.py
similarity index 89%
rename from media/pipeline/scripts/check_script.py
rename to apps/negentropy-influence/pipeline/scripts/check_script.py
index 3c67eb1a9..324cba100 100644
--- a/media/pipeline/scripts/check_script.py
+++ b/apps/negentropy-influence/pipeline/scripts/check_script.py
@@ -14,7 +14,7 @@
 可选 --check-scenes：从 video/src/scenes/*.tsx 提取 beatWindow/w('id','id')
 调用，与分镜表互比（WARN-only，TSX 正则本质近似）。
 
-用法：uv run --no-project media/pipeline/scripts/check_script.py --project media/<工程>
+用法：uv run --no-project $R/check_script.py --project $P
 退出码：0 = 通过；1 = 有 FAIL。WARN 不影响退出码但会列明。
 """
 
@@ -24,10 +24,10 @@
 import json
 import re
 import sys
-import tomllib
 from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parent))  # noqa: E402
+import config  # noqa: E402 - 同目录模块，须在 sys.path 注入之后
 from timeline import load_constants, total_duration_in_frames  # noqa: E402
 
 #: 分镜表行：| 镜号 | 句区间 | 画面 | 动效 |。镜号形如 `0-A`/`2-B2`，句区间形如
@@ -108,7 +108,25 @@ def check_coverage(
 
 def check_budget(root: Path, items: list[dict], cfg: dict, msgs: list[str]) -> None:
     narr = cfg.get("narration", {})
-    lo, hi = narr.get("target_minutes", [0, 999])
+    budget = narr.get("target_minutes")
+    # 形状校验归 config.validate（FAIL 已在那里报过）；此处只管「能否作为预算窗使用」。
+    # 缺失与形状非法同路处理：解包前崩溃会让 FAIL 清单一条也打不出来。
+    usable = (
+        isinstance(budget, list)
+        and len(budget) == 2
+        and all(isinstance(x, (int, float)) for x in budget)
+    )
+    if not usable:
+        # 此前缺失时静默退化为 [0, 999]——一个「你以为开着其实关着的门」。
+        # 点名 WARN 是本次改动的要点：门被跳过必须说出来。
+        warn(
+            msgs,
+            f"narration.target_minutes 缺失或形状非法（{budget!r}）："
+            "**跳过时长预算门**（无 pipeline.toml？）",
+        )
+        lo, hi = 0, 999
+    else:
+        lo, hi = budget
     cpm = narr.get("chars_per_min", 280)
     chars = sum(len(i["text"]) for i in items)
     est_min = chars / cpm
@@ -262,11 +280,11 @@ def main() -> None:
     args = ap.parse_args()
 
     root = Path(args.project).resolve()
-    cfg_path = root / "pipeline.toml"
-    cfg = (
-        tomllib.loads(cfg_path.read_text(encoding="utf-8"))
-        if cfg_path.is_file()
-        else {}
+    # required=False：内容门在没有 pipeline.toml 时仍应能跑（如新集脚手架期）。
+    # 但受影响的门必须点名 WARN（见 check_budget）——静默跳过的门是 config.py
+    # 存在的首要原因。schema/默认值与 pipeline.py 共用同一事实源。
+    cfg, _origin, cfg_fails, cfg_warns = config.load(
+        root, required=False, scope={"narration"}
     )
     items = json.loads((root / "script" / "narration.json").read_text(encoding="utf-8"))
     board = root / "script" / "storyboard.md"
@@ -274,6 +292,10 @@ def main() -> None:
         sys.exit(f"storyboard.md 不存在: {board}")
 
     msgs: list[str] = []
+    for f in cfg_fails:
+        fail(msgs, f"配置：{f}")
+    for w in cfg_warns:
+        warn(msgs, f"配置：{w}")
     beats = parse_storyboard(board)
     if not beats:
         fail(msgs, f"未能从 {board.name} 解析出任何 beat 行（格式变化？）")
diff --git a/media/pipeline/scripts/check_series.py b/apps/negentropy-influence/pipeline/scripts/check_series.py
similarity index 82%
rename from media/pipeline/scripts/check_series.py
rename to apps/negentropy-influence/pipeline/scripts/check_series.py
index a90affbb1..eda8325b4 100644
--- a/media/pipeline/scripts/check_series.py
+++ b/apps/negentropy-influence/pipeline/scripts/check_series.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-"""系列一致性校验——media/series.json（发布顺序 SSOT）的机械化执法。
+"""系列一致性校验——series.json（发布顺序 SSOT）的机械化执法。
 
 此前顺序只活在散文与 React 常量里（EP3 的 SeriesThree 数组说「第一集=AI 如何
 自己变强」而意图已变），且反串线 lint 无法只用 grep 实现：EP1 的 p1-25a 会命中
@@ -25,8 +25,11 @@
     索引 / CHANGELOG / series.md）同时提及多个系列属正常形态；episode 的
     `1..N` 连续性也只在系列内成立。
 
-用法：uv run --no-project media/pipeline/scripts/check_series.py
-退出码：0 = 一致；1 = 有 FAIL。挂牌 pre-commit 后自动覆盖 media/ 相关提交。
+用法：uv run --no-project apps/negentropy-influence/pipeline/scripts/check_series.py
+退出码：0 = 一致；1 = 有 FAIL。挂牌 pre-commit 后自动覆盖子项目相关提交。
+
+受检范围按根拆分（见 COVERED_GLOBS_INFLUENCE / COVERED_GLOBS_REPO）：子项目侧
+用相对 glob，故本脚本内不出现任何「子项目在仓库中的位置」字面量。
 """
 
 from __future__ import annotations
@@ -36,8 +39,10 @@
 import sys
 from pathlib import Path
 
-REPO = Path(__file__).resolve().parents[3]
-SERIES_JSON = REPO / "media" / "series.json"
+# 同目录模块：作为脚本运行时脚本目录即 sys.path[0]，无需注入
+from paths import INFLUENCE, REPO
+
+SERIES_JSON = INFLUENCE / "series.json"
 
 #: 顺序词。白名单：「下期」顺序无关收尾语；「前两集」从终集视角恒真（相对表述，改序仍成立）
 ORDINAL_WORDS = re.compile(
@@ -60,13 +65,26 @@
     "十": 10,
 }
 
-#: 受检文件集（规则 2/3/5 的扫描范围；.context 等工作区目录不含）
-COVERED_GLOBS = (
-    "media/**/*.md",
-    "media/**/*.tsx",
-    "media/**/*.ts",
+#: 受检文件集（规则 2/3/5 的扫描范围；.context 等工作区目录不含）。
+#: **按根拆分**是刻意的：子项目侧写相对 glob，路径字面量便从本脚本彻底消失
+#: —— 于是「误把 `apps/negentropy-influence/**` 写宽成 `apps/**`」这个陷阱
+#: 结构性不可能发生（实测宽化会炸出 12 条其他子项目的既存死链假 FAIL）。
+#: 排除 templates/：模板是**机制**（与各集字面同源、由 verify_skeleton.py 执法），
+#: 不是内容——被规则 2/3 扫进结果集只会稀释信号。
+COVERED_GLOBS_INFLUENCE = (
+    "**/*.md",
+    "**/*.tsx",
+    "**/*.ts",
+)
+#: 仓库级受检文件。science-video-pipeline 路由壳此前**完全没有死链校验**，而它
+#: 有 13 条指向本子项目的链接——正是整目录迁移会一次性打断的东西。
+#: 刻意只收该技能而非 `.agent/skills/**`：后者会连带执法其他技能的既存债
+#: （实测 pdf-reader 有一条示意用占位链接 `../images/pdf_name/...`），
+#: 把无关的假 FAIL 引进来，最终只会促使有人把这条 glob 整行删掉。
+COVERED_GLOBS_REPO = (
     "docs/.agents/knowledge-map.md",
     "CHANGELOG.md",
+    ".agent/skills/science-video-pipeline/**/*.md",
 )
 
 
@@ -91,10 +109,18 @@ def all_episodes(series_list: list[dict]) -> list[dict]:
 
 def covered_files() -> list[Path]:
     out: list[Path] = []
-    for g in COVERED_GLOBS:
-        out.extend(
-            p for p in REPO.glob(g) if p.is_file() and "node_modules" not in p.parts
-        )
+    for base, globs in (
+        (INFLUENCE, COVERED_GLOBS_INFLUENCE),
+        (REPO, COVERED_GLOBS_REPO),
+    ):
+        for g in globs:
+            out.extend(
+                p
+                for p in base.glob(g)
+                if p.is_file()
+                and "node_modules" not in p.parts
+                and "templates" not in p.parts  # 机制目录，非内容（见上方注释）
+            )
     return sorted(set(out))
 
 
@@ -103,7 +129,7 @@ def rule_spoken_interleave(series_list: list[dict], msgs: list[str]) -> None:
     eps = all_episodes(series_list)
     for ep in eps:
         others = [e["title"] for e in eps if e["slug"] != ep["slug"]]
-        narration = REPO / ep["path"] / "script" / "narration.md"
+        narration = INFLUENCE / ep["path"] / "script" / "narration.md"
         if not narration.is_file():
             msgs.append(f"FAIL 规则1：{ep['slug']} 缺 {narration.relative_to(REPO)}")
             continue
@@ -213,7 +239,7 @@ def rule_manifest_integrity(series_list: list[dict], msgs: list[str]) -> None:
                     f"与 {series['id']} 重复"
                 )
             seen_slugs[e["slug"]] = series["id"]
-            root = REPO / e["path"]
+            root = INFLUENCE / e["path"]
             for need in ("README.md", "script/narration.md"):
                 if not (root / need).is_file():
                     msgs.append(f"FAIL 规则4：{e['slug']} 缺 {need}")
diff --git a/apps/negentropy-influence/pipeline/scripts/config.py b/apps/negentropy-influence/pipeline/scripts/config.py
new file mode 100644
index 000000000..44a054db7
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/scripts/config.py
@@ -0,0 +1,224 @@
+#!/usr/bin/env python3
+"""pipeline.toml 的 schema、默认值与校验——单一事实源。
+
+## 此前的问题
+
+schema 是「pipeline.py 与 check_script.py 里 `.get()` 调用的并集」：无处可查、
+无法校验、键名 typo 静默生效。且两方对「缺文件」的处置**相反**——pipeline.py
+硬退出，check_script.py 返回 `{}`。后者才是真问题：`{}` 让 `target_minutes`
+时长预算门**静默跳过**，一个「你以为开着其实关着的门」比 fatal 和 soft 都糟。
+
+## 为什么不引 pydantic
+
+全部脚本走 `uv run --no-project`，运行期依赖靠各调用点 `--with` 逐个声明；而
+三个薄包装用 `sys.executable` 再 exec，继承调用方的 uv 环境。新增一个运行期
+依赖要同步 pipeline.py 所有 `uv_no_project` 调用点 + 3 个薄包装的调用契约 +
+4 份 README。为 20 行 schema 付这个代价违反最小干预。纯声明式 dict 足够。
+
+## 默认值放在代码、toml 只写偏离
+
+这**就是**原本 `.get(k, default)` 的行为，此处只是把默认值集中并文档化，零新机制。
+删哪些键的判据是正交的一条线：**删机制常数，留策略声明**。
+  - 机制常数（chars_per_min / lang / draft_scale / draft_jpeg_quality）四集零差异、
+    没有「本集为何选它」可讲 → 从 toml 删除，默认值在此。
+  - 策略声明（engine）有可见替代项（edge），且 `.engine` 音色签名护栏让它语义
+    承重 → **保留在 toml**，它是一条决策记录而非默认值。
+  - 机器属性（server）→ 只给默认值 + 环境变量覆盖，永不写进受版本控制的 toml
+    （沿用 skills/09 对并发度已立的同一原则）。
+
+发现性由 `pipeline.py doctor` 打印带来源标记的配置表补偿（`git config --list
+--show-origin` 的标准做法），而不是靠把默认值抄回每个 toml。
+"""
+
+from __future__ import annotations
+
+import os
+import tomllib
+from pathlib import Path
+
+#: (点分键路径, 类型, 默认值, 必填条件, 说明)
+#: 必填条件：True = 恒必填；str = 条件表达式（当前只支持 "engine==indextts"）；False = 可选
+SCHEMA: tuple[tuple[str, type, object, object, str], ...] = (
+    ("episode.slug", str, None, True, "须等于工程目录名，且能在 series.json 中命中"),
+    ("narration.target_minutes", list, None, True, "[下限, 上限] 两元素，单位分钟"),
+    ("narration.chars_per_min", int, 280, False, "机制常数：含停顿的等效口径"),
+    ("tts.engine", str, "indextts", False, "策略声明：indextts | edge"),
+    ("tts.ref", str, None, "engine==indextts", "参考样本，**子项目根相对**"),
+    ("tts.ref_sha1", str, None, "engine==indextts", "12 位，同 tts.py 口径"),
+    ("tts.style", str, None, "engine==indextts", "STYLE_PRESETS 中的档名"),
+    ("tts.lang", str, "ZH", False, "机制常数"),
+    (
+        "tts.server",
+        str,
+        "http://127.0.0.1:8766",
+        False,
+        "机器属性；可用 INDEXTTS_SERVER 覆盖",
+    ),
+    ("render.draft_scale", float, 0.5, False, "机制常数；qa --scale 推断依赖它"),
+    ("render.draft_jpeg_quality", int, 60, False, "机制常数"),
+)
+
+#: 环境变量覆盖：仅限「机器属性」类键，不进受版本控制的 toml
+ENV_OVERRIDES = {"tts.server": "INDEXTTS_SERVER"}
+
+_KNOWN = {k for k, *_ in SCHEMA}
+_SECTIONS = {k.split(".")[0] for k in _KNOWN}
+
+
+def _get(cfg: dict, dotted: str):
+    sec, key = dotted.split(".", 1)
+    body = cfg.get(sec, {})
+    # 节可能是标量/列表（toml 把节写成非表）：按「键不存在」处理，判定归 validate()
+    return body.get(key) if isinstance(body, dict) else None
+
+
+def _set(cfg: dict, dotted: str, value) -> None:
+    sec, key = dotted.split(".", 1)
+    cfg.setdefault(sec, {})[key] = value
+
+
+def _nearest(name: str, pool: set[str]) -> str | None:
+    """给键名 typo 一个最近邻建议——typo 是最真实的失效模式。
+
+    cutoff 定在 0.8：实测 0.7 会把「同节的另一个合法键」误判成 typo
+    （`episode.title` → 建议 `episode.slug`），而真 typo（`tts.styl`）在 0.8
+    仍能命中。一个乱指的建议比没有建议更容易把人带偏。
+    """
+    import difflib
+
+    hit = difflib.get_close_matches(name, sorted(pool), n=1, cutoff=0.8)
+    return hit[0] if hit else None
+
+
+def resolve(raw: dict) -> tuple[dict, dict[str, str]]:
+    """填默认值 + 应用环境变量覆盖 → (完整配置, {键: 来源})。
+
+    来源取值：pipeline.toml | default | env:<VAR>，供 doctor 打印。
+    已知节被写成非表（如 `episode = "slug"`）时以空表进入 cfg——「应为表」的
+    FAIL 判定归 validate()，此处若崩溃则该分支永远不可达，且 status/doctor
+    这类「配置有病也必须能跑」的诊断命令会一并死掉。
+    """
+    cfg = {s: dict(raw[s]) if isinstance(raw.get(s), dict) else {} for s in _SECTIONS}
+    origin: dict[str, str] = {}
+    for dotted, _t, default, _req, _note in SCHEMA:
+        if (env := ENV_OVERRIDES.get(dotted)) and os.environ.get(env):
+            _set(cfg, dotted, os.environ[env])
+            origin[dotted] = f"env:{env}"
+        elif _get(raw, dotted) is not None:
+            origin[dotted] = "pipeline.toml"
+        elif default is not None:
+            _set(cfg, dotted, default)
+            origin[dotted] = "default"
+        else:
+            origin[dotted] = "缺失"
+    return cfg, origin
+
+
+def validate(
+    cfg: dict, raw: dict, root: Path, scope: set[str] | None = None
+) -> tuple[list[str], list[str]]:
+    """→ (FAIL 消息, WARN 消息)。不退出——由调用方决定退出语义。
+
+    `scope` = 需要执法**必填性与取值域**的节名集合，None = 全部。边界管理：
+    每个消费者只校验自己消费的东西。内容门（check_script）不该因为「还没挑配音
+    样本」而拒绝检查分镜覆盖性——那是把 TTS 的前置条件强加给 ④⑤ 阶段。
+    未知键 WARN 始终全局报告：typo 检测对谁都有用，且只是 WARN。
+    """
+    fails: list[str] = []
+    warns: list[str] = []
+    engine = _get(cfg, "tts.engine")
+
+    # 未知键 → WARN（保留前向兼容）+ 最近邻建议
+    for sec, body in raw.items():
+        if sec not in _SECTIONS:
+            warns.append(f"未知配置节 [{sec}]")
+            continue
+        if not isinstance(body, dict):
+            fails.append(f"[{sec}] 应为表（table），实际 {type(body).__name__}")
+            continue
+        for key in body:
+            dotted = f"{sec}.{key}"
+            if dotted not in _KNOWN:
+                tip = _nearest(dotted, _KNOWN)
+                warns.append(
+                    f"未知键 {dotted}（无人读取）"
+                    + (f"，是否想写 {tip}？" if tip else "")
+                )
+
+    for dotted, typ, _default, required, _note in SCHEMA:
+        if scope is not None and dotted.split(".")[0] not in scope:
+            continue
+        val = _get(cfg, dotted)
+        need = required is True or (
+            isinstance(required, str)
+            and required == "engine==indextts"
+            and engine == "indextts"
+        )
+        if val is None:
+            if need:
+                fails.append(f"缺少必填键 {dotted}")
+            continue
+        if typ is float and isinstance(val, int):
+            val = float(val)  # TOML 的 1 与 1.0 是不同类型，此处不苛求
+        if not isinstance(val, typ):
+            fails.append(f"{dotted} 类型应为 {typ.__name__}，实际 {type(val).__name__}")
+
+    # 取值域（同样只在 scope 内）
+    def in_scope(dotted: str) -> bool:
+        return scope is None or dotted.split(".")[0] in scope
+
+    tm = _get(cfg, "narration.target_minutes") if in_scope("narration.x") else None
+    if isinstance(tm, list) and (
+        len(tm) != 2
+        or not all(isinstance(x, (int, float)) for x in tm)
+        or tm[0] > tm[1]
+    ):
+        fails.append(
+            f"narration.target_minutes 应为 [下限, 上限] 且下限 ≤ 上限，实际 {tm}"
+        )
+    ds = _get(cfg, "render.draft_scale") if in_scope("render.x") else None
+    if isinstance(ds, (int, float)) and not (0 < ds <= 1):
+        fails.append(f"render.draft_scale 应落在 (0, 1]，实际 {ds}")
+    sha = _get(cfg, "tts.ref_sha1") if in_scope("tts.x") else None
+    if isinstance(sha, str) and len(sha) != 12:
+        fails.append(f"tts.ref_sha1 应为 12 位（同 tts.py 口径），实际 {len(sha)} 位")
+
+    # 跨源身份校验：把一份「无人读取的死数据」变成两个 SSOT 之间的连接件。
+    # 它防的不是运行期 bug（没人读 slug），而是 `cp -r` 出来的陈旧 toml
+    # 看起来很权威 —— 而现行脚手架恰恰就是 cp -r。
+    slug = _get(cfg, "episode.slug") if in_scope("episode.x") else None
+    if slug and slug != root.name:
+        fails.append(f"episode.slug={slug!r} 与工程目录名 {root.name!r} 不一致")
+    return fails, warns
+
+
+def load(
+    root: Path, *, required: bool, scope: set[str] | None = None
+) -> tuple[dict, dict[str, str], list[str], list[str]]:
+    """读 + 填默认 + 校验 → (cfg, origin, fails, warns)。
+
+    `required=False` 时缺文件不是错误，但**必须**由调用方对受影响的门发出点名
+    WARN（见 check_script.py）——静默跳过的门是本模块存在的首要原因。
+    """
+    path = root / "pipeline.toml"
+    if not path.is_file():
+        if required:
+            return {}, {}, [f"缺少分集配置: {path}（字段表见 pipeline/README.md）"], []
+        return {}, {}, [], [f"无 pipeline.toml：以默认值运行（{path}）"]
+    raw = tomllib.loads(path.read_text(encoding="utf-8"))
+    cfg, origin = resolve(raw)
+    fails, warns = validate(cfg, raw, root, scope)
+    return cfg, origin, fails, warns
+
+
+def format_table(cfg: dict, origin: dict[str, str]) -> list[str]:
+    """带来源标记的配置表（`git config --list --show-origin` 的同类做法）。
+
+    默认值集中到代码后，单看 toml 不再自证全貌——这张表就是发现性补偿。
+    """
+    out = []
+    for dotted, *_ in SCHEMA:
+        val = _get(cfg, dotted)
+        src = origin.get(dotted, "?")
+        out.append(f"     {dotted:<28} = {val!r:<26} ({src})")
+    return out
diff --git a/media/pipeline/scripts/paper_extract.py b/apps/negentropy-influence/pipeline/scripts/paper_extract.py
similarity index 98%
rename from media/pipeline/scripts/paper_extract.py
rename to apps/negentropy-influence/pipeline/scripts/paper_extract.py
index e83e107cf..bf8f8aefd 100644
--- a/media/pipeline/scripts/paper_extract.py
+++ b/apps/negentropy-influence/pipeline/scripts/paper_extract.py
@@ -12,7 +12,7 @@
 
 依赖仅 pymupdf，从仓库根调用：
 
-    uv run --no-project --with pymupdf media/pipeline/scripts/paper_extract.py \\
+    uv run --no-project --with pymupdf $R/paper_extract.py \\
         "<论文.pdf>" find "far more frequently and cheaply"
 
 注意：论文 PDF 通常不入库（根 .gitignore 屏蔽 /assets/），须传绝对路径；
diff --git a/apps/negentropy-influence/pipeline/scripts/paths.py b/apps/negentropy-influence/pipeline/scripts/paths.py
new file mode 100644
index 000000000..04803ac34
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/scripts/paths.py
@@ -0,0 +1,75 @@
+#!/usr/bin/env python3
+"""路径锚点单一事实源——按哨兵文件向上搜索，不数目录层数。
+
+## 为什么不数层数
+
+数层数（`parents[N]`）把「目录深度」这个**偶然事实**编码进了每一个脚本。
+2026-08 把子项目从仓库根的 `media` 目录迁到 `apps/negentropy-influence/` 并新增 `episodes/`
+一层时，三处仓库根锚点（pipeline.py / check_series.py / tts_sample.py）同时
+静默指向 `apps/`，而三者的失败形态各不相同、且**都不报错**：
+
+  - `pipeline.py`  → `tts.ref` 解析到不存在的路径，doctor 只打印「参考样本缺失」，
+                     与「样本本就 gitignored 而缺失」不可区分（退出码不置位）
+  - `check_series.py` → `series.json` 找不到而直接 exit，pre-commit 门整体失效
+  - `tts_sample.py` → 试听小样写到 `apps/.temp/`，且 `.gitignore` 的 `.temp/` 非锚定，
+                     git status 什么都不显示 —— 生物特征信息静默堆积在错误位置
+
+哨兵法（git 找 `.git`、uv/pytest 找 `pyproject.toml` 的同一惯例）对位置免疫：
+子项目整体搬到任何深度，锚点都不用改一个字。
+
+## 为什么是专用哨兵而不是 `.git`
+
+  - **本仓的 `.git` 是文件不是目录**（git worktree：内容为 `gitdir: ...`），
+    `(p / ".git").is_dir()` 这个最直觉的写法在此当场失效。
+  - `test_check_series.py` 在 tmp_path 里搭的假仓库根本没有 `.git`。
+  - `~/tools/index-tts` **是**一个真 `.git` 目录 —— `tts_server.py` 被拷到那里跑时会误锚。
+  - `pnpm-workspace.yaml` 可用，但那是用 Node 清单去锚 Python，跨了模块边界。
+
+## 为什么 REPO 从 INFLUENCE 派生而不再找第二个标记
+
+`.temp/` 按 AGENTS.md 是**仓库级**约定（临时产物一律收敛至仓库根 `.temp/`），
+必须留在仓库根：搬进子项目会静默孤立各 worktree 里既有的样本。派生是一步、
+有注释、且测试 fixture 按构造即满足，比引入第二套标记搜索更省。
+
+## 导入边界（承重，勿破）
+
+`pipeline.py` / `check_series.py` / `tts_sample.py` / `scaffold.py` /
+`verify_skeleton.py` 可以 `import paths`（前三个需要 INFLUENCE 与 REPO 双锚点，
+后两个只消费 INFLUENCE）。**`tts.py` 绝不可以** —— `tts_server.py` 文件头记载
+它会被拷到 `~/tools/index-tts` 的 venv 里运行并 `from tts import ...`，给
+`tts.py` 增加任何同目录依赖都会断掉那条拷出路径。`tts.py` 全靠 `--ref` 入参，
+本就不需要任何根。同理 `tts_server.py` 自身也不可导入（同一条拷出路径）。
+"""
+
+from __future__ import annotations
+
+import sys
+from pathlib import Path
+
+#: 子项目根哨兵。文件名足够独特，不会与任何生态约定冲突。
+MARKER = ".influence-root"
+
+
+def influence_root(start: Path | None = None) -> Path:
+    """自 start（默认本模块）向上逐级搜索 MARKER，返回子项目根。
+
+    找不到即**大声退出**，绝不回退到 `Path.cwd()` 或猜测：一个「看起来合理但错」
+    的根正是 `apps/.temp/` 那类问题得以隐形的原因。报错须写明找的是什么标记、
+    从哪里开始、走到哪里为止，否则使用者无法自查。
+    """
+    origin = (start or Path(__file__)).resolve()
+    for p in [origin, *origin.parents]:  # 天然终止于文件系统根，不会无限上溯
+        if (p / MARKER).is_file():
+            return p
+    sys.exit(
+        f"找不到子项目根哨兵 {MARKER}（自 {origin} 起向上搜索至 {origin.parents[-1]}）"
+        f"\n  —— 脚本被移出 negentropy-influence 子工程，或哨兵文件缺失。"
+    )
+
+
+#: 子项目根：series.json / pipeline/ / episodes/ 的父目录。
+INFLUENCE = influence_root()
+
+#: 仓库根：仅用于仓库级约定（`.temp/`）与仓库级文档（CHANGELOG / knowledge-map）。
+#: 子项目位于 `apps/<name>/`，故出树两级。
+REPO = INFLUENCE.parents[1]
diff --git a/media/pipeline/scripts/pipeline.py b/apps/negentropy-influence/pipeline/scripts/pipeline.py
similarity index 77%
rename from media/pipeline/scripts/pipeline.py
rename to apps/negentropy-influence/pipeline/scripts/pipeline.py
index 23a19cee1..ee1e98e97 100644
--- a/media/pipeline/scripts/pipeline.py
+++ b/apps/negentropy-influence/pipeline/scripts/pipeline.py
@@ -11,7 +11,9 @@
     就是第二事实源，必然漂移。`status` 实时派生新鲜度，零存储。
   - 不假装能跑写作阶段（①②④⑤中的人/代理部分）——只跑工具与其质量门。
 
-用法：uv run --no-project media/pipeline/scripts/pipeline.py <cmd> --project media/<工程>
+用法（$R/$P 路径变量约定见 ../README.md）：
+  R=apps/negentropy-influence/pipeline/scripts; P=apps/negentropy-influence/episodes/<工程>
+  uv run --no-project $R/pipeline.py --project $P <cmd>
 子命令：status / doctor / build / check / tts / captions / render / qa / all / clean-samples
 """
 
@@ -28,20 +30,27 @@
 from pathlib import Path
 
 SCRIPTS = Path(__file__).resolve().parent
-REPO = SCRIPTS.parents[2]
 sys.path.insert(0, str(SCRIPTS))  # noqa: E402 - 复用 timeline 的 load_constants
 
-MANUAL = "media/pipeline/VOICE-CLONING.md"
+import config  # noqa: E402 - 必须在 sys.path 注入之后导入
+from paths import INFLUENCE, REPO  # noqa: E402
 
+MANUAL = "pipeline/VOICE-CLONING.md"  # 子项目根相对（见 paths.py）
 
-def load_config(root: Path) -> dict:
-    cfg_path = root / "pipeline.toml"
-    if not cfg_path.is_file():
-        sys.exit(
-            f"缺少分集配置: {cfg_path}\n  可执行参数已收敛至 pipeline.toml"
-            "（见 media/pipeline/README.md 字段表）；直接调用底层脚本亦可"
-        )
-    return tomllib.loads(cfg_path.read_text(encoding="utf-8"))
+
+def load_config(root: Path) -> tuple[dict, dict[str, str]]:
+    """→ (填过默认值的配置, {键: 来源})。schema/默认值/校验全在 config.py。
+
+    编排器对缺配置是硬失败：没有配置就真的无法装配 TTS 与渲染参数。
+    校验 FAIL 同样硬失败——但 `status`/`doctor` 例外（见 main()）：诊断工具
+    因为被诊断对象有病而拒绝运行是荒谬的。
+    """
+    cfg, origin, fails, warns = config.load(root, required=True)
+    for w in warns:
+        print(f"  ⚠️  {w}")
+    if fails:
+        sys.exit("配置校验失败：\n  " + "\n  ".join(f"❌ {f}" for f in fails))
+    return cfg, origin
 
 
 def run(cmd: list[str], cwd: Path | None = None) -> int:
@@ -102,11 +111,17 @@ def fresh(target: Path, *deps: Path) -> str:
     return 0
 
 
-def cmd_doctor(root: Path, cfg: dict) -> int:
+def cmd_doctor(root: Path, cfg: dict, origin: dict[str, str] | None = None) -> int:
     """环境自检：配置、时序 SSOT、参考样本、IndexTTS 服务、node_modules。"""
     ok = True
     tts = cfg.get("tts", {})
     print(">> doctor")
+    if origin:
+        # 默认值集中进 config.py 后，单看 toml 不再自证全貌——这张带来源标记的
+        # 表就是发现性补偿（git config --list --show-origin 的同类做法）。
+        print("  ℹ️  生效配置（来源标注）：")
+        for line in config.format_table(cfg, origin):
+            print(line)
     from timeline import load_constants
 
     try:
@@ -118,7 +133,7 @@ def cmd_doctor(root: Path, cfg: dict) -> int:
         print(f"  ❌ {e}")
         ok = False
     if tts.get("engine") == "indextts":
-        ref = REPO / tts.get("ref", "")
+        ref = INFLUENCE / tts.get("ref", "")
         if ref.is_file():
             import hashlib
 
@@ -178,7 +193,7 @@ def cmd_tts(
         tts.get("engine", "indextts"),
     ]
     if tts.get("engine", "indextts") == "indextts":
-        cmd += ["--ref", str(REPO / tts["ref"])]
+        cmd += ["--ref", str(INFLUENCE / tts["ref"])]
         if tts.get("ref_sha1"):
             cmd += ["--expect-ref-sha1", tts["ref_sha1"]]
         cmd += [
@@ -251,6 +266,8 @@ def cmd_qa(
             eff = cfg.get("render", {}).get("draft_scale", 0.5)
         if eff is not None:
             cmd += ["--scale", str(eff)]
+        else:
+            print("  ⚠️  未指定 --scale 且产物非 draft.mp4：按全分辨率（1.0）体检")
     if video:
         cmd.append(video)
     cmd += ids
@@ -292,9 +309,31 @@ def cmd_clean_samples(_root: Path, _cfg: dict) -> int:
     return 0
 
 
+def cmd_stages() -> int:
+    """打印九阶段声明表（替代 README 手维护的阶段表；声明源 pipeline/stages.toml）。
+
+    与工程无关，故不读 pipeline.toml。
+    """
+    decl = tomllib.loads((SCRIPTS.parent / "stages.toml").read_text(encoding="utf-8"))
+    print(
+        ">> 九阶段（声明源 pipeline/stages.toml；authored=撰写产出 / tooled=工具产出）\n"
+    )
+    for st in decl["stage"]:
+        cmds = " ".join(st["commands"]) or "—"
+        print(
+            f"  {st['ordinal']} {st['name']:<22} [{st['kind']:<8}] 命令 {cmds:<18} {st['skill']}"
+        )
+        print(f"      门：{st['gate']}")
+    print(
+        "\n  注：序号与文件号刻意不对齐 —— ⑥↔07-tts-voice、⑦↔06-remotion-implementation"
+        "（入链 ≥5 处，重命名代价大于收益；由 tests/test_stages.py 守住）"
+    )
+    return 0
+
+
 def main() -> None:
     ap = argparse.ArgumentParser(
-        description="科普视频管线单入口（薄编排，阶段契约见 media/pipeline/README.md）"
+        description="科普视频管线单入口（薄编排，阶段契约见 pipeline/README.md）"
     )
     ap.add_argument(
         "--project",
@@ -326,7 +365,11 @@ def main() -> None:
     p = sub.add_parser("render", help="⑧⑨ 渲染")
     p.add_argument("--final", action="store_true", help="终渲（默认草渲）")
     p = sub.add_parser("qa", help="⑧ 抽帧 QA")
-    p.add_argument("--video", help="渲染产物路径")
+    p.add_argument(
+        "--video",
+        help="渲染产物路径，**按分集工程目录解析**（本入口以 cwd=<工程> 启动 "
+        "qa_frames.py）——写 out/draft.mp4，勿写 $P/out/draft.mp4",
+    )
     p.add_argument("--scene")
     p.add_argument("--last-n", type=int)
     p.add_argument("--check", action="store_true", help="自动体检")
@@ -337,14 +380,29 @@ def main() -> None:
     )
     p.add_argument("ids", nargs="*")
     sub.add_parser("all", help="build→check→tts→captions→render(草渲) 一键链")
+    sub.add_parser("stages", help="打印九阶段声明表（与工程无关）")
     args = ap.parse_args()
 
     root = Path(args.project).resolve()
-    cfg = load_config(root)
+    # 与具体工程无关的子命令不读 pipeline.toml —— 否则「某集 toml 写坏」会连带
+    # 让「清理生物特征小样」和「查阶段表」都无法执行，属荒谬耦合。
+    if args.cmd == "stages":
+        sys.exit(cmd_stages())
+    if args.cmd == "clean-samples":
+        sys.exit(cmd_clean_samples(root, {}))
+    # status/doctor 是诊断工具：配置有病时它们尤其该运行，故只报不退
+    if args.cmd in {"status", "doctor"}:
+        cfg, origin, fails, warns = config.load(root, required=True)
+        for w in warns:
+            print(f"  ⚠️  {w}")
+        for f in fails:
+            print(f"  ❌ 配置：{f}")
+    else:
+        cfg, origin = load_config(root)
     t0 = time.time()
     rc = {
         "status": lambda: cmd_status(root, cfg),
-        "doctor": lambda: cmd_doctor(root, cfg),
+        "doctor": lambda: cmd_doctor(root, cfg, origin),
         "build": lambda: cmd_build(root, cfg),
         "check": lambda: cmd_check(root, cfg, args.check_scenes),
         "tts": lambda: cmd_tts(
diff --git a/media/pipeline/scripts/prepare_ref.py b/apps/negentropy-influence/pipeline/scripts/prepare_ref.py
similarity index 94%
rename from media/pipeline/scripts/prepare_ref.py
rename to apps/negentropy-influence/pipeline/scripts/prepare_ref.py
index 5a38404c9..5b34ee4b7 100644
--- a/media/pipeline/scripts/prepare_ref.py
+++ b/apps/negentropy-influence/pipeline/scripts/prepare_ref.py
@@ -3,7 +3,7 @@
 
 - 输入：任意 mp3/wav/flac 录音（如手机录音、长片段素材；m4a 不受 libsndfile 支持，
   需先 `ffmpeg -i in.m4a out.wav`）
-- 输出：media/pipeline/voices/<名字>.wav —— 16-bit PCM 单声道，保留原始采样率
+- 输出：`$V/<名字>.wav`（`$V` 见 pipeline/README.md 路径变量约定）—— 16-bit PCM 单声道，保留原始采样率
 - 动机：克隆参考音频 **10–14 秒**干净人声（硬上限 15 秒，见下）。
 
 **两条实测口径（2026-08-20 核验上游 ~/tools/index-tts，HEAD 4f8792f）**：
@@ -24,8 +24,8 @@
 本机实测（同文本同种子、交错 3 组）把参考从 12 秒换到 6 秒，`s2mel_time` 中位数
 21.81s → 10.02s（−54%）——但音色与语速也随之改变，**不可为提速缩短参考**。
 
-用法：uv run --no-project --with soundfile media/pipeline/scripts/prepare_ref.py \
-          <源音频> [--start 10] [--duration 15] [--out media/pipeline/voices/me.wav]
+用法：uv run --no-project --with soundfile $R/prepare_ref.py \
+          <源音频> [--start 10] [--duration 15] [--out $V/me.wav]
 """
 
 from __future__ import annotations
@@ -60,7 +60,7 @@ def main() -> int:
     parser.add_argument(
         "--out",
         default=None,
-        help="输出路径（默认 media/pipeline/voices/<源文件名>.wav）",
+        help="输出路径（默认写入子项目 pipeline/voices/<源文件名>.wav）",
     )
     args = parser.parse_args()
 
diff --git a/media/pipeline/scripts/pron_marks.py b/apps/negentropy-influence/pipeline/scripts/pron_marks.py
similarity index 100%
rename from media/pipeline/scripts/pron_marks.py
rename to apps/negentropy-influence/pipeline/scripts/pron_marks.py
diff --git a/media/pipeline/scripts/prospect_ref.py b/apps/negentropy-influence/pipeline/scripts/prospect_ref.py
similarity index 98%
rename from media/pipeline/scripts/prospect_ref.py
rename to apps/negentropy-influence/pipeline/scripts/prospect_ref.py
index 5138e6e6b..0323ebdfa 100644
--- a/media/pipeline/scripts/prospect_ref.py
+++ b/apps/negentropy-influence/pipeline/scripts/prospect_ref.py
@@ -19,7 +19,7 @@
 
 用法（仓库根）：
   uv run --no-project --with soundfile --with numpy \
-      media/pipeline/scripts/prospect_ref.py ~/Documents/dify/me-1.mp3 [更多音频…] \
+      $R/prospect_ref.py ~/Documents/dify/me-1.mp3 [更多音频…] \
       [--window 12] [--step 2] [--top 4]
 
 **响度/音高高不等于段落好**：候选仍须逐个 afplay 试听，确认人声干净、单说话人、
@@ -38,7 +38,7 @@
 FRAME, HOP = 1024, 512  # 32ms 帧 / 16ms 跳（sr=32k）
 F0_MIN, F0_MAX = 75.0, 400.0
 VOICED_AC = 0.35  # 自相关归一峰值阈：判定该帧是否为浊音
-MANUAL = "media/pipeline/VOICE-CLONING.md"
+MANUAL = "pipeline/VOICE-CLONING.md"
 
 #: 保真度阈值。**只做告警与旁注，不进加权分、不硬失败**——阈值是跨录音设备的绝对值，
 #: 先观察一轮真实录音的分布再决定是否升级为硬门（否则容易把风格问题误判成音质问题）。
@@ -293,7 +293,7 @@ def accept_mode(sources: list[str]) -> int:
             )
     print(
         f"\n下一步：对**通过保真度**的候选各跑一次纯克隆小样，比风格而非比样本：\n"
-        f"  uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \\\n"
+        f"  uv run --no-project --with mutagen $R/tts_sample.py \\\n"
         f"      --ref <裁剪后的样本.wav> --style neutral --seed 4242 --label <名字>\n"
         f"合格线（对**小样**，非样本）：F0 中位 ≥{ACCEPT_CLONE_F0:g} Hz 且起伏 ≥{ACCEPT_CLONE_IQR:g}"
         f"——即达到「换段落所能拿到的最好水平」的九成（见 {MANUAL} §3.3）；\n"
@@ -409,8 +409,8 @@ def main() -> int:
 
     print(
         f"\n下一步：挑 3–4 个候选各裁一份，再各跑一次 `--style neutral` 小样比对（见 {MANUAL} §3.3）：\n"
-        f"  uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prepare_ref.py \\\n"
-        f"      <源音频> --start <上表 --start> --duration {win:g} --out media/pipeline/voices/<名字>.wav\n"
+        f"  uv run --no-project --with soundfile --with numpy $R/prepare_ref.py \\\n"
+        f"      <源音频> --start <上表 --start> --duration {win:g} --out $V/<名字>.wav\n"
         "分高只代表「不小声、不平、不慢」，**不代表段落好**——务必 afplay 试听确认人声干净、单说话人、语句完整。\n"
         "保真旗标与风格分**正交**：⚠️ 的段落即使分高也别用（削波/底噪/动态不足/低码率转码的\n"
         "损伤事后无法弥补——事后增强会提升 UTMOS 却降低说话人相似度）。旗标目前只告警不否决，\n"
diff --git a/media/pipeline/scripts/qa_frames.py b/apps/negentropy-influence/pipeline/scripts/qa_frames.py
similarity index 98%
rename from media/pipeline/scripts/qa_frames.py
rename to apps/negentropy-influence/pipeline/scripts/qa_frames.py
index cddb21707..f6ecee37c 100644
--- a/media/pipeline/scripts/qa_frames.py
+++ b/apps/negentropy-influence/pipeline/scripts/qa_frames.py
@@ -22,9 +22,9 @@
     解析 video/src/design/theme.ts 的 #RRGGBB，按 WCAG 2.x 相对亮度对比
     theme.bg；概念色 < 4.5:1 → FAIL（此前只能肉眼估，见 skills/06 清单）。
 
-用法：uv run --no-project [--with pillow --with numpy] media/pipeline/scripts/qa_frames.py \
-          --project media/<工程> <video.mp4> [--scene P2|--last-n 6|句id…] [--check]
-     uv run --no-project media/pipeline/scripts/qa_frames.py --project media/<工程> --check-theme
+用法：uv run --no-project [--with pillow --with numpy] $R/qa_frames.py \
+          --project $P <video.mp4> [--scene P2|--last-n 6|句id…] [--check]
+     uv run --no-project $R/qa_frames.py --project $P --check-theme
 输出：抽帧 <工程>/out/frames/{句id}.png；体检结果打屏，FAIL 使退出码非零。
 """
 
diff --git a/media/pipeline/scripts/refs.py b/apps/negentropy-influence/pipeline/scripts/refs.py
similarity index 95%
rename from media/pipeline/scripts/refs.py
rename to apps/negentropy-influence/pipeline/scripts/refs.py
index ec09ee0c6..fd21b8514 100644
--- a/media/pipeline/scripts/refs.py
+++ b/apps/negentropy-influence/pipeline/scripts/refs.py
@@ -14,9 +14,9 @@
     list     列出清单条目
 
 用法（仓库根，零第三方依赖；rebuild 才需要 soundfile/numpy）：
-    uv run --no-project media/pipeline/scripts/refs.py list
-    uv run --no-project media/pipeline/scripts/refs.py verify [--name me-bright]
-    uv run --no-project --with soundfile --with numpy media/pipeline/scripts/refs.py \
+    uv run --no-project $R/refs.py list
+    uv run --no-project $R/refs.py verify [--name me-bright]
+    uv run --no-project --with soundfile --with numpy $R/refs.py \
         rebuild --name me-bright
 """
 
diff --git a/apps/negentropy-influence/pipeline/scripts/scaffold.py b/apps/negentropy-influence/pipeline/scripts/scaffold.py
new file mode 100644
index 000000000..4a29ccd9d
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/scripts/scaffold.py
@@ -0,0 +1,137 @@
+#!/usr/bin/env python3
+"""新集脚手架——从命名的模板实例化，替代「cp -r 任一既有集」。
+
+此前 README 的原话是「以**任一**既有集工程为模板复制 video/ 骨架」。「任一」
+就是那个 SSOT 违规：391 行冻结基建因此有 4 个同权真理声明者，而「改一处须同步」
+的义务没有判据、从未被执行。本脚本让复制源头有名字，`verify_skeleton.py` 让
+义务有判据。
+
+## 刻意不做的三件事
+
+1. **不生成 scenes/**。目录留空，场景骨架样例只在模板里（scenes-EXAMPLE.tsx.txt，
+   刻意不用 .tsx 后缀，免得被 tsc 收进去）。切割线是有意的：脚手架只拿走**机械
+   复制**（那 391 行你本来就不该逐行读的冻结基建），保留**创作性撰写**（theme
+   与 scenes 必须读 skills/06 才写得对）。手抄一遍学到的东西不该被一键抹掉。
+2. **不改根 .gitignore**。会修改仓库根文件的脚手架是爆炸半径的意外扩张；且
+   ignore 规则已通配到分集级，新集自动覆盖，本来就无需这一步。
+3. **不写 series.json**。登记发布顺序是内容决策（要定 episode 序号、色板、
+   sourceKind），不是机械步骤；`check_series.py` 会对漏登记大声 FAIL。
+
+用法：
+  uv run --no-project $R/scaffold.py <slug>-video --title "本集标题"
+"""
+
+from __future__ import annotations
+
+import argparse
+import shutil
+import sys
+import tomllib
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from paths import INFLUENCE  # noqa: E402
+
+TEMPLATE = INFLUENCE / "pipeline" / "templates" / "video-skeleton"
+EPISODES = INFLUENCE / "episodes"
+
+
+def render(text: str, subs: dict[str, str]) -> str:
+    for k, v in subs.items():
+        text = text.replace(f"{{{{{k}}}}}", v)
+    return text
+
+
+def main() -> int:
+    ap = argparse.ArgumentParser(description="从模板实例化新集工程")
+    ap.add_argument(
+        "slug", help="工程目录名，须以 -video 结尾（= series.json 的 slug）"
+    )
+    ap.add_argument(
+        "--title", required=True, help="本集标题（写入 README 与 package.json）"
+    )
+    ap.add_argument("--ref", default="me-bright", help="参考样本名（见 refs.py list）")
+    #: 占位符**必须自身合规**（12 位）：config.validate 的位数检查是全节执法，
+    #: 而 pipeline.py 对每个子命令都以 scope=None 校验——一个 11 位的占位会让刚
+    #: 实例化的新集连 `build`（Stage ③，与 TTS 无关）都跑不起来。指纹不符仍由
+    #: doctor 与 tts.py 的 --expect-ref-sha1 硬拦，占位不会被误当成真值。
+    ap.add_argument("--ref-sha1", default="TODOTODOTODO", help="样本 12 位指纹")
+    ap.add_argument("--style", default="sunny-steady", help="风格预设档名")
+    ap.add_argument("--force", action="store_true", help="目标已存在时仍继续（危险）")
+    args = ap.parse_args()
+
+    if not args.slug.endswith("-video"):
+        sys.exit(f"slug 须以 -video 结尾（与既有四集一致）：{args.slug!r}")
+    dest = EPISODES / args.slug
+    if dest.exists() and not args.force:
+        sys.exit(f"目标已存在：{dest}（如确要覆盖请加 --force）")
+
+    skel = tomllib.loads((TEMPLATE / "skeleton.toml").read_text(encoding="utf-8"))
+    subs = {
+        "SLUG": args.slug,
+        "TITLE": args.title,
+        "REF": args.ref,
+        "REF_SHA1": args.ref_sha1,
+        "STYLE": args.style,
+    }
+
+    #: 只留在模板里、不复制进新集的文件。scenes-EXAMPLE 是刻意的（见文件头
+    #: 「不生成 scenes/」）：抄骨架的过程本身有价值，样例留在模板供查阅。
+    TEMPLATE_ONLY = {"skeleton.toml", "scenes-EXAMPLE.tsx.txt"}
+
+    copied, rendered = 0, 0
+    for src in sorted(TEMPLATE.rglob("*")):
+        if not src.is_file() or src.name in TEMPLATE_ONLY:
+            continue
+        rel = src.relative_to(TEMPLATE)
+        if src.suffix == ".tmpl":
+            target = dest / rel.with_suffix("")  # 去掉 .tmpl
+            target.parent.mkdir(parents=True, exist_ok=True)
+            target.write_text(
+                render(src.read_text(encoding="utf-8"), subs), encoding="utf-8"
+            )
+            rendered += 1
+        else:
+            target = dest / rel
+            target.parent.mkdir(parents=True, exist_ok=True)
+            shutil.copy2(src, target)
+            copied += 1
+
+    # 内容层空目录（写作阶段的产物落点，刻意不给模板内容）
+    for d in ("research", "script"):
+        (dest / d).mkdir(parents=True, exist_ok=True)
+
+    print(
+        f">> 已实例化 {dest.relative_to(INFLUENCE)}：复制 {copied} 文件 / 渲染 {rendered} 模板\n"
+    )
+    print("接下来**必须**人工完成的（脚手架刻意不代做）：")
+    print(
+        "  1. research/ 取证：Stage ① —— A 型论文走 paper_extract.py，B 型走 source_ledger.py"
+    )
+    print("  2. script/planning.md：Stage ② 六节齐，含本集视觉契约（色彩语义）")
+    print(
+        "  3. video/src/design/theme.ts：换本集概念色（≥4.5:1，色相不与系列已用色撞车）"
+    )
+    print(
+        "  4. script/narration.md → storyboard.md → video/src/scenes/*.tsx（全部新写）"
+    )
+    print(
+        "  5. video/src/Main.tsx：填 scenes/ import 与 SCENE_COMPONENTS 注册表"
+        "（模板两处刻意留空，故新集开箱即 tsc 干净）"
+    )
+    print(
+        "  6. 登记到 series.json（漏登无阻塞门：verify_skeleton.py 会点名警告孤儿目录）"
+    )
+    print(
+        "  7. cd video && pnpm install --ignore-workspace（装完核对根 lockfile 零变更）"
+    )
+    print(
+        f"\n  冻结档位与漂移判据见 {(TEMPLATE / 'skeleton.toml').relative_to(INFLUENCE)}"
+        f"（{len(skel['classes'].get('frozen', []))} 个 frozen 文件已复制，勿改）"
+    )
+    print("  实例化后立刻跑一次：uv run --no-project $R/verify_skeleton.py")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/media/pipeline/scripts/source_ledger.py b/apps/negentropy-influence/pipeline/scripts/source_ledger.py
similarity index 95%
rename from media/pipeline/scripts/source_ledger.py
rename to apps/negentropy-influence/pipeline/scripts/source_ledger.py
index b944a5a33..86da5af2a 100755
--- a/media/pipeline/scripts/source_ledger.py
+++ b/apps/negentropy-influence/pipeline/scripts/source_ledger.py
@@ -21,9 +21,9 @@
         （「正文已变，去复核笔记」），raw 漂移则完全忽略。
 
 用法（仓库根，零第三方依赖）。注意 `--project` 定义在顶层 parser，须写在子命令**之前**：
-    uv run --no-project media/pipeline/scripts/source_ledger.py --project media/<slug>-video list
-    uv run --no-project media/pipeline/scripts/source_ledger.py --project media/<slug>-video verify
-    uv run --no-project media/pipeline/scripts/source_ledger.py --project media/<slug>-video fetch \\
+    uv run --no-project $R/source_ledger.py --project $P list
+    uv run --no-project $R/source_ledger.py --project $P verify
+    uv run --no-project $R/source_ledger.py --project $P fetch \\
         --name s01-repo --kind repo --via "pinned commit" \\
         --url https://raw.githubusercontent.com/o/r/<sha>/s01/README.zh.md
 
@@ -48,7 +48,7 @@
 _BLOCK_RE = re.compile(r"(?is)<(script|style)\b.*?</\1>")
 _TAG_RE = re.compile(r"<[^>]+>")
 _WS_RE = re.compile(r"\s+")
-USER_AGENT = "negentropy-source-ledger/1.0 (+media/pipeline)"
+USER_AGENT = "negentropy-source-ledger/1.0 (+pipeline)"
 TIMEOUT = 30
 
 
@@ -93,7 +93,7 @@ def toml_escape(s: str) -> str:
 
 def render_ledger(entries: dict) -> str:
     head = (
-        "# 非论文信源清单（可复现取证链，工具：media/pipeline/scripts/source_ledger.py）\n"
+        "# 非论文信源清单（可复现取证链，工具：$R/source_ledger.py）\n"
         "#\n"
         "# kind=repo 指向固定 commit，raw 指纹漂移即 FAIL（说明 URL 里的 ref 不是不可变引用）。\n"
         "# kind=site 指向线上页面，只对剥标签归一后的正文比对指纹，漂移报 WARN（去复核笔记）。\n"
diff --git a/media/pipeline/scripts/timeline.py b/apps/negentropy-influence/pipeline/scripts/timeline.py
similarity index 100%
rename from media/pipeline/scripts/timeline.py
rename to apps/negentropy-influence/pipeline/scripts/timeline.py
diff --git a/media/pipeline/scripts/tts.py b/apps/negentropy-influence/pipeline/scripts/tts.py
similarity index 99%
rename from media/pipeline/scripts/tts.py
rename to apps/negentropy-influence/pipeline/scripts/tts.py
index 91e22b532..df4d29154 100644
--- a/media/pipeline/scripts/tts.py
+++ b/apps/negentropy-influence/pipeline/scripts/tts.py
@@ -11,16 +11,16 @@
 - 幂等：参数与文本未变则跳过（SHA1 摘要 sidecar 缓存）。
 
 用法：
-  edge：    uv run --no-project --with edge-tts --with mutagen media/pipeline/scripts/tts.py \
-                --project media/<工程> [--voice zh-CN-YunxiNeural] [--rate +4%] [--force]
-  indextts：uv run --no-project --with mutagen media/pipeline/scripts/tts.py \
-                --project media/<工程> --engine indextts --ref <参考样本.wav> \
+  edge：    uv run --no-project --with edge-tts --with mutagen $R/tts.py \
+                --project $P [--voice zh-CN-YunxiNeural] [--rate +4%] [--force]
+  indextts：uv run --no-project --with mutagen $R/tts.py \
+                --project $P --engine indextts --ref <参考样本.wav> \
                 [--style passionate] [--server http://127.0.0.1:8766] [--force]
   情感三来源（互斥）：--style/--emo-vector 向量注入 · --emo-ref <另一段录音> 语调迁移
                 （更自然）· --emo-text "轻快爽朗、自信阳光" 自然语言（需服务端 --use-qwen-emo）
   （工程内薄包装等价于在工程目录下运行 scripts/tts.py）
 
-声音克隆完整手册（部署/风格/排障/许可）见 media/pipeline/VOICE-CLONING.md。
+声音克隆完整手册（部署/风格/排障/许可）见 pipeline/VOICE-CLONING.md。
 """
 
 from __future__ import annotations
@@ -43,7 +43,7 @@
 CONCURRENCY_INDEXTTS = 1  # 服务端串行锁推理；>1 会在锁后排队，排队时长计入客户端超时
 RETRIES = 4
 HTTP_TIMEOUT = 600  # MPS fp32 长句可达数分钟；须覆盖队列等待
-MANUAL = "media/pipeline/VOICE-CLONING.md"
+MANUAL = "pipeline/VOICE-CLONING.md"
 
 # --plan 排期估算用的实测常数（MPS fp32，长跑折算口径：含降频、机器争用与逐句开销）。
 # RTF_1BEAM 来自三集 596 句连续跑 8.5 小时 / 40.2 分钟纯语音；RTF_MULTIBEAM 由同句
@@ -1085,7 +1085,7 @@ async def main() -> None:
             parser.error(
                 f"参考样本指纹不符：期望 {args.expect_ref_sha1}，实得 {ref_sha1}"
                 f"（{ref_path}）——源录音或裁剪参数已变。"
-                f"勿在未核验音色上跑长合成；指纹清单见 media/pipeline/voices/refs.toml"
+                f"勿在未核验音色上跑长合成；指纹清单见 pipeline/voices/refs.toml"
             )
 
         # 混合档：解析选择器并逐句定束宽（此处即失败，避免典型的「id 拼错→静默全按低束宽跑完」）
diff --git a/media/pipeline/scripts/tts_bench.py b/apps/negentropy-influence/pipeline/scripts/tts_bench.py
similarity index 98%
rename from media/pipeline/scripts/tts_bench.py
rename to apps/negentropy-influence/pipeline/scripts/tts_bench.py
index 5ed6fe456..c69cda6a6 100644
--- a/media/pipeline/scripts/tts_bench.py
+++ b/apps/negentropy-influence/pipeline/scripts/tts_bench.py
@@ -19,16 +19,16 @@
 ## 用法（在 index-tts 根目录）
 
     cd ~/tools/index-tts
-    ./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py --check-only
-    ./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py \
-        --ref <本仓>/media/pipeline/voices/me-bright.wav --runs 8 [--empty-cache]
+    ./.venv/bin/python <本仓>/$R/tts_bench.py --check-only
+    ./.venv/bin/python <本仓>/$R/tts_bench.py \
+        --ref <本仓>/$V/me-bright.wav --runs 8 [--empty-cache]
 
 `--empty-cache` 在每次调用后清 MPS 缓存并 gc——用于判定漂移是否来自分配器累积。
 若开启后漂移消失，则长跑（整集 2 小时）也应在服务端逐句清理。
 
 ## 成对 A/B 模式（`--ab-param`）
 
-    ./.venv/bin/python <本仓>/media/pipeline/scripts/tts_bench.py \
+    ./.venv/bin/python <本仓>/$R/tts_bench.py \
         --ref <样本.wav> --texts <每行一句的文本文件> \
         --ab-param length_penalty --ab-values 0.0,0.8 --num-beams 3 --cooldown 60
 
@@ -41,7 +41,7 @@
              （`length_penalty=0.0` 系统性偏好短假设 ⇒ 吞尾）的直接判据，
              比总墙钟稳健得多，且对残余热漂移天然不敏感。
 
-产物与完整方法论见 media/pipeline/INDEXTTS-2.5-ADVANCED.md §6.4。
+产物与完整方法论见 pipeline/INDEXTTS-2.5-ADVANCED.md §6.4。
 """
 
 from __future__ import annotations
diff --git a/media/pipeline/scripts/tts_sample.py b/apps/negentropy-influence/pipeline/scripts/tts_sample.py
similarity index 97%
rename from media/pipeline/scripts/tts_sample.py
rename to apps/negentropy-influence/pipeline/scripts/tts_sample.py
index 55e0ea593..ff4e61bdc 100644
--- a/media/pipeline/scripts/tts_sample.py
+++ b/apps/negentropy-influence/pipeline/scripts/tts_sample.py
@@ -9,14 +9,14 @@
 
 用法（仓库根执行）：
   # 单档试听（科普推荐档）
-  uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-      --ref media/pipeline/voices/me-bright.wav --style sunny --play
+  uv run --no-project --with mutagen $R/tts_sample.py \
+      --ref $V/me-bright.wav --style sunny --play
   # 全风格 A/B（STYLE_PRESETS 逐档各合成一遍，含各自的 alpha/语速/束宽）
-  uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-      --ref media/pipeline/voices/me-bright.wav --all-styles --play
+  uv run --no-project --with mutagen $R/tts_sample.py \
+      --ref $V/me-bright.wav --all-styles --play
 
 产物：<仓库根>/.temp/voice-samples/{风格}.mp3（已被根 .gitignore 忽略）——内含本人音色，
-属生物特征信息，试听后请及时清理。完整手册见 media/pipeline/VOICE-CLONING.md §5.1。
+属生物特征信息，试听后请及时清理。完整手册见 pipeline/VOICE-CLONING.md §5.1。
 """
 
 from __future__ import annotations
@@ -46,8 +46,11 @@
     tts_text,
 )
 
-# parents: [0]=scripts [1]=pipeline [2]=media [3]=仓库根（与 prepare_ref.py 的 parents[1] 同惯例）
-DEFAULT_OUT_DIR = Path(__file__).resolve().parents[3] / ".temp" / "voice-samples"
+# 试听小样落仓库根 .temp/（AGENTS.md：临时产物一律收敛至此），由 pipeline.py
+# clean-samples 清理 —— 两处路径必须一致，故统一取自 paths.REPO。
+from paths import REPO  # noqa: E402 - 必须在 sys.path 注入之后导入
+
+DEFAULT_OUT_DIR = REPO / ".temp" / "voice-samples"
 DEFAULT_TEXT = "自进化编码智能体的核心不是写代码，而是让 AI 学会修改自己写代码的方式。"
 ATTEMPTS = 2  # 非 4xx（如 MPS 数值问题致的 500）再试一次；4xx 立即失败
 
@@ -553,7 +556,7 @@ def main() -> None:
         chosen += f" --seed {sampling['seed']}"
     print(
         f"\n下一步 · 选定风格后全量合成一集：\n"
-        f"  cd media/<工程> && uv run --no-project --with mutagen scripts/tts.py \\\n"
+        f"  cd $P && uv run --no-project --with mutagen scripts/tts.py \\\n"
         f"      --engine indextts --ref {ref} {chosen}"
     )
     if args.cleanup:
diff --git a/media/pipeline/scripts/tts_server.py b/apps/negentropy-influence/pipeline/scripts/tts_server.py
similarity index 99%
rename from media/pipeline/scripts/tts_server.py
rename to apps/negentropy-influence/pipeline/scripts/tts_server.py
index 75365a8c5..d6572e3d8 100644
--- a/media/pipeline/scripts/tts_server.py
+++ b/apps/negentropy-influence/pipeline/scripts/tts_server.py
@@ -5,7 +5,7 @@
   的 uv 环境内运行（torch/indextts 等重依赖不进入本仓）；
 - 启动（在 index-tts 根目录）：
     uv run --frozen --with fastapi --with uvicorn --with soundfile --with numpy --with lameenc \
-        python <本仓>/media/pipeline/scripts/tts_server.py --model-dir checkpoints --port 8766
+        python <本仓>/$R/tts_server.py --model-dir checkpoints --port 8766
 - 端点：
     GET  /health     —— 服务与模型元信息（version/device/dtype/encoder + 四个 supports_* 能力位）
     POST /synthesize —— JSON 请求合成，返回 MP3 bytes（X-Audio-Format 头）
@@ -21,7 +21,7 @@
   这是任何参数 A/B 可信的前提。
 - 安全：仅监听 127.0.0.1，无鉴权，勿暴露公网；ref_path / emo_ref_path 为服务端本地绝对路径。
 
-完整部署/排障手册见 media/pipeline/VOICE-CLONING.md。
+完整部署/排障手册见 pipeline/VOICE-CLONING.md。
 """
 
 from __future__ import annotations
@@ -476,7 +476,7 @@ async def synthesize(req: SynthesizeRequest):
     # 归一（normalize_emo_vec 只被 webui.py:665 的自定义向量分支调用），且 webui 那条的 0.8
     # 作用在「已乘 emo_bias 的和」上、且在 alpha 之前。因此从社区/WebUI 抄来的 (vec, alpha)
     # 在本服务上实际比原意强 16%–33%（含 calm 越重偏差越大）——跨来源参数迁移需重新试听定档。
-    # 详见 media/pipeline/INDEXTTS-2.5-ADVANCED.md §3.2。
+    # 详见 pipeline/INDEXTTS-2.5-ADVANCED.md §3.2。
     effective_sum = (sum(req.emo_vector) if req.emo_vector else 0.0) * req.emo_alpha
     if effective_sum > 0.8:  # infer 内部以 alpha 缩放向量，有效和超界会产生负混合权重
         raise HTTPException(
diff --git a/apps/negentropy-influence/pipeline/scripts/verify_skeleton.py b/apps/negentropy-influence/pipeline/scripts/verify_skeleton.py
new file mode 100644
index 000000000..a3e2bad97
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/scripts/verify_skeleton.py
@@ -0,0 +1,233 @@
+#!/usr/bin/env python3
+"""骨架漂移门——把 skills/06 的纸面义务变成秒级机器判据。
+
+此前「A 档改任何一处须同步并验 md5 唯一」是散文规范，**从未被执行过一次**：
+实测 Main.tsx 有注释/换行漂移（两旧集落后于两新集）、cards.tsx 裂成 3-vs-1，
+都是在无人察觉中发生的。
+
+两条不变量（依据 skills/06 的「义务限于同一系列内」）：
+  I1 系列内一致：同一 series 的各集，frozen 文件哈希必须唯一
+  I2 模板不过期：baselineOf 指定的系列必须与 templates/video-skeleton 一致
+      —— 单集系列的 I1 是空条件（无比较对象），故 I2 不可省
+
+两者**共用同一个逃逸口**（skeleton.toml 的 `[[drift]]`，见 exempt()）：语义不一致
+会让单集系列拿不到文档承诺的豁免（I1 放行、I2 仍红，登记者无路可走）。豁免按
+指纹钉住，偏离内容一变即报 DRIFT-CHANGED——否则「登记一次、永久免检」。
+
+本档**只报告不阻塞**（退出码恒 0，除非 --strict）：转阻塞前须先把既有漂移登记
+或收敛，否则第一次运行就红，而一个「一上线就红」的门只会被立刻关掉。
+
+用法：
+  uv run --no-project $R/verify_skeleton.py            # 报告
+  uv run --no-project $R/verify_skeleton.py --strict    # 有未登记漂移即退出码 1
+"""
+
+from __future__ import annotations
+
+import argparse
+import hashlib
+import json
+import re
+import sys
+import tomllib
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from paths import INFLUENCE  # noqa: E402
+
+TEMPLATE = INFLUENCE / "pipeline" / "templates" / "video-skeleton"
+SKELETON_TOML = TEMPLATE / "skeleton.toml"
+
+#: Main.tsx 的每集内容：场景 import 行 + SCENE_COMPONENTS 注册表条目。
+#: 用归一化而非插入标记注释——后者要改动 4 个已发布集的 A 档邻近文件。
+SCENE_IMPORT_RE = re.compile(r"^\s*import\s*\{[^}]*\}\s*from\s*'\./scenes/[^']+';\s*$")
+REGISTRY_ENTRY_RE = re.compile(r"^\s*P\d+:\s*\w+,\s*$")
+
+
+def md5(p: Path) -> str:
+    return hashlib.md5(p.read_bytes()).hexdigest()[:12]
+
+
+def normalize_main(text: str) -> str:
+    """剥掉 Main.tsx 的每集内容，留下承重 boilerplate。"""
+    keep = [
+        ln
+        for ln in text.split("\n")
+        if not SCENE_IMPORT_RE.match(ln) and not REGISTRY_ENTRY_RE.match(ln)
+    ]
+    return "\n".join(keep)
+
+
+def structured_package(text: str) -> str:
+    """package.json 的受门子集：忽略 name/description，门住依赖与脚本。"""
+    d = json.loads(text)
+    return json.dumps(
+        {k: d.get(k) for k in ("dependencies", "devDependencies", "scripts", "pnpm")},
+        ensure_ascii=False,
+        sort_keys=True,
+    )
+
+
+def template_source(rel: str) -> Path:
+    """模板侧路径：`.tmpl` 是唯一例外——scaffold 渲染前后的同构性由 scaffold.py
+    保证（frozen 档字节直拷、structured 档只比结构键），故比对时读渲染前原文。
+    structured 的占位符 {{SLUG}}/{{TITLE}} 恰在被忽略的 name/description 里，
+    json 解析不受影响；frozen 档无 .tmpl 文件，此回退对它不生效。"""
+    plain = TEMPLATE / rel
+    if plain.is_file() or not (TEMPLATE / f"{rel}.tmpl").is_file():
+        return plain
+    return TEMPLATE / f"{rel}.tmpl"
+
+
+def fingerprint(path: Path, rel: str, cls: str) -> str | None:
+    if not path.is_file():
+        return None
+    if cls == "regioned":
+        return hashlib.md5(
+            normalize_main(path.read_text(encoding="utf-8")).encode()
+        ).hexdigest()[:12]
+    if cls == "structured":
+        return hashlib.md5(
+            structured_package(path.read_text(encoding="utf-8")).encode()
+        ).hexdigest()[:12]
+    return md5(path)
+
+
+#: 登记表类型：(episode, path) → (reason, fingerprint|None)
+Registry = dict[tuple[str, str], tuple[str, str | None]]
+
+
+def exempt(registry: Registry, slug: str, rel: str, fp: str) -> bool:
+    """该集该文件的**当前**指纹是否被登记表放行。
+
+    登记了但指纹已变 → 不放行，由调用方报 DRIFT-CHANGED：这正是「豁免随偏离
+    内容改变而自动失效」的落点。未写 fingerprint 的旧条目仍无条件放行（向前
+    兼容），但 tests/test_skeleton.py 要求每条 `[[drift]]` 都带指纹。
+    """
+    hit = registry.get((slug, rel))
+    return hit is not None and (hit[1] is None or hit[1] == fp)
+
+
+def main() -> int:
+    ap = argparse.ArgumentParser(description="骨架漂移门（默认只报告）")
+    ap.add_argument("--strict", action="store_true", help="有未登记漂移即退出码 1")
+    args = ap.parse_args()
+
+    skel = tomllib.loads(SKELETON_TOML.read_text(encoding="utf-8"))
+    classes: dict[str, list[str]] = skel["classes"]
+    baseline_series = skel.get("baselineOf")
+    #: 登记表 → (reason, fingerprint|None)。**指纹钉住的是「已知的那处偏离」**：
+    #: 不带指纹的豁免以 (episode, path) 为键无条件放行，于是该文件此后对任何改动
+    #: 都永久免检——而 Main.tsx 恰是每集都要动的文件，等于把最该看的地方蒙上。
+    #: 带指纹后豁免会在偏离内容改变时自动失效（同 `# type: ignore[code]` 只豁免
+    #: 指定错误码，而非整行）；skeleton.toml 里写的「撤销条件」也随之成为机器判据。
+    registered: Registry = {
+        (d["episode"], d["path"]): (d.get("reason", ""), d.get("fingerprint"))
+        for d in skel.get("drift", [])
+    }
+    series_list = json.loads((INFLUENCE / "series.json").read_text(encoding="utf-8"))[
+        "seriesList"
+    ]
+
+    # 受门档位（seeded 不设门）
+    gated = [
+        (rel, cls)
+        for cls in ("frozen", "overridable", "regioned", "structured")
+        for rel in classes.get(cls, [])
+    ]
+
+    unregistered = 0
+    print(
+        f">> 骨架漂移门 · 模板 {TEMPLATE.relative_to(INFLUENCE)} · 受门 {len(gated)} 文件\n"
+    )
+
+    for series in series_list:
+        eps = [e["slug"] for e in series["episodes"]]
+        is_baseline = series["id"] == baseline_series
+        tag = " [模板基线]" if is_baseline else ""
+        print(f"  系列 {series['id']}（{len(eps)} 集）{tag}")
+        for rel, cls in gated:
+            tmpl_path = template_source(rel)
+            tmpl_fp = fingerprint(tmpl_path, rel, cls)
+            fps = {
+                slug: fingerprint(INFLUENCE / "episodes" / slug / rel, rel, cls)
+                or "缺失"
+                for slug in eps
+            }
+            seen: dict[str, list[str]] = {}
+            for slug, fp in fps.items():
+                seen.setdefault(fp, []).append(slug)
+
+            # 参照系：优先取模板指纹，其次取系列内多数——否则「与某人不一致」
+            # 会把符合模板的多数集反过来报成偏离方（判据必须有方向）。
+            if tmpl_fp and tmpl_fp in seen:
+                ref = tmpl_fp
+            else:
+                ref = max(seen, key=lambda k: (len(seen[k]), k))
+
+            # I1：系列内一致（相对参照系）
+            for fp, slugs in sorted(seen.items()):
+                if fp == ref:
+                    continue
+                for slug in slugs:
+                    if exempt(registered, slug, rel, fp):
+                        continue
+                    if (slug, rel) in registered:  # 登记在册但指纹已变
+                        unregistered += 1
+                        print(
+                            f"    DRIFT-CHANGED {rel} · {slug} 现为 {fp}，"
+                            f"登记的是 {registered[(slug, rel)][1]}"
+                            f" —— 偏离内容已变，豁免失效：请复核后更新 skeleton.toml"
+                        )
+                        continue
+                    if cls == "overridable":
+                        print(f"    INFO  {rel} · {slug} 行使了覆写许可（{fp}）")
+                        continue
+                    unregistered += 1
+                    print(f"    DRIFT {rel} · {slug}（{fp}）≠ 参照（{ref}）")
+
+            # I2：模板不过期 / 不被绕过。**当前只有一份模板**，故对全部系列执法：
+            # 每集的 frozen 指纹必须等于模板，除非登记为漂移。只对基线系列执法的
+            # 初版被自己的正控击穿——单集系列的 I1 是空条件（无同侪可比较），
+            # 非基线的单集系列就完全落进了盲区。待将来出现第二份模板
+            # （跨系列基线分叉），才回退为「仅基线系列」的窄语义。
+            # I2 同样尊重逃逸口：全部偏离集都已登记时不报 STALE。否则**单集系列**
+            # 拿不到文档承诺的豁免——I1 放行、I2 仍红，登记者无路可走（I1 的
+            # 空条件性质正是 I2 存在的理由，两者对逃逸口的语义必须一致）。
+            unreg = [s for s in eps if not exempt(registered, s, rel, fps[s])]
+            if tmpl_fp and tmpl_fp not in seen and unreg:
+                unregistered += 1
+                scope = "基线系列" if is_baseline else "系列"
+                print(
+                    f"    STALE {rel} · {scope} {series['id']} 无一集匹配模板"
+                    f"（模板 {tmpl_fp}，实际 {sorted(seen)}；未登记 {unreg}）"
+                )
+
+    # 孤儿工程：scaffold 出来但忘了登记 series.json 的目录。这类目录对
+    # check_series（只遍历 series.json）与本门（同）**双向不可见**——脚手架
+    # 让新建变便宜之后，这个缺口才真正需要堵。
+    registered_slugs = {e["slug"] for s in series_list for e in s["episodes"]}
+    orphans = sorted(
+        p.name
+        for p in (INFLUENCE / "episodes").iterdir()
+        if p.is_dir() and p.name not in registered_slugs
+    )
+    if orphans:
+        print(
+            f"\n  ⚠️  未登记到 series.json 的工程目录（两个门都看不到它们）：{orphans}"
+        )
+
+    if registered:
+        print("\n  已登记的合法偏离（逃逸口必须存在，但必须被记录）：")
+        for (slug, rel), (why, pin) in sorted(registered.items()):
+            print(f"    · {slug} / {rel}  [指纹 {pin or '未钉'}]\n        {why}")
+
+    print(
+        f"\n>> 未登记漂移 {unregistered} 处"
+        + ("（--strict 下会失败）" if unregistered and not args.strict else "")
+    )
+    return 1 if (args.strict and unregistered) else 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/media/pipeline/skills/01-source-extraction.md b/apps/negentropy-influence/pipeline/skills/01-source-extraction.md
similarity index 96%
rename from media/pipeline/skills/01-source-extraction.md
rename to apps/negentropy-influence/pipeline/skills/01-source-extraction.md
index abda70b56..7383b7d51 100644
--- a/media/pipeline/skills/01-source-extraction.md
+++ b/apps/negentropy-influence/pipeline/skills/01-source-extraction.md
@@ -1,4 +1,4 @@
-# Skill 01 · 信源精读取证（并行子代理）
+# Stage ① 信源精读取证（skill 规格 · 01）
 
 > Stage ①：把信源转化为科普视频的**单一事实源**。本文件是提取代理的提示词规格，
 > 可直接作为 Workflow 子代理 prompt 底稿。
@@ -67,14 +67,14 @@
 
 # B 型信源 · 文档 / 代码 / 课程站点
 
-> 首次实践：[claude-code-explained-video](../../claude-code-explained-video/research/source-notes.md)
+> 首次实践：[claude-code-explained-video](../../episodes/claude-code-explained-video/research/source-notes.md)
 > （课程站点 4 页 + 代码仓库 @ 固定提交）。产出文件名用 `research/source-notes.md`
 > 以区别于 A 型的 `paper-notes.md`。
 
 ## 与 A 型的根本差异
 
 论文是冻结的，站点和仓库是活的。**逐字稿在录完音之后就冻住了，而信源还在动** —— 这就是
-[ISSUE-162](../../../docs/.agents/issue.md) 的成因。B 型的全部增量纪律都从这一条推出。
+[ISSUE-162](../../../../docs/.agents/issue.md) 的成因。B 型的全部增量纪律都从这一条推出。
 
 ## 一、双轨取证（缺一不可）
 
@@ -88,7 +88,6 @@
 B 轨只比对**剥标签归一后的正文**指纹，漂移报 **WARN**（去复核笔记），因为构建产物哈希天天变。
 
 ```bash
-R=media/pipeline/scripts; P=media/<slug>-video
 uv run --no-project $R/source_ledger.py --project $P fetch --name s01-code --kind repo \
     --pinned-ref <sha> --via "pinned commit, MIT" --url https://raw.githubusercontent.com/o/r/<sha>/f.py
 uv run --no-project $R/source_ledger.py --project $P fetch --name s01-site --kind site \
diff --git a/media/pipeline/skills/02-planning.md b/apps/negentropy-influence/pipeline/skills/02-planning.md
similarity index 98%
rename from media/pipeline/skills/02-planning.md
rename to apps/negentropy-influence/pipeline/skills/02-planning.md
index 2390dcce8..96efc133e 100644
--- a/media/pipeline/skills/02-planning.md
+++ b/apps/negentropy-influence/pipeline/skills/02-planning.md
@@ -1,4 +1,4 @@
-# Skill 02 · 策划案生成
+# Stage ② 策划案生成（skill 规格 · 02）
 
 > Stage ②：基于 `research/paper-notes.md` 产出 `script/planning.md`——全片的叙事与视觉蓝图。
 
diff --git a/media/pipeline/skills/03-narration.md b/apps/negentropy-influence/pipeline/skills/03-narration.md
similarity index 93%
rename from media/pipeline/skills/03-narration.md
rename to apps/negentropy-influence/pipeline/skills/03-narration.md
index 9bc943a9d..5bff510fa 100644
--- a/media/pipeline/skills/03-narration.md
+++ b/apps/negentropy-influence/pipeline/skills/03-narration.md
@@ -1,4 +1,4 @@
-# Skill 03 · 逐字稿写作
+# Stage ③ 逐字稿写作（skill 规格 · 03）
 
 > Stage ③：撰写 `script/narration.md`——全片口播的**单一事实源**。定稿后一切下游（TTS/字幕/分镜/动画）均由它派生。
 
@@ -9,7 +9,7 @@
 
 > **格式约定**：`- [句id] 口播文本`——每行一句，一句 = 一条字幕 = 一段配音。
 > `>` 引用块为画面备注，不进入配音。英文方法名原则上不口播，做成画面角标。
-> 事实源：`media/<slug>-video/research/paper-notes.md`（各集工程内相对路径引用）
+> 事实源：`$P/research/paper-notes.md`（各集工程内相对路径引用）
 
 ## P0 幕标题
 
@@ -80,4 +80,4 @@
 - [ ] 角标（英文方法名）已随句标注；
 - [ ] 估算时长（280 字/分）落在硬约束区间内。
 
-- **系列纪律**：口播文本严禁出现其他集标题、集数序号或「上一集/上期/第 N 集」等顺序词——顺序只存在于视觉层与 `media/series.json`，据此保证发布顺序变更的 TTS 代价为零（「下期再见」一类顺序无关的收尾语不受此限；校验器 `media/pipeline/scripts/check_series.py`）。
+- **系列纪律**：口播文本严禁出现其他集标题、集数序号或「上一集/上期/第 N 集」等顺序词——顺序只存在于视觉层与 `series.json`，据此保证发布顺序变更的 TTS 代价为零（「下期再见」一类顺序无关的收尾语不受此限；校验器 `$R/check_series.py`）。
diff --git a/media/pipeline/skills/04-verification.md b/apps/negentropy-influence/pipeline/skills/04-verification.md
similarity index 95%
rename from media/pipeline/skills/04-verification.md
rename to apps/negentropy-influence/pipeline/skills/04-verification.md
index 61fa30500..920e8ae2d 100644
--- a/media/pipeline/skills/04-verification.md
+++ b/apps/negentropy-influence/pipeline/skills/04-verification.md
@@ -1,4 +1,4 @@
-# Skill 04 · 双重校验（真实性 + 易懂性）
+# Stage ④ 双重校验：真实性 + 易懂性（skill 规格 · 04）
 
 > Stage ④：逐字稿定稿前的质量门。可由两个独立子代理并行执行（互不污染视角）。
 
diff --git a/media/pipeline/skills/05-storyboard.md b/apps/negentropy-influence/pipeline/skills/05-storyboard.md
similarity index 96%
rename from media/pipeline/skills/05-storyboard.md
rename to apps/negentropy-influence/pipeline/skills/05-storyboard.md
index 4dd50bdda..b67eed126 100644
--- a/media/pipeline/skills/05-storyboard.md
+++ b/apps/negentropy-influence/pipeline/skills/05-storyboard.md
@@ -1,4 +1,4 @@
-# Skill 05 · 分镜表生成
+# Stage ⑤ 分镜表生成（skill 规格 · 05）
 
 > Stage ⑤：把逐字稿切「镜」，产出 `script/storyboard.md`——Remotion 场景组件的实现规格。
 
diff --git a/media/pipeline/skills/06-remotion-implementation.md b/apps/negentropy-influence/pipeline/skills/06-remotion-implementation.md
similarity index 76%
rename from media/pipeline/skills/06-remotion-implementation.md
rename to apps/negentropy-influence/pipeline/skills/06-remotion-implementation.md
index b49d937c8..2af8e4025 100644
--- a/media/pipeline/skills/06-remotion-implementation.md
+++ b/apps/negentropy-influence/pipeline/skills/06-remotion-implementation.md
@@ -1,4 +1,4 @@
-# Skill 06 · Remotion 场景实现（生产层 Stage ⑦）
+# Stage ⑦ Remotion 场景实现（skill 规格 · 06）
 
 > Stage ⑦：把 `script/storyboard.md` 的分镜规格实现为 `video/src/scenes/` 场景组件，直至草渲抽帧 QA 通过、终渲出片。
 > 本文件是实现代理的提示词规格，与 skills/01–05（内容层）衔接。
@@ -11,18 +11,19 @@
 
 ## 骨架复制适配策略
 
-从既有集工程 `cp -r` 复制后，冻结清单分两档：
+**复制源头有名字**：[templates/video-skeleton/](../templates/video-skeleton/)。新集用它实例化（`uv run --no-project $R/scaffold.py <slug>-video --title "…"`），**不要**再 `cp -r` 任一既有集——「任一」意味着 4 个同权真理声明者。冻结档位（frozen / overridable / regioned / structured / seeded）、分组语义与已登记漂移的**机器可读单一事实源**是 [skeleton.toml](../templates/video-skeleton/skeleton.toml)，判据由 `verify_skeleton.py` 执行：
 
-**A 档 · 逐字节保留**（跨集零差异，改任何一处须三集同步并验 md5 唯一）：
-
-- `src/timing.ts`（computeTimeline + beatWindow + SCENE_FADE_FRAMES 导出；常数读同目录 `timing.json`）
-- `src/types.ts` / `src/Root.tsx` / `src/index.ts`
-- `src/components/NarrationAudio.tsx`（@remotion/media 的 `<Audio>`，from/durationInFrames 原生定位 + premountFor）/ `Subtitle.tsx`（fitText 真实测量）/ `SceneFade.tsx`（幕间呼吸淡入淡出）/ `cards.tsx`
-- `scripts/*.py` 薄包装、`remotion.config.ts`、`.npmrc`、`tsconfig.json`
+```bash
+uv run --no-project $R/verify_skeleton.py          # 漂移报告
+uv run --no-project $R/verify_skeleton.py --strict  # 有未登记漂移即失败
+```
 
-**B 档 · 默认逐字节相同、允许本集覆写**：`src/timing.json`（时序常数 SSOT——timing.ts 与 Python 侧 qa_frames/captions 共读同一文件，**改常量只改此处**，勿再双改代码）。
+要点（详见 skeleton.toml 内注）：
 
-**每集改写**：`package.json`（name）、`src/design/theme.ts`（本集色板）、`src/scenes/*`（全部重写）、`src/Main.tsx`（仅 import 与 SCENE_COMPONENTS 注册表）、`pipeline.toml`（本集配音/渲染参数）。
+- **A 档 · frozen 逐字节保留**（14 个文件，含 `src/timing.ts` 的 computeTimeline + beatWindow + SCENE_FADE_FRAMES、`@remotion/media` 的 NarrationAudio、fitText 的 Subtitle、幕间呼吸淡入淡出的 SceneFade、cards、三份薄包装与全部工程配置）。改任何一处 = 改模板 + 改各集，`--strict` 会盯住。
+- **B 档 · overridable**：`src/timing.json`（时序常数 SSOT——timing.ts 与 Python 侧共读同一文件，**改常量只改此处**）。覆写许可存在但四集从未行使过。
+- **regioned**：`src/Main.tsx` 区外冻结（每集内容只有场景 import 与 SCENE_COMPONENTS 注册表）；**structured**：`package.json` 门住依赖零漂移、忽略 name/description。
+- **每集改写**：`src/design/theme.ts`（本集色板）、`src/scenes/*`（全部重写；骨架样例见模板里的 scenes-EXAMPLE.tsx.txt）。
 
 ## 事实条（防重复论证）
 
@@ -34,8 +35,10 @@
 复用边界的原则（见 [../README.md](../README.md) 第四节）：Python 脚本集中 SSOT；**Remotion 原语复制适配不共享**——共享 TS 包会把一集的视觉改动泄漏进其他集。
 
 **A 档冻结的同步义务范围（多系列后必须显式化）**：「改任何一处须同步并验 md5 唯一」的义务
-**限于同一系列内**。新系列的首集从既有集复制后即**建立自己的基线**，此后与其他系列各自演进——
-否则「复制不共享」的隔离初衷会被一条跨系列的同步义务反向击穿。判据：md5 一致性按系列分组核对。
+**限于同一系列内**。新系列的首集从模板实例化后即**建立自己的基线**，此后与其他系列各自演进——
+否则「复制不共享」的隔离初衷会被一条跨系列的同步义务反向击穿。判据：md5 一致性按系列分组核对
+（`verify_skeleton.py` 已按 series.json 分组；`baselineOf` 指定哪个系列担保模板不过期。
+将来真出现跨系列基线分叉时，`cp -r` 一份模板目录 + 改一行 `baselineOf` 即可，验证器不用动）。
 
 ## 本集之外可复用的视觉母题
 
@@ -43,7 +46,7 @@
 
 | 母题 | 出处 | 适用 |
 |---|---|---|
-| 终端窗口 + 打字机 | [claude-code-explained-video](../../claude-code-explained-video/video/src/components/motifs.tsx) `Terminal` | 任何「人机对话/命令行」痛点开场 |
+| 终端窗口 + 打字机 | [claude-code-explained-video](../../episodes/claude-code-explained-video/video/src/components/motifs.tsx) `Terminal` | 任何「人机对话/命令行」痛点开场 |
 | **恒定视觉锚**（环形循环） | 同上 `LoopRing` | 主题是「某个东西始终不变」时：锁死 `stroke` 与 `strokeWidth`（绝对像素、不随 size 缩放），让「不变」被**看见**而不是被听说 |
 | 字典分发表 | 同上 `DispatchTable` | 键值查表、注册表、路由表 |
 | 闸门路由 | 同上 `GateRouter` | 多级判定/准入/过滤管线 |
diff --git a/media/pipeline/skills/07-tts-voice.md b/apps/negentropy-influence/pipeline/skills/07-tts-voice.md
similarity index 90%
rename from media/pipeline/skills/07-tts-voice.md
rename to apps/negentropy-influence/pipeline/skills/07-tts-voice.md
index e2310f698..6ace35f8d 100644
--- a/media/pipeline/skills/07-tts-voice.md
+++ b/apps/negentropy-influence/pipeline/skills/07-tts-voice.md
@@ -5,7 +5,7 @@
 
 ## 决策树（按序过闸，任何一闸不过不进长跑）
 
-1. **样本就位？** `uv run --no-project media/pipeline/scripts/refs.py list` → 缺失则 `refs.py rebuild --name <样本>`（源录音是本人私有文件，路径记录在 `voices/refs.toml`）。
+1. **样本就位？** `uv run --no-project $R/refs.py list` → 缺失则 `refs.py rebuild --name <样本>`（源录音是本人私有文件，路径记录在 `voices/refs.toml`）。
 2. **指纹一致？** `refs.py verify --name <样本>` 必须全绿——sha1 与清单不符说明源文件/裁剪参数变了，**勿在未核验音色上烧 10 小时**；新样本须先过第 4 步试听再回填清单。
 3. **风格定档？** 首次/换风格必过小样 A/B：`tts_sample.py --ref <样本> --all-styles --play`；再用**领航片段**（本集最难的 6–8 句：长分句/枚举清单/带小数点数字/含英文专名/含多音字）在该风格下整句合成试听。**边听边记读错字**到 [PRON-GLOSSARY.md](../PRON-GLOSSARY.md)，用 `<字|读音>` 标注修（写稿规约见 [skills/03](./03-narration.md)）。听完 `--cleanup` 或 `pipeline.py clean-samples`（生物特征）。
 4. **排期对账？** `pipeline.py tts --plan`（纯本地）：待合成句数 × 束宽档 + 墙钟估算。ETA 与预期差 >15% 先查机器负载。
@@ -22,7 +22,7 @@
 
 ## 调用形态
 
-- 编排入口（参数读自各集 `pipeline.toml`）：`uv run --no-project media/pipeline/scripts/pipeline.py --project media/<slug>-video tts [--plan|--style sunny]`
+- 编排入口（参数读自各集 `pipeline.toml`）：`uv run --no-project $R/pipeline.py --project $P tts [--plan|--style sunny]`
 - 直接薄包装（工程内）：`uv run --no-project --with mutagen scripts/tts.py --engine indextts …`（须带 `--expect-ref-sha1`，编排入口会自动带上）
 - 服务端启动命令由 `tts.py`/`tts_sample.py` 在不可达时自动打印（可直接粘贴），手册见 [VOICE-CLONING.md §二](../VOICE-CLONING.md)
 
diff --git a/media/pipeline/skills/08-render-qa.md b/apps/negentropy-influence/pipeline/skills/08-render-qa.md
similarity index 84%
rename from media/pipeline/skills/08-render-qa.md
rename to apps/negentropy-influence/pipeline/skills/08-render-qa.md
index 18a2b94a6..e593707c2 100644
--- a/media/pipeline/skills/08-render-qa.md
+++ b/apps/negentropy-influence/pipeline/skills/08-render-qa.md
@@ -6,20 +6,21 @@
 
 ```bash
 # 草渲（0.5x，jpeg 60——参数已固化在 remotion.config.ts + pipeline.toml）
-uv run --no-project media/pipeline/scripts/pipeline.py --project media/<slug>-video render
+uv run --no-project $R/pipeline.py --project $P render
 
 # 抽帧三选一：幕抽样 / 指定句 / 末 N 句（尾幕渐黑缺陷的必查项）
 # ⚠️ 草渲 --check 须带 --scale 0.5：字幕带/亮块间隔按全分辨率像素常数计算，不折算则判据双向失真
-# ⚠️ 视频路径按 CWD 解析（非 --project 相对）——从仓库根调用须写 media/<slug>-video/out/draft.mp4
-uv run --no-project --with pillow --with numpy media/pipeline/scripts/qa_frames.py \
-    --project media/<slug>-video media/<slug>-video/out/draft.mp4 --scene P2 [--check --scale 0.5]
-uv run --no-project --with pillow --with numpy media/pipeline/scripts/qa_frames.py \
-    --project media/<slug>-video media/<slug>-video/out/draft.mp4 p6-11 p6-13b --check --scale 0.5
-uv run --no-project --with pillow --with numpy media/pipeline/scripts/qa_frames.py \
-    --project media/<slug>-video media/<slug>-video/out/draft.mp4 --last-n 6 --check --scale 0.5
+# ⚠️ 视频路径按 CWD 解析（非 --project 相对）——**直调本脚本**时从仓库根须写 $P/out/draft.mp4；
+#    而经 `pipeline.py qa --video` 时 cwd 已是分集工程，须写 out/draft.mp4（两者不可互抄）
+uv run --no-project --with pillow --with numpy $R/qa_frames.py \
+    --project $P $P/out/draft.mp4 --scene P2 [--check --scale 0.5]
+uv run --no-project --with pillow --with numpy $R/qa_frames.py \
+    --project $P $P/out/draft.mp4 p6-11 p6-13b --check --scale 0.5
+uv run --no-project --with pillow --with numpy $R/qa_frames.py \
+    --project $P $P/out/draft.mp4 --last-n 6 --check --scale 0.5
 
 # 主题对比度（零依赖，不需视频；新配色/改 theme.ts 后必跑）
-uv run --no-project media/pipeline/scripts/qa_frames.py --project media/<slug>-video --check-theme
+uv run --no-project $R/qa_frames.py --project $P --check-theme
 ```
 
 ## 自动体检判据与处置
diff --git a/media/pipeline/skills/09-final-render.md b/apps/negentropy-influence/pipeline/skills/09-final-render.md
similarity index 96%
rename from media/pipeline/skills/09-final-render.md
rename to apps/negentropy-influence/pipeline/skills/09-final-render.md
index 9bd596d43..a6755bee4 100644
--- a/media/pipeline/skills/09-final-render.md
+++ b/apps/negentropy-influence/pipeline/skills/09-final-render.md
@@ -5,7 +5,7 @@
 ## 终渲
 
 ```bash
-cd media/<slug>-video/video
+cd $P/video
 # 终渲（codec/crf/pixel-format/audio 已固化在 remotion.config.ts）
 ./node_modules/.bin/remotion render Main ../out/final.mp4
 ```
@@ -36,7 +36,7 @@ cd media/<slug>-video/video
 
 ```bash
 # 字幕（B 站/YouTube 上传件；cue 终点不含句间停顿——外挂字幕静默期不留字）
-uv run --no-project media/pipeline/scripts/captions.py --project media/<slug>-video
+uv run --no-project $R/captions.py --project $P
 ```
 
 - [ ] `out/final.mp4`（1080p30，h264/aac192K；`remotion ffmpeg -i` 核流摘要）
diff --git a/apps/negentropy-influence/pipeline/stages.toml b/apps/negentropy-influence/pipeline/stages.toml
new file mode 100644
index 000000000..5360b6b2b
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/stages.toml
@@ -0,0 +1,110 @@
+# 九阶段唯一声明（机制事实源）
+#
+# 此前「有哪九个阶段」同时声明在四处：skills/01–09 的散文标题、pipeline.py 的
+# 子命令、README §一 的 mermaid 图、以及 .agent 路由壳的速查表。四份声明可以
+# 各自漂移，且已经漂移——文件 06 是第 ⑦ 阶段、文件 07 是第 ⑥ 阶段，这个错位
+# 此前只能靠读者自己撞见。本文件把它变成显式数据，由 tests/test_stages.py 执法。
+#
+# 与 series.json 刻意分开：那是**内容**事实源（有哪些集、什么顺序、什么色板），
+# 随每集发布变化；本文件是**机制**事实源，一年动一次。放在一起会诱导出
+# 「stage × episode 进度矩阵」——正是 pipeline.py 文件头明令不做的那个状态机。
+#
+# 字段语义：
+#   id       稳定 slug，身份与序号解耦（改序号不影响引用）
+#   ordinal  展示序号（① … ⑨）
+#   skill    规格文档指针，**子项目相对**（轻量指针，不复制正文）
+#   kind     authored = 产出物由人/代理撰写；tooled = 产出物由工具生成。
+#            这是本文件唯一真正新增的信息：它解释了「9 阶段 vs 10 个子命令
+#            不是 1:1」——authored 阶段本就不该有子命令。注意 ⑦ 虽在生产层，
+#            但每集 3000–8000 行场景代码是创作而非生成，故为 authored。
+#   commands 归属本阶段的 pipeline.py 子命令（空 = 该阶段不经单入口执行）
+#   gate     通过门（散文，与 skills 文档中的判据同源）
+#
+# **刻意不含** DAG/prerequisites（顺序线性，唯一的非线性边只活在给人看的
+# mermaid 里，零工具消费）、inputs/outputs（同理），以及任何阶段状态字段。
+# 尤其：`cmd_status` 绝不消费本文件——它一旦开始遍历此处声明的产物清单，
+# 就等于把 pipeline.py 明令禁止的阶段状态机悄悄建起来了。
+
+[[stage]]
+id = "source-extraction"
+ordinal = "①"
+name = "信源精读取证"
+skill = "pipeline/skills/01-source-extraction.md"
+kind = "authored"
+commands = []
+gate = "全部断言可回溯；RISKY=0"
+
+[[stage]]
+id = "planning"
+ordinal = "②"
+name = "策划案生成"
+skill = "pipeline/skills/02-planning.md"
+kind = "authored"
+commands = []
+gate = "planning.md 六节齐"
+
+[[stage]]
+id = "narration"
+ordinal = "③"
+name = "逐字稿写作"
+skill = "pipeline/skills/03-narration.md"
+kind = "authored"
+commands = ["build"]
+gate = "build_narration.py 通过（narration.json 是派生物）"
+
+[[stage]]
+id = "verification"
+ordinal = "④"
+name = "双重校验：真实性 + 易懂性"
+skill = "pipeline/skills/04-verification.md"
+kind = "authored"
+commands = ["check"]
+gate = "RISKY=0 且 REWRITE=0"
+
+[[stage]]
+id = "storyboard"
+ordinal = "⑤"
+name = "分镜表生成"
+skill = "pipeline/skills/05-storyboard.md"
+kind = "authored"
+commands = ["check"]
+gate = "beat 覆盖率无缺句（--check-scenes 分镜↔代码互比）"
+
+[[stage]]
+id = "tts-voice"
+ordinal = "⑥"
+name = "TTS 配音：声音克隆决策树"
+# ★ 序号 ⑥ ↔ 文件 07：错位在此显式化，勿据序号猜文件名
+skill = "pipeline/skills/07-tts-voice.md"
+kind = "tooled"
+commands = ["tts", "captions"]
+gate = "refs 指纹门 + 试听定档 + ETA 排期"
+
+[[stage]]
+id = "remotion-scenes"
+ordinal = "⑦"
+name = "Remotion 场景实现"
+# ★ 序号 ⑦ ↔ 文件 06：同上。commands 为空是实情——tsc 与 remotion 均直调
+#   ./node_modules/.bin/（防污染根 workspace），不经 pipeline.py。
+skill = "pipeline/skills/06-remotion-implementation.md"
+kind = "authored"
+commands = []
+gate = "tsc --noEmit 零错误 + 七条渲染红线"
+
+[[stage]]
+id = "render-qa"
+ordinal = "⑧"
+name = "草渲 + 抽帧 QA"
+skill = "pipeline/skills/08-render-qa.md"
+kind = "tooled"
+commands = ["render", "qa"]
+gate = "qa --check 自动体检零 FAIL（含尾幕渐黑必查）"
+
+[[stage]]
+id = "final-render"
+ordinal = "⑨"
+name = "终渲与交付"
+skill = "pipeline/skills/09-final-render.md"
+kind = "tooled"
+commands = ["render", "captions"]
+gate = "实测时长落在 pipeline.toml 的预算窗内"
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/README.md.tmpl b/apps/negentropy-influence/pipeline/templates/video-skeleton/README.md.tmpl
new file mode 100644
index 000000000..f4866ce19
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/README.md.tmpl
@@ -0,0 +1,56 @@
+# 《{{TITLE}}》科普视频工程
+
+> 交付状态：**脚手架已生成，内容待撰写**。发布顺序见 [../../series.json](../../series.json)。
+
+## 目录结构
+
+| 路径 | 说明 |
+|---|---|
+| `research/` | Stage ① 取证产物：全部口播断言须可回溯至此 |
+| `script/planning.md` | Stage ② 策划案（六节齐，含本集视觉契约） |
+| `script/narration.md` | Stage ③ 逐字稿 **★单一事实源**（勿改 narration.json） |
+| `script/storyboard.md` | Stage ⑤ 分镜表（镜号 ↔ 句 id 区间 ↔ 画面 ↔ 动效） |
+| `scripts/*.py` | 薄包装 → [../../pipeline/scripts/](../../pipeline/scripts/)（保 CLI 契约） |
+| `video/` | Remotion 独立 pnpm 工程（`--ignore-workspace` 隔离） |
+| `out/` | 渲染产物（gitignored） |
+| `pipeline.toml` | 本集可执行参数的唯一来源（字段表见 [../../pipeline/README.md](../../pipeline/README.md)） |
+
+## 复现流水线
+
+`$R`/`$P` 路径变量约定见 [../../pipeline/README.md](../../pipeline/README.md)；
+本集 `$P=apps/negentropy-influence/episodes/{{SLUG}}`。
+
+```bash
+# ① 信源核验（B 型信源；A 型论文集跳过）
+uv run --no-project $R/source_ledger.py --project $P verify
+
+# ② 逐字稿派生 + 内容门（分镜覆盖性 / 时长预算双口径 / 淡入不变式）
+uv run --no-project $R/pipeline.py --project $P build
+uv run --no-project $R/pipeline.py --project $P check --check-scenes
+
+# ③ 配音（参数全部取自 pipeline.toml，勿在命令行另写 --style/--ref）
+uv run --no-project $R/pipeline.py --project $P tts --plan   # 排期对账
+uv run --no-project $R/pipeline.py --project $P tts          # 长跑，建议 nohup
+
+# ④ 渲染与体检（工具一律 ./node_modules/.bin/ 直调，防污染根 workspace）
+cd $P/video && pnpm install --ignore-workspace && ./node_modules/.bin/tsc --noEmit
+cd - && uv run --no-project $R/pipeline.py --project $P render
+uv run --no-project $R/pipeline.py --project $P qa --video out/draft.mp4 --check
+uv run --no-project $R/pipeline.py --project $P qa --video out/draft.mp4 --last-n 6 --check   # 尾幕渐黑必查（--video 按工程目录解析）
+
+# ⑤ 交付
+uv run --no-project $R/pipeline.py --project $P captions
+uv run --no-project $R/pipeline.py --project $P render --final
+```
+
+## 内容修改守则
+
+- 逐字稿只改 `script/narration.md`；`narration.json` / `manifest.json` 是派生物。
+- 时序常数只在 `video/src/timing.json`（timing.ts 与 Python 侧 timeline.py 共读）。
+- **口播永不出现他集标题与集数序号**——顺序只在视觉层与 series.json（`check_series.py` 执法）。
+- 骨架冻结档位见 [../../pipeline/templates/video-skeleton/skeleton.toml](../../pipeline/templates/video-skeleton/skeleton.toml)；
+  改动前先跑 `uv run --no-project $R/verify_skeleton.py`。
+
+## 许可
+
+源论文/文档版权归原作者；本工程仅为解读与再创作，画面与口播为原创。
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/pipeline.toml.tmpl b/apps/negentropy-influence/pipeline/templates/video-skeleton/pipeline.toml.tmpl
new file mode 100644
index 000000000..d95aae466
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/pipeline.toml.tmpl
@@ -0,0 +1,23 @@
+# 本集可执行参数的**唯一来源**（ISSUE-161：可执行参数不落散文文档，README 只引用配置）。
+# 编排入口：uv run --no-project $R/pipeline.py --project $P <cmd>（$R/$P 见 ../../pipeline/README.md）
+#
+# 只写**本集偏离**：机制常数（chars_per_min / lang / draft_scale / draft_jpeg_quality）
+# 的默认值在 pipeline/scripts/config.py，不要抄回这里。字段表见 pipeline/README.md，
+# 跑 `pipeline.py doctor` 可打印带来源标注的生效配置全表。
+
+[episode]
+slug = "{{SLUG}}"
+
+[narration]
+# TODO：按本集选题与语速预算填写。口径提示——280 字/分是**含停顿的等效**口径，
+# 裸按字数算会高估约 12% 的句容量，双口径门以 manifest 实测为准。
+target_minutes = [13.0, 14.6]
+
+[tts]
+engine = "indextts"
+# TODO：选定样本与风格。样本路径**子项目根相对**；ref_sha1 取 12 位（同 tts.py 口径），
+# 用 `uv run --no-project $R/refs.py list` 查当前清单。
+# ⚠️ 风格预设的 alpha 是在**特定选段**上标定的，换选段即失效（见 pipeline/voices/refs.toml）。
+ref = "pipeline/voices/{{REF}}.wav"
+ref_sha1 = "{{REF_SHA1}}"
+style = "{{STYLE}}"
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/scenes-EXAMPLE.tsx.txt b/apps/negentropy-influence/pipeline/templates/video-skeleton/scenes-EXAMPLE.tsx.txt
new file mode 100644
index 000000000..b15ad7c9c
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/scenes-EXAMPLE.tsx.txt
@@ -0,0 +1,40 @@
+场景组件骨架样例（**刻意不是 .tsx 后缀**——否则会被 video/tsconfig.json 收进
+编译范围，而模板目录里的文件没有对应的 node_modules）。
+
+scaffold 不把本文件复制进新集：场景是创作产物，抄骨架的过程本身有价值。
+写场景前先读 pipeline/skills/06-remotion-implementation.md（七条渲染红线）。
+
+────────────────────────────────────────────────────────────────────────────
+固定 5 行 import 前导（27 个既有场景文件全部相同）：
+
+  import React from 'react';
+  import {AbsoluteFill, interpolate, Sequence, spring, useCurrentFrame, useVideoConfig} from 'remotion';
+  import {theme} from '../design/theme';
+  import {beatWindow} from '../timing';
+  import type {SceneRange} from '../types';
+  // 再按需 import {FadeUp, Pill, QuoteCard} from '../components/cards';
+
+────────────────────────────────────────────────────────────────────────────
+包装器骨架。⚠️ `const w = (fromId, toId?) => beatWindow(...)` 这一行的**字面
+形态是解析器契约**：check_script.py 的 SCENE_CALL_RE 只认 `w('id','id')`，
+把它改名或抽成 hook 会让 `--check-scenes` 的分镜↔代码互比静默失效。
+
+  export const P0Name: React.FC<{scene: SceneRange}> = ({scene}) => {
+    const w = (fromId: string, toId?: string) => beatWindow(scene.sentences, scene.from, fromId, toId);
+    // at() = 时点锚（只取某句起始帧，不是分镜窗口）。刻意不叫 w()——混用会让
+    // 时点锚刷出「分镜陈旧」假 WARN。
+    const at = (id: string) => w(id).from;
+    const bA = w('p0-01', 'p0-03');
+    return (
+      <AbsoluteFill>
+        <Sequence {...bA} name="0-A 分镜标题（与 storyboard.md 镜号一致）">
+          <YourOneOffComponent freezeAt={at('p0-03') - bA.from} />
+        </Sequence>
+      </AbsoluteFill>
+    );
+  };
+
+────────────────────────────────────────────────────────────────────────────
+比例参考（实测四集）：包装器只占场景代码的 3.3–8.4%（每集 251–303 行），
+其余 92–97% 是本集独有的一次性子组件。所以「抽取包装器」省不下什么，
+而它换来的是击穿解析器契约——故明确不做，只留样例。
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/build_narration.py b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/build_narration.py
new file mode 100644
index 000000000..d0e22ac1a
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/build_narration.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/build_narration.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/build_narration.py）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "build_narration.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/qa_frames.py b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/qa_frames.py
new file mode 100644
index 000000000..b79652e2a
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/qa_frames.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/qa_frames.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "qa_frames.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/tts.py b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/tts.py
new file mode 100644
index 000000000..9e18bed7c
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/scripts/tts.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+"""薄包装：转发到公共管线 ../../../pipeline/scripts/tts.py。
+
+实现已收敛至子项目级单一事实源；本文件仅保留原 CLI 契约
+（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
+
+parents[3] 编码的是本文件在 `episodes/<slug>/scripts/` 的落位（scripts→分集→
+episodes→子项目根）。薄包装不在 pipeline/scripts/ 内，无法 `import paths` 复用
+哨兵搜索（见 paths.py 的导入边界），故此处只能数层——分集目录层级若再变，
+本文件与上方 docstring 的相对路径须同步。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE_SCRIPT = (
+    Path(__file__).resolve().parents[3] / "pipeline" / "scripts" / "tts.py"
+)
+
+if __name__ == "__main__":
+    sys.exit(
+        subprocess.run(
+            [
+                sys.executable,
+                str(PIPELINE_SCRIPT),
+                "--project",
+                str(Path(__file__).resolve().parent.parent),
+                *sys.argv[1:],
+            ],
+            check=False,
+        ).returncode
+    )
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/skeleton.toml b/apps/negentropy-influence/pipeline/templates/video-skeleton/skeleton.toml
new file mode 100644
index 000000000..e55956ae1
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/skeleton.toml
@@ -0,0 +1,116 @@
+# 骨架冻结清单——机器可读的单一事实源。
+#
+# 此前这份清单是 skills/06 里的散文枚举（「A 档逐字节保留 / B 档允许覆写 /
+# 每集改写」三段），**没有任何消费者**：「改任何一处须同步并验 md5 唯一」这条
+# 纸面义务从未被执行过一次。证据：Main.tsx 的注释/换行漂移让两个旧集落后于
+# 两个新集，cards.tsx 裂成 3-vs-1，两处都是在无人察觉中发生的。
+#
+# 消费者：scripts/scaffold.py（实例化）与 scripts/verify_skeleton.py（漂移门）。
+# skills/06 现在链接本文件，不再枚举。
+#
+# ## 为什么是「复制 + 命名源头 + 机器校验」而不是共享 npm 包
+#
+# pipeline/README.md 第四节的决策**依然成立**：每集必须 `pnpm install
+# --ignore-workspace` 独立可渲染（嵌套 workspace 隔离 + Remotion 版本自由），
+# 共享 TS 包会把「一集的视觉改动」泄漏进**已发布**的其他集。本文件不推翻它，
+# 而是补完它缺的那一半：README 原话是「以**任一**既有集工程为模板复制」——
+# 「任一」就是问题所在，391 行冻结基建因此有 4 个同权真理声明者。
+# 现在源头有名字了，义务也有判据了。同类做法：go mod vendor + go mod verify
+# （物理副本 + 校验和门）、Copier（模板 + 应答记录 + 可重放 diff）。
+#
+# ## 档位语义
+#
+#   frozen       逐字节相同。判据见下方「分组语义」。
+#   overridable  默认相同，允许本集覆写 → 只报 INFO，不 FAIL。
+#   regioned     区外冻结：Main.tsx 的场景 import 块与 SCENE_COMPONENTS 注册表
+#                是每集内容，其余是承重 boilerplate（含 SceneFade 首幕/末幕逻辑）。
+#                用**归一化比对**而非插入标记注释——后者要改动 4 个已发布集。
+#                模板侧这两处**刻意留空**：留着某一集的 7 条 `./scenes/*` import
+#                会让新集开箱即 7 个 module-not-found（归一化恰好剥掉它们，所以
+#                留空不影响任何既有集的指纹——留着则纯粹是给新集埋坑）。
+#   structured   结构化比对：package.json 忽略 name/description，但门住
+#                dependencies/devDependencies/scripts/pnpm。有价值的不变量不是
+#                字节而是「零依赖漂移」——版本漂移会让 A 档 TS 文件行为不同。
+#                这也顺带把 README §六 刻意保留的 pnpm.onlyBuiltDependencies
+#                变成受执法的不变量。
+#   seeded       scaffold 复制后完全自由，不设门。
+#
+# ## 分组语义（承重）
+#
+# skills/06 明写：md5 同步义务**限于同一系列内**；新系列首集从既有集复制后即
+# 建立自己的基线，此后各自演进——否则「复制不共享」的隔离初衷会被一条跨系列的
+# 同步义务反向击穿。故 verify_skeleton 按 series.json 的 seriesList[] 分组核对。
+#
+# 但「系列内一致」对**单集系列**是空条件（没有比较对象）——claude-code-explained
+# 目前就只有 1 集。故还需第二条不变量：模板本身不过期。`baselineOf` 指定由哪个
+# 系列担保模板的时新性；其余系列只在系列内自洽即可。
+#
+# 实测（2026-08）：11 个 frozen 文件在**两个系列 4 集**上全部单哈希，故今天
+# 不需要建第二份模板。零成本买到未来的是**验证器的分组能力**：真出现跨系列
+# 偏离时，只需 cp -r 一份模板目录 + 改一行 baselineOf，验证器逻辑一行不动。
+# 这就是「机制与策略分离」在此处的具体形状——分组是机制，基线选择是策略。
+
+baselineOf = "self-evolution"
+
+[classes]
+frozen = [
+  "video/.npmrc",
+  "video/tsconfig.json",
+  "video/remotion.config.ts",
+  "video/src/index.ts",
+  "video/src/types.ts",
+  "video/src/timing.ts",
+  "video/src/Root.tsx",
+  "video/src/components/NarrationAudio.tsx",
+  "video/src/components/Subtitle.tsx",
+  "video/src/components/SceneFade.tsx",
+  "video/src/components/cards.tsx",
+  "scripts/build_narration.py",
+  "scripts/tts.py",
+  "scripts/qa_frames.py",
+]
+# 时序常数 SSOT：timing.ts 经 resolveJsonModule 同步 import，Python 侧
+# timeline.py 直读同一文件。覆写许可存在但四集从未行使过。
+overridable = ["video/src/timing.json"]
+regioned = ["video/src/Main.tsx"]
+structured = ["video/package.json"]
+seeded = [
+  "video/pnpm-lock.yaml",
+  "video/src/design/theme.ts",
+  "pipeline.toml",
+  "README.md",
+]
+
+# ── 已登记的合法偏离 ──────────────────────────────────────────────────────
+# 逃逸口必须存在，但必须**被记录**（同 `# noqa` / `eslint-disable` / Copier
+# `_exclude`）。不设逃逸口的门必死：第一次合法偏离会让人直接把门关掉，于是
+# 付了全部成本却比什么都不做更糟。
+#
+# `fingerprint` 钉住的是**已知的那一处偏离**（12 位，档位对应的指纹口径：frozen
+# 取字节 md5、regioned 取归一化后 md5、structured 取结构键 md5）。没有它，豁免
+# 就是「该文件从此永久免检」——而 Main.tsx 恰是每集都要动的文件，等于把最该看的
+# 地方蒙上。钉住之后偏离内容一变，门报 DRIFT-CHANGED 而非静默放行；这也让下面
+# 每条 reason 里的「撤销条件」从散文变成机器判据。同类做法：`# type: ignore[code]`
+# 只豁免指定错误码、`eslint-disable-next-line <rule>` 只豁免指定规则。
+# 指纹取法：`uv run --no-project $R/verify_skeleton.py` 会在报告里打印当前值。
+[[drift]]
+episode = "self-improving-agents-video"
+path = "video/src/components/cards.tsx"
+fingerprint = "4bba8c190f21"
+reason = "多一个 ChapterCard（39 行），仅本集 P2Brain.tsx 使用；迁出至 components/chapter.tsx 后可撤销本条"
+
+# 下面两条是**门上线时就已存在**的漂移，非本次引入。两集的 Main.tsx 落后于
+# 后两集的一处注释扩写与换行调整（`<SceneFade>` 的 props 语义完全相同，行为零差异）。
+# 刻意只登记不收敛：收敛要动两个**已发布**集的文件，属独立决策，不搭在建门这次里。
+# 撤销条件：把两集 Main.tsx 的 SceneFade 块对齐到模板即可删除这两条。
+[[drift]]
+episode = "self-improving-agents-video"
+path = "video/src/Main.tsx"
+fingerprint = "2b2eef5947c8"
+reason = "SceneFade 块的注释扩写与换行落后于模板（语义等价，纯排版）；收敛需动已发布集，另行决策"
+
+[[drift]]
+episode = "self-evolving-coding-agents-video"
+path = "video/src/Main.tsx"
+fingerprint = "2b2eef5947c8"
+reason = "同上：SceneFade 块排版落后于模板（语义等价）"
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/.npmrc b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/.npmrc
new file mode 100644
index 000000000..309949e24
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/.npmrc
@@ -0,0 +1,2 @@
+# 独立安装，不并入仓库根 pnpm workspace（沿用 travel-agent-ui 解耦先例）
+ignore-workspace=true
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/package.json.tmpl b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/package.json.tmpl
new file mode 100644
index 000000000..5730b34b2
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/package.json.tmpl
@@ -0,0 +1,28 @@
+{
+  "name": "{{SLUG}}",
+  "private": true,
+  "description": "《{{TITLE}}》科普视频 Remotion 工程",
+  "scripts": {
+    "dev": "remotion studio",
+    "typecheck": "tsc --noEmit",
+    "render": "remotion render Main ../out/final.mp4",
+    "render:draft": "remotion render Main ../out/draft.mp4 --scale=0.5 --jpeg-quality=60"
+  },
+  "dependencies": {
+    "@remotion/cli": "^4.0.0",
+    "@remotion/layout-utils": "4.0.512",
+    "@remotion/media": "4.0.512",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0",
+    "remotion": "^4.0.0"
+  },
+  "devDependencies": {
+    "@types/react": "^19.0.0",
+    "typescript": "^5.6.0"
+  },
+  "pnpm": {
+    "onlyBuiltDependencies": [
+      "esbuild"
+    ]
+  }
+}
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/pnpm-lock.yaml b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/pnpm-lock.yaml
new file mode 100644
index 000000000..d37f0e832
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/pnpm-lock.yaml
@@ -0,0 +1,2632 @@
+lockfileVersion: '9.0'
+
+settings:
+  autoInstallPeers: true
+  excludeLinksFromLockfile: false
+
+importers:
+
+  .:
+    dependencies:
+      '@remotion/cli':
+        specifier: ^4.0.0
+        version: 4.0.512(postcss@8.5.26)(react-dom@19.2.8(react@19.2.8))(react@19.2.8)(supports-color@8.1.1)(typescript@5.9.3)
+      '@remotion/layout-utils':
+        specifier: 4.0.512
+        version: 4.0.512
+      '@remotion/media':
+        specifier: 4.0.512
+        version: 4.0.512(react-dom@19.2.8(react@19.2.8))(react@19.2.8)
+      react:
+        specifier: ^19.0.0
+        version: 19.2.8
+      react-dom:
+        specifier: ^19.0.0
+        version: 19.2.8(react@19.2.8)
+      remotion:
+        specifier: ^4.0.0
+        version: 4.0.512(react-dom@19.2.8(react@19.2.8))(react@19.2.8)
+    devDependencies:
+      '@types/react':
+        specifier: ^19.0.0
+        version: 19.2.18
+      typescript:
+        specifier: ^5.6.0
+        version: 5.9.3
+
+packages:
+
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+    engines: {node: '>=6.9.0'}
+
+  '@babel/compat-data@7.29.7':
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+    engines: {node: '>=6.9.0'}
+
+  '@babel/core@7.29.7':
+    resolution: {integrity: sha512-RgHBCvtjbOK2gXSNBNIkNoEc9qoVEtau3hj8gEqKQuL3HZAibKarWFEI3Lfm6EYKkLalOh8eSrj9b+ch9H/VBA==}
+    engines: {node: '>=6.9.0'}
+
+  '@babel/generator@7.29.8':
+    resolution: {integrity: sha512-gZbepsdh3WDtgZKWL+vTPh71LSBrm/Y4/QDZBVCcYfmeTEEuoOYwlSy+G1StfJg+/Zy550u/3TATbm7qDbbMtg==}
+    engines: {node: '>=6.9.0'}
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+  '@babel/helper-compilation-targets@7.29.7':
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+    engines: {node: '>=6.9.0'}
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+    engines: {node: '>=6.9.0'}
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+    engines: {node: '>=6.9.0'}
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+  '@babel/helper-module-transforms@7.29.7':
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+    engines: {node: '>=6.9.0'}
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+    dependencies:
+      import-fresh: 3.3.1
+      js-yaml: 4.3.1
+      parse-json: 5.2.0
+      path-type: 4.0.0
+    optionalDependencies:
+      typescript: 5.9.3
+
+  cross-spawn@7.0.6:
+    dependencies:
+      path-key: 3.1.1
+      shebang-command: 2.0.0
+      which: 2.0.2
+
+  css-loader@7.1.4(@rspack/core@1.7.11)(webpack@5.105.0(esbuild@0.28.1)(postcss@8.5.26)):
+    dependencies:
+      icss-utils: 5.1.0(postcss@8.5.26)
+      postcss: 8.5.26
+      postcss-modules-extract-imports: 3.1.0(postcss@8.5.26)
+      postcss-modules-local-by-default: 4.2.0(postcss@8.5.26)
+      postcss-modules-scope: 3.2.1(postcss@8.5.26)
+      postcss-modules-values: 4.0.0(postcss@8.5.26)
+      postcss-value-parser: 4.2.0
+      semver: 7.8.5
+    optionalDependencies:
+      '@rspack/core': 1.7.11
+      webpack: 5.105.0(esbuild@0.28.1)(postcss@8.5.26)
+
+  cssesc@3.0.0: {}
+
+  csstype@3.2.3: {}
+
+  debug@4.4.3(supports-color@8.1.1):
+    dependencies:
+      ms: 2.1.3
+    optionalDependencies:
+      supports-color: 8.1.1
+
+  define-lazy-prop@2.0.0: {}
+
+  dot-case@3.0.4:
+    dependencies:
+      no-case: 3.0.4
+      tslib: 2.8.1
+
+  dotenv@17.3.1: {}
+
+  electron-to-chromium@1.5.407: {}
+
+  enhanced-resolve@5.24.5:
+    dependencies:
+      graceful-fs: 4.2.11
+      tapable: 2.3.3
+
+  entities@4.5.0: {}
+
+  error-ex@1.3.4:
+    dependencies:
+      is-arrayish: 0.2.1
+
+  error-stack-parser@2.1.4:
+    dependencies:
+      stackframe: 1.3.4
+
+  es-module-lexer@2.3.1: {}
+
+  esbuild@0.28.1:
+    optionalDependencies:
+      '@esbuild/aix-ppc64': 0.28.1
+      '@esbuild/android-arm': 0.28.1
+      '@esbuild/android-arm64': 0.28.1
+      '@esbuild/android-x64': 0.28.1
+      '@esbuild/darwin-arm64': 0.28.1
+      '@esbuild/darwin-x64': 0.28.1
+      '@esbuild/freebsd-arm64': 0.28.1
+      '@esbuild/freebsd-x64': 0.28.1
+      '@esbuild/linux-arm': 0.28.1
+      '@esbuild/linux-arm64': 0.28.1
+      '@esbuild/linux-ia32': 0.28.1
+      '@esbuild/linux-loong64': 0.28.1
+      '@esbuild/linux-mips64el': 0.28.1
+      '@esbuild/linux-ppc64': 0.28.1
+      '@esbuild/linux-riscv64': 0.28.1
+      '@esbuild/linux-s390x': 0.28.1
+      '@esbuild/linux-x64': 0.28.1
+      '@esbuild/netbsd-arm64': 0.28.1
+      '@esbuild/netbsd-x64': 0.28.1
+      '@esbuild/openbsd-arm64': 0.28.1
+      '@esbuild/openbsd-x64': 0.28.1
+      '@esbuild/openharmony-arm64': 0.28.1
+      '@esbuild/sunos-x64': 0.28.1
+      '@esbuild/win32-arm64': 0.28.1
+      '@esbuild/win32-ia32': 0.28.1
+      '@esbuild/win32-x64': 0.28.1
+
+  escalade@3.2.0: {}
+
+  eslint-scope@5.1.1:
+    dependencies:
+      esrecurse: 4.3.0
+      estraverse: 4.3.0
+
+  esprima@4.0.1: {}
+
+  esrecurse@4.3.0:
+    dependencies:
+      estraverse: 5.3.0
+
+  estraverse@4.3.0: {}
+
+  estraverse@5.3.0: {}
+
+  events@3.3.0: {}
+
+  execa@5.1.1:
+    dependencies:
+      cross-spawn: 7.0.6
+      get-stream: 6.0.1
+      human-signals: 2.1.0
+      is-stream: 2.0.1
+      merge-stream: 2.0.0
+      npm-run-path: 4.0.1
+      onetime: 5.1.2
+      signal-exit: 3.0.7
+      strip-final-newline: 2.0.0
+
+  fast-deep-equal@3.1.3: {}
+
+  fast-uri@3.1.5: {}
+
+  fs-monkey@1.0.3: {}
+
+  gensync@1.0.0-beta.2: {}
+
+  get-stream@6.0.1: {}
+
+  glob-to-regexp@0.4.1: {}
+
+  graceful-fs@4.2.11: {}
+
+  has-flag@4.0.0: {}
+
+  html-entities@2.6.0: {}
+
+  human-signals@2.1.0: {}
+
+  icss-utils@5.1.0(postcss@8.5.26):
+    dependencies:
+      postcss: 8.5.26
+
+  import-fresh@3.3.1:
+    dependencies:
+      parent-module: 1.0.1
+      resolve-from: 4.0.0
+
+  is-arrayish@0.2.1: {}
+
+  is-docker@2.2.1: {}
+
+  is-stream@2.0.1: {}
+
+  is-wsl@2.2.0:
+    dependencies:
+      is-docker: 2.2.1
+
+  isexe@2.0.0: {}
+
+  jest-worker@27.5.1:
+    dependencies:
+      '@types/node': 26.2.0
+      merge-stream: 2.0.0
+      supports-color: 8.1.1
+
+  js-tokens@4.0.0: {}
+
+  js-yaml@4.3.1:
+    dependencies:
+      argparse: 2.0.1
+
+  jsesc@3.1.0: {}
+
+  json-parse-even-better-errors@2.3.1: {}
+
+  json-schema-traverse@1.0.0: {}
+
+  json5@2.2.3: {}
+
+  kiwi-schema@0.5.0: {}
+
+  kleur@3.0.3: {}
+
+  lines-and-columns@1.2.4: {}
+
+  loader-runner@4.3.2: {}
+
+  lower-case@2.0.2:
+    dependencies:
+      tslib: 2.8.1
+
+  lru-cache@5.1.1:
+    dependencies:
+      yallist: 3.1.1
+
+  lru-cache@6.0.0:
+    dependencies:
+      yallist: 4.0.0
+
+  mediabunny@1.50.8:
+    dependencies:
+      '@types/dom-mediacapture-transform': 0.1.12
+      '@types/dom-webcodecs': 0.1.13
+
+  memfs@3.4.3:
+    dependencies:
+      fs-monkey: 1.0.3
+
+  merge-stream@2.0.0: {}
+
+  mime-db@1.52.0: {}
+
+  mime-types@2.1.35:
+    dependencies:
+      mime-db: 1.52.0
+
+  mimic-fn@2.1.0: {}
+
+  minimist@1.2.6: {}
+
+  ms@2.1.3: {}
+
+  nanoid@3.3.18: {}
+
+  neo-async@2.6.2: {}
+
+  no-case@3.0.4:
+    dependencies:
+      lower-case: 2.0.2
+      tslib: 2.8.1
+
+  node-releases@2.0.53: {}
+
+  npm-run-path@4.0.1:
+    dependencies:
+      path-key: 3.1.1
+
+  onetime@5.1.2:
+    dependencies:
+      mimic-fn: 2.1.0
+
+  open@8.4.2:
+    dependencies:
+      define-lazy-prop: 2.0.0
+      is-docker: 2.2.1
+      is-wsl: 2.2.0
+
+  parent-module@1.0.1:
+    dependencies:
+      callsites: 3.1.0
+
+  parse-json@5.2.0:
+    dependencies:
+      '@babel/code-frame': 7.29.7
+      error-ex: 1.3.4
+      json-parse-even-better-errors: 2.3.1
+      lines-and-columns: 1.2.4
+
+  path-key@3.1.1: {}
+
+  path-type@4.0.0: {}
+
+  picocolors@1.1.1: {}
+
+  postcss-modules-extract-imports@3.1.0(postcss@8.5.26):
+    dependencies:
+      postcss: 8.5.26
+
+  postcss-modules-local-by-default@4.2.0(postcss@8.5.26):
+    dependencies:
+      icss-utils: 5.1.0(postcss@8.5.26)
+      postcss: 8.5.26
+      postcss-selector-parser: 7.1.5
+      postcss-value-parser: 4.2.0
+
+  postcss-modules-scope@3.2.1(postcss@8.5.26):
+    dependencies:
+      postcss: 8.5.26
+      postcss-selector-parser: 7.1.5
+
+  postcss-modules-values@4.0.0(postcss@8.5.26):
+    dependencies:
+      icss-utils: 5.1.0(postcss@8.5.26)
+      postcss: 8.5.26
+
+  postcss-selector-parser@7.1.5:
+    dependencies:
+      cssesc: 3.0.0
+      util-deprecate: 1.0.2
+
+  postcss-value-parser@4.2.0: {}
+
+  postcss@8.5.26:
+    dependencies:
+      nanoid: 3.3.18
+      picocolors: 1.1.1
+      source-map-js: 1.2.1
+
+  prettier@3.8.1: {}
+
+  prompts@2.4.2:
+    dependencies:
+      kleur: 3.0.3
+      sisteransi: 1.0.5
+
+  react-dom@19.2.8(react@19.2.8):
+    dependencies:
+      react: 19.2.8
+      scheduler: 0.27.0
+
+  react-refresh@0.18.0: {}
+
+  react@19.2.8: {}
+
+  recast@0.23.11:
+    dependencies:
+      ast-types: 0.16.1
+      esprima: 4.0.1
+      source-map: 0.6.1
+      tiny-invariant: 1.3.3
+      tslib: 2.8.1
+
+  remotion@4.0.512(react-dom@19.2.8(react@19.2.8))(react@19.2.8):
+    dependencies:
+      react: 19.2.8
+      react-dom: 19.2.8(react@19.2.8)
+
+  require-from-string@2.0.2: {}
+
+  resolve-from@4.0.0: {}
+
+  scheduler@0.27.0: {}
+
+  schema-utils@4.3.3:
+    dependencies:
+      '@types/json-schema': 7.0.15
+      ajv: 8.20.0
+      ajv-formats: 2.1.1(ajv@8.20.0)
+      ajv-keywords: 5.1.0(ajv@8.20.0)
+
+  semver@6.3.1: {}
+
+  semver@7.5.3:
+    dependencies:
+      lru-cache: 6.0.0
+
+  semver@7.8.5: {}
+
+  shebang-command@2.0.0:
+    dependencies:
+      shebang-regex: 3.0.0
+
+  shebang-regex@3.0.0: {}
+
+  signal-exit@3.0.7: {}
+
+  sisteransi@1.0.5: {}
+
+  snake-case@3.0.4:
+    dependencies:
+      dot-case: 3.0.4
+      tslib: 2.8.1
+
+  source-map-js@1.2.1: {}
+
+  source-map-support@0.5.21:
+    dependencies:
+      buffer-from: 1.1.2
+      source-map: 0.6.1
+
+  source-map@0.6.1: {}
+
+  source-map@0.8.0: {}
+
+  stackframe@1.3.4: {}
+
+  strip-final-newline@2.0.0: {}
+
+  style-loader@4.0.0(webpack@5.105.0(esbuild@0.28.1)(postcss@8.5.26)):
+    dependencies:
+      webpack: 5.105.0(esbuild@0.28.1)(postcss@8.5.26)
+
+  supports-color@8.1.1:
+    dependencies:
+      has-flag: 4.0.0
+
+  svg-parser@2.0.4: {}
+
+  tapable@2.3.3: {}
+
+  terser-webpack-plugin@5.6.1(esbuild@0.28.1)(postcss@8.5.26)(webpack@5.105.0(esbuild@0.28.1)(postcss@8.5.26)):
+    dependencies:
+      '@jridgewell/trace-mapping': 0.3.31
+      jest-worker: 27.5.1
+      schema-utils: 4.3.3
+      terser: 5.50.0
+      webpack: 5.105.0(esbuild@0.28.1)(postcss@8.5.26)
+    optionalDependencies:
+      esbuild: 0.28.1
+      postcss: 8.5.26
+
+  terser@5.50.0:
+    dependencies:
+      '@jridgewell/source-map': 0.3.11
+      acorn: 8.18.0
+      commander: 2.20.3
+      source-map-support: 0.5.21
+
+  tiny-invariant@1.3.3: {}
+
+  to-fast-properties@2.0.0: {}
+
+  tslib@2.8.1: {}
+
+  typescript@5.9.3: {}
+
+  undici-types@8.3.0: {}
+
+  update-browserslist-db@1.3.1(browserslist@4.28.8):
+    dependencies:
+      browserslist: 4.28.8
+      escalade: 3.2.0
+      picocolors: 1.1.1
+
+  util-deprecate@1.0.2: {}
+
+  watchpack@2.5.2:
+    dependencies:
+      graceful-fs: 4.2.11
+
+  webpack-sources@3.5.1: {}
+
+  webpack@5.105.0(esbuild@0.28.1)(postcss@8.5.26):
+    dependencies:
+      '@types/eslint-scope': 3.7.7
+      '@types/estree': 1.0.9
+      '@types/json-schema': 7.0.15
+      '@webassemblyjs/ast': 1.14.1
+      '@webassemblyjs/wasm-edit': 1.14.1
+      '@webassemblyjs/wasm-parser': 1.14.1
+      acorn: 8.18.0
+      acorn-import-phases: 1.0.4(acorn@8.18.0)
+      browserslist: 4.28.8
+      chrome-trace-event: 1.0.4
+      enhanced-resolve: 5.24.5
+      es-module-lexer: 2.3.1
+      eslint-scope: 5.1.1
+      events: 3.3.0
+      glob-to-regexp: 0.4.1
+      graceful-fs: 4.2.11
+      json-parse-even-better-errors: 2.3.1
+      loader-runner: 4.3.2
+      mime-types: 2.1.35
+      neo-async: 2.6.2
+      schema-utils: 4.3.3
+      tapable: 2.3.3
+      terser-webpack-plugin: 5.6.1(esbuild@0.28.1)(postcss@8.5.26)(webpack@5.105.0(esbuild@0.28.1)(postcss@8.5.26))
+      watchpack: 2.5.2
+      webpack-sources: 3.5.1
+    transitivePeerDependencies:
+      - '@minify-html/node'
+      - '@swc/core'
+      - '@swc/css'
+      - '@swc/html'
+      - clean-css
+      - cssnano
+      - csso
+      - esbuild
+      - html-minifier-terser
+      - lightningcss
+      - postcss
+      - uglify-js
+
+  which@2.0.2:
+    dependencies:
+      isexe: 2.0.0
+
+  ws@8.21.0: {}
+
+  yallist@3.1.1: {}
+
+  yallist@4.0.0: {}
+
+  zod@4.4.3: {}
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/remotion.config.ts b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/remotion.config.ts
new file mode 100644
index 000000000..a5b5e8e5c
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/remotion.config.ts
@@ -0,0 +1,14 @@
+import {Config} from '@remotion/cli/config';
+
+Config.setVideoImageFormat('jpeg'); // jpeg 显著快于 png（无透明需求）
+Config.setOverwriteOutput(true);
+// —— 交付硬化（B 站/YouTube）——
+Config.setCodec('h264'); // 平台通吃；h265 经平台二压反而更差
+Config.setCrf(18); // h264 视觉无损档
+Config.setPixelFormat('yuv420p'); // 兼容基线（yuv444p 部分解码器不支持）
+Config.setAudioCodec('aac');
+Config.setAudioBitrate('192K'); // 单人旁白透明
+Config.setEnforceAudioTrack(true); // 缺音频也出静音轨，防平台拒收无音轨文件
+Config.setJpegQuality(90); // 终渲；草渲由 CLI --jpeg-quality=60 覆盖
+// 注意：不设 setConcurrency——并发度是机器属性，写入三集共享文件正是要消灭的
+// 漂移类型；渲染主机应先 npx remotion benchmark 再以 CLI --concurrency=N 传入。
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Main.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Main.tsx
new file mode 100644
index 000000000..f94a5201d
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Main.tsx
@@ -0,0 +1,42 @@
+import React from 'react';
+import {AbsoluteFill, Sequence} from 'remotion';
+import {NarrationAudio} from './components/NarrationAudio';
+import {SceneFade} from './components/SceneFade';
+import {Subtitle} from './components/Subtitle';
+import {theme} from './design/theme';
+import {computeTimeline, SCENE_FADE_FRAMES} from './timing';
+import type {ManifestItem, SceneRange} from './types';
+
+const SCENE_COMPONENTS: Record<string, React.FC<{scene: SceneRange}>> = {
+};
+
+export type MainProps = {manifest: ManifestItem[]};
+
+export const Main: React.FC<MainProps> = ({manifest}) => {
+  const {timed, scenes} = computeTimeline(manifest);
+  return (
+    <AbsoluteFill style={{background: theme.bg}}>
+      {scenes.map((sc, i) => {
+        const SceneComp = SCENE_COMPONENTS[sc.scene];
+        if (!SceneComp) {
+          throw new Error(`未注册的场景组件: ${sc.scene}`);
+        }
+        return (
+          <Sequence key={sc.scene} from={sc.from} durationInFrames={sc.durationInFrames} name={sc.scene}>
+            {/* 幕间呼吸淡入淡出：只花幕间既有静默，from/总时长零改动；首幕不淡入、
+                末幕不淡出（尾幕渐黑由 P6 从末 beat 推导，叠加成双重渐黑） */}
+            <SceneFade
+              durationInFrames={sc.durationInFrames}
+              fadeIn={i === 0 ? 0 : SCENE_FADE_FRAMES}
+              fadeOut={i === scenes.length - 1 ? 0 : SCENE_FADE_FRAMES}
+            >
+              <SceneComp scene={sc} />
+            </SceneFade>
+          </Sequence>
+        );
+      })}
+      <NarrationAudio timed={timed} />
+      <Subtitle timed={timed} />
+    </AbsoluteFill>
+  );
+};
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Root.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Root.tsx
new file mode 100644
index 000000000..276015fcb
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/Root.tsx
@@ -0,0 +1,35 @@
+import React from 'react';
+import {Composition, staticFile} from 'remotion';
+import type {CalculateMetadataFunction} from 'remotion';
+import {Main} from './Main';
+import type {MainProps} from './Main';
+import {computeTimeline, FPS} from './timing';
+import type {ManifestItem} from './types';
+
+const calculateMetadata: CalculateMetadataFunction<MainProps> = async () => {
+  const res = await fetch(staticFile('audio/manifest.json'));
+  if (!res.ok) {
+    throw new Error('缺少 public/audio/manifest.json —— 先运行 scripts/tts.py 合成配音');
+  }
+  const manifest = (await res.json()) as ManifestItem[];
+  const {totalDurationInFrames} = computeTimeline(manifest);
+  return {
+    durationInFrames: totalDurationInFrames,
+    props: {manifest},
+  };
+};
+
+export const RemotionRoot: React.FC = () => {
+  return (
+    <Composition
+      id="Main"
+      component={Main}
+      width={1920}
+      height={1080}
+      fps={FPS}
+      durationInFrames={100}
+      defaultProps={{manifest: [] as ManifestItem[]}}
+      calculateMetadata={calculateMetadata}
+    />
+  );
+};
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/NarrationAudio.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/NarrationAudio.tsx
new file mode 100644
index 000000000..3f7a04132
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/NarrationAudio.tsx
@@ -0,0 +1,30 @@
+import React from 'react';
+import {Audio} from '@remotion/media';
+import {staticFile} from 'remotion';
+import type {TimedSentence} from '../types';
+
+/**
+ * 预览期提前 1s 挂载缓冲；渲染期 Remotion 自动关闭 premount（active 含
+ * !env.isRendering——收益只在 Studio 拖拽与 Player，渲染侧收益是 Mediabunny
+ * 抽轨与官方声明的时间轴同步，不是渲染速度。见 skills/06 事实条）。
+ */
+const PREMOUNT_FRAMES = 30;
+
+/** 全片旁白：每句一段音频，按 manifest 绝对帧位装配（时间轴与视觉层解耦）。
+ *  @remotion/media 的 <Audio> 原生带 from/durationInFrames，无须外包 <Sequence>——
+ *  premountFor 挂在「尚未开始的 Sequence」子节点上不会触发。失败默认回落
+ *  <Html5Audio>（更稳），缺 manifest 的报错在 Root.tsx calculateMetadata。 */
+export const NarrationAudio: React.FC<{timed: TimedSentence[]}> = ({timed}) => (
+  <>
+    {timed.map((s) => (
+      <Audio
+        key={s.id}
+        name={`audio:${s.id}`}
+        src={staticFile(`audio/${s.id}.mp3`)}
+        from={s.from}
+        durationInFrames={s.durationInFrames}
+        premountFor={PREMOUNT_FRAMES}
+      />
+    ))}
+  </>
+);
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/SceneFade.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/SceneFade.tsx
new file mode 100644
index 000000000..aa34344a6
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/SceneFade.tsx
@@ -0,0 +1,41 @@
+import React from 'react';
+import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
+
+/**
+ * 幕间呼吸淡入淡出——只花 timing.json 已声明的幕间静默（句间 0.32s + 幕间 0.9s），
+ * 不改任何 Sequence 的 from 与总时长，音频层零风险。
+ *
+ * 为什么不用 @remotion/transitions 的 TransitionSeries：其总时长 = Σ序列 − Σ转场，
+ * 会把视觉层整体左移而旁白（按 manifest 帧号绝对定位的独立层）不动，产生逐幕
+ * 递增的失同步。见 pipeline/skills/06-remotion-implementation.md。
+ *
+ * 用法（Main.tsx 的 scenes.map 内包一层）：
+ *   <SceneFade durationInFrames={sc.durationInFrames}
+ *              fadeIn={i === 0 ? 0 : SCENE_FADE_FRAMES}
+ *              fadeOut={i === scenes.length - 1 ? 0 : SCENE_FADE_FRAMES}>
+ *     <SceneComp scene={sc} />
+ *   </SceneFade>
+ * 首幕不淡入（LEAD_IN 0.6s 本就黑场）；末幕不淡出（尾幕渐黑由 P6 从末 beat 推导，
+ * 叠加会成双重渐黑——上线教训见 skills/06 清单第 4 条）。
+ * 三集逐字节一致（冻结清单成员）。不变式由 check_script.py 强制：
+ * 2 × sceneCrossFadeSec ≤ sentenceGapSec + sceneGapSec。
+ */
+export const SceneFade: React.FC<{
+  durationInFrames: number;
+  fadeIn: number;
+  fadeOut: number;
+  children: React.ReactNode;
+}> = ({durationInFrames, fadeIn, fadeOut, children}) => {
+  const frame = useCurrentFrame();
+  const inOp = fadeIn
+    ? interpolate(frame, [0, fadeIn], [0, 1], {extrapolateRight: 'clamp'})
+    : 1;
+  const outOp = fadeOut
+    ? interpolate(frame, [durationInFrames - fadeOut, durationInFrames], [1, 0], {
+        extrapolateLeft: 'clamp',
+      })
+    : 1;
+  return (
+    <AbsoluteFill style={{opacity: Math.min(inOp, outOp)}}>{children}</AbsoluteFill>
+  );
+};
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/Subtitle.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/Subtitle.tsx
new file mode 100644
index 000000000..d34a3f3df
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/Subtitle.tsx
@@ -0,0 +1,58 @@
+import React from 'react';
+import {AbsoluteFill, interpolate, useCurrentFrame} from 'remotion';
+import {fitText} from '@remotion/layout-utils';
+import {theme} from '../design/theme';
+import type {TimedSentence} from '../types';
+
+const MAX_WIDTH = 1600;
+const PADDING_X = 36;
+/** Remotion 默认样式表为 box-sizing: border-box，内容预算须减去左右 padding */
+const CONTENT_WIDTH = MAX_WIDTH - PADDING_X * 2;
+const MAX_FONT_SIZE = 44;
+const MIN_FONT_SIZE = 30;
+
+/** 全片底部字幕条：一句一条，与配音逐句同步（storyboard.md 字幕规范）。
+ *  字号用 @remotion/layout-utils 的 fitText 真实测量（替代此前手写的全角 1.0/半角
+ *  0.55 宽度估算与魔法阈值）。validateFontIsLoaded 保持 4.x 默认 false——系统字体
+ *  栈无 loadFont() promise 可等；⚠️ Remotion 5.0 起该开关默认翻 true，届时若仍未
+ *  内嵌字体会开始抛错（重启触发器见 pipeline/README 字体约束节）。 */
+export const Subtitle: React.FC<{timed: TimedSentence[]}> = ({timed}) => {
+  const frame = useCurrentFrame();
+  const current = timed.find((s) => frame >= s.from && frame < s.from + s.durationInFrames);
+  if (!current) {
+    return null;
+  }
+  const local = frame - current.from;
+  const opacity = interpolate(local, [0, 4], [0, 1], {
+    extrapolateRight: 'clamp',
+  });
+  const fitted = fitText({
+    text: current.text,
+    withinWidth: CONTENT_WIDTH,
+    fontFamily: theme.sans,
+    fontWeight: 500, // 须与下方 div 的 fontWeight 一致，否则测量偏小
+  }).fontSize;
+  const fontSize = Math.max(MIN_FONT_SIZE, Math.min(MAX_FONT_SIZE, fitted));
+  return (
+    <AbsoluteFill style={{justifyContent: 'flex-end', alignItems: 'center', pointerEvents: 'none'}}>
+      <div
+        style={{
+          marginBottom: 54,
+          maxWidth: MAX_WIDTH,
+          padding: `12px ${PADDING_X}px`,
+          borderRadius: 12,
+          background: 'rgba(6, 8, 12, 0.68)',
+          color: theme.text,
+          fontFamily: theme.sans,
+          fontSize,
+          fontWeight: 500,
+          lineHeight: 1.35,
+          whiteSpace: 'nowrap',
+          opacity,
+        }}
+      >
+        {current.text}
+      </div>
+    </AbsoluteFill>
+  );
+};
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/cards.tsx b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/cards.tsx
new file mode 100644
index 000000000..b1f76e30d
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/components/cards.tsx
@@ -0,0 +1,96 @@
+import React from 'react';
+import {AbsoluteFill, interpolate, spring, useCurrentFrame, useVideoConfig} from 'remotion';
+import {theme} from '../design/theme';
+
+/** 金句卡：衬线大字居中，可附英文原文与出处 */
+export const QuoteCard: React.FC<{
+  zh: string;
+  en?: string;
+  cite?: string;
+  accent?: string;
+}> = ({zh, en, cite, accent = theme.text}) => {
+  const frame = useCurrentFrame();
+  const {fps} = useVideoConfig();
+  const enter = spring({frame, fps, config: {damping: 200}});
+  return (
+    <AbsoluteFill style={{justifyContent: 'center', alignItems: 'center', padding: '0 160px'}}>
+      <div style={{textAlign: 'center', transform: `translateY(${(1 - enter) * 40}px)`, opacity: enter}}>
+        <div
+          style={{
+            fontFamily: theme.serif,
+            fontSize: 64,
+            fontWeight: 700,
+            color: accent,
+            lineHeight: 1.5,
+          }}
+        >
+          {zh}
+        </div>
+        {en ? (
+          <div
+            style={{
+              marginTop: 36,
+              fontFamily: theme.serif,
+              fontSize: 30,
+              fontStyle: 'italic',
+              color: theme.dim,
+              opacity: interpolate(frame, [20, 45], [0, 1], {extrapolateRight: 'clamp'}),
+            }}
+          >
+            {en}
+          </div>
+        ) : null}
+        {cite ? (
+          <div
+            style={{
+              marginTop: 24,
+              fontFamily: theme.sans,
+              fontSize: 26,
+              color: theme.dim,
+              opacity: interpolate(frame, [35, 60], [0, 1], {extrapolateRight: 'clamp'}),
+            }}
+          >
+            —— {cite}
+          </div>
+        ) : null}
+      </div>
+    </AbsoluteFill>
+  );
+};
+
+/** 简单淡入上移容器 */
+export const FadeUp: React.FC<{delay?: number; children: React.ReactNode; style?: React.CSSProperties}> = ({
+  delay = 0,
+  children,
+  style,
+}) => {
+  const frame = useCurrentFrame();
+  const {fps} = useVideoConfig();
+  const enter = spring({frame: frame - delay, fps, config: {damping: 200}});
+  return (
+    <div style={{opacity: enter, transform: `translateY(${(1 - enter) * 30}px)`, ...style}}>{children}</div>
+  );
+};
+
+/** 标签胶囊 */
+export const Pill: React.FC<{color: string; children: React.ReactNode; style?: React.CSSProperties}> = ({
+  color,
+  children,
+  style,
+}) => (
+  <span
+    style={{
+      display: 'inline-block',
+      padding: '8px 22px',
+      borderRadius: 999,
+      border: `2px solid ${color}`,
+      color,
+      fontFamily: theme.sans,
+      fontSize: 28,
+      fontWeight: 600,
+      ...style,
+    }}
+  >
+    {children}
+  </span>
+);
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/design/theme.ts.tmpl b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/design/theme.ts.tmpl
new file mode 100644
index 000000000..cf3f0b680
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/design/theme.ts.tmpl
@@ -0,0 +1,30 @@
+/**
+ * 本集视觉契约（seed —— scaffold 复制后**必须**按本集重写概念色）。
+ *
+ * 底座常量四集通用、不要改；概念色是每集独立设计的产物，规则见
+ * pipeline/skills/06-remotion-implementation.md：
+ *   - 2–3 个概念色，映射「深度轴」而非枚举条目
+ *   - 对 bg (#0E1116) 对比度 ≥ 4.5:1（用 `qa_frames.py --check-theme` 实测）
+ *   - 色相不得与系列已用色撞车（登记表在 skills/06）
+ *   - 覆写任何底座 token 须在 theme.ts / planning.md / README 三处留决策记录
+ */
+export const theme = {
+  // ── 底座（跨集通用，勿改）──
+  bg: '#0E1116',
+  panel: '#171C26',
+  panelBorder: '#2A3242',
+  text: '#F2F5FA',
+  dim: '#9AA7B8',
+  ok: '#7ED321',
+
+  // ── 本集概念色（TODO：替换为本集设计，删掉这三行占位）──
+  // concept: '#XXXXXX',
+  // conceptDeep: '#XXXXXX',
+  // deny: '#XXXXXX',
+} as const;
+
+export const font = {
+  serif: "'Songti SC', 'STSong', 'Noto Serif SC', serif",
+  sans: "'PingFang SC', 'Hiragino Sans GB', 'Noto Sans SC', sans-serif",
+  mono: "'SF Mono', 'Menlo', 'JetBrains Mono', monospace",
+} as const;
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/index.ts b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/index.ts
new file mode 100644
index 000000000..d831f7b0f
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/index.ts
@@ -0,0 +1,4 @@
+import {registerRoot} from 'remotion';
+import {RemotionRoot} from './Root';
+
+registerRoot(RemotionRoot);
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/scenes/.gitkeep b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/scenes/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/media/self-improving-agents-video/video/src/timing.json b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/timing.json
similarity index 100%
rename from media/self-improving-agents-video/video/src/timing.json
rename to apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/timing.json
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/timing.ts b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/timing.ts
new file mode 100644
index 000000000..6d2379ada
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/timing.ts
@@ -0,0 +1,64 @@
+import type {ManifestItem, SceneRange, TimedSentence} from './types';
+import constants from './timing.json';
+
+/** 时序常量单一事实源：本目录 timing.json（qa_frames.py / captions.py 读同一文件，
+ *  双语言镜像由此消灭；本集要调节奏只改 timing.json，不动代码） */
+export const FPS = constants.fps;
+/** 句间停顿 */
+const SENTENCE_GAP_SEC = constants.sentenceGapSec;
+/** 幕间额外停顿（转场呼吸） */
+const SCENE_GAP_SEC = constants.sceneGapSec;
+/** 片头静默引导 */
+const LEAD_IN_SEC = constants.leadInSec;
+/** 片尾静默淡出 */
+const TAIL_SEC = constants.tailSec;
+/** 幕间呼吸淡入淡出帧数（见 components/SceneFade.tsx；首幕不淡入、末幕不淡出） */
+export const SCENE_FADE_FRAMES = Math.round(constants.sceneCrossFadeSec * constants.fps);
+
+export function computeTimeline(manifest: ManifestItem[]): {
+  timed: TimedSentence[];
+  scenes: SceneRange[];
+  totalDurationInFrames: number;
+} {
+  const timed: TimedSentence[] = [];
+  let cursor = Math.round(LEAD_IN_SEC * FPS);
+  for (let i = 0; i < manifest.length; i++) {
+    const item = manifest[i];
+    const next = manifest[i + 1];
+    const gap = next && next.scene !== item.scene ? SENTENCE_GAP_SEC + SCENE_GAP_SEC : SENTENCE_GAP_SEC;
+    const durationInFrames = Math.max(1, Math.round((item.durationSec + gap) * FPS));
+    timed.push({...item, from: cursor, durationInFrames});
+    cursor += durationInFrames;
+  }
+
+  const scenes: SceneRange[] = [];
+  for (const s of timed) {
+    const last = scenes[scenes.length - 1];
+    if (!last || last.scene !== s.scene) {
+      scenes.push({scene: s.scene, from: s.from, durationInFrames: s.durationInFrames, sentences: [s]});
+    } else {
+      last.durationInFrames = s.from + s.durationInFrames - last.from;
+      last.sentences.push(s);
+    }
+  }
+
+  return {timed, scenes, totalDurationInFrames: cursor + Math.round(TAIL_SEC * FPS)};
+}
+
+/** 场景内使用：取一段句 id 区间（含端点）的本地 Sequence 窗口 */
+export function beatWindow(
+  sceneSentences: TimedSentence[],
+  sceneFrom: number,
+  fromId: string,
+  toId?: string,
+): {from: number; durationInFrames: number} {
+  const start = sceneSentences.find((s) => s.id === fromId);
+  const end = sceneSentences.find((s) => s.id === (toId ?? fromId));
+  if (!start || !end) {
+    throw new Error(`beatWindow: 未找到句 id ${fromId}..${toId}`);
+  }
+  return {
+    from: start.from - sceneFrom,
+    durationInFrames: end.from + end.durationInFrames - start.from,
+  };
+}
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/types.ts b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/types.ts
new file mode 100644
index 000000000..0207f4d19
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/src/types.ts
@@ -0,0 +1,24 @@
+export type ManifestItem = {
+  /** 句 id，如 p2-15，对应 public/audio/{id}.mp3 */
+  id: string;
+  /** 所属幕，如 P2 */
+  scene: string;
+  /** 口播文本（同字幕） */
+  text: string;
+  /** 该句音频实测时长（秒） */
+  durationSec: number;
+};
+
+export type TimedSentence = ManifestItem & {
+  /** 全片时间轴上的起始帧 */
+  from: number;
+  /** 含句间停顿的占用帧数 */
+  durationInFrames: number;
+};
+
+export type SceneRange = {
+  scene: string;
+  from: number;
+  durationInFrames: number;
+  sentences: TimedSentence[];
+};
diff --git a/apps/negentropy-influence/pipeline/templates/video-skeleton/video/tsconfig.json b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/tsconfig.json
new file mode 100644
index 000000000..97f1b5e16
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/templates/video-skeleton/video/tsconfig.json
@@ -0,0 +1,15 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "ESNext",
+    "moduleResolution": "Bundler",
+    "jsx": "react-jsx",
+    "strict": true,
+    "skipLibCheck": true,
+    "esModuleInterop": true,
+    "forceConsistentCasingInFileNames": true,
+    "noEmit": true,
+    "resolveJsonModule": true
+  },
+  "include": ["src", "remotion.config.ts"]
+}
diff --git a/media/pipeline/tests/conftest.py b/apps/negentropy-influence/pipeline/tests/conftest.py
similarity index 97%
rename from media/pipeline/tests/conftest.py
rename to apps/negentropy-influence/pipeline/tests/conftest.py
index 26dffed92..d9f63b8ff 100644
--- a/media/pipeline/tests/conftest.py
+++ b/apps/negentropy-influence/pipeline/tests/conftest.py
@@ -1,4 +1,4 @@
-"""media/pipeline 测试公共夹具。
+"""pipeline 测试公共夹具。
 
 落位说明：仓库根无 tests/；apps/negentropy 的 tests/conftest.py 是 session 级
 autouse 建 Postgres 夹具，pytest 只加载 rootdir→测试文件路径上的 conftest，
diff --git a/media/pipeline/tests/fixtures/manifest.json b/apps/negentropy-influence/pipeline/tests/fixtures/manifest.json
similarity index 100%
rename from media/pipeline/tests/fixtures/manifest.json
rename to apps/negentropy-influence/pipeline/tests/fixtures/manifest.json
diff --git a/media/pipeline/tests/fixtures/narration.json b/apps/negentropy-influence/pipeline/tests/fixtures/narration.json
similarity index 100%
rename from media/pipeline/tests/fixtures/narration.json
rename to apps/negentropy-influence/pipeline/tests/fixtures/narration.json
diff --git a/media/pipeline/tests/fixtures/narration.md b/apps/negentropy-influence/pipeline/tests/fixtures/narration.md
similarity index 100%
rename from media/pipeline/tests/fixtures/narration.md
rename to apps/negentropy-influence/pipeline/tests/fixtures/narration.md
diff --git a/media/pipeline/tests/fixtures/storyboard.md b/apps/negentropy-influence/pipeline/tests/fixtures/storyboard.md
similarity index 100%
rename from media/pipeline/tests/fixtures/storyboard.md
rename to apps/negentropy-influence/pipeline/tests/fixtures/storyboard.md
diff --git a/media/pipeline/tests/fixtures/theme.ts b/apps/negentropy-influence/pipeline/tests/fixtures/theme.ts
similarity index 100%
rename from media/pipeline/tests/fixtures/theme.ts
rename to apps/negentropy-influence/pipeline/tests/fixtures/theme.ts
diff --git a/apps/negentropy-influence/pipeline/tests/fixtures/timing.json b/apps/negentropy-influence/pipeline/tests/fixtures/timing.json
new file mode 100644
index 000000000..1090a53bf
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/tests/fixtures/timing.json
@@ -0,0 +1,8 @@
+{
+  "fps": 30,
+  "sentenceGapSec": 0.32,
+  "sceneGapSec": 0.9,
+  "leadInSec": 0.6,
+  "tailSec": 2.0,
+  "sceneCrossFadeSec": 0.4
+}
diff --git a/media/pipeline/tests/test_build_narration.py b/apps/negentropy-influence/pipeline/tests/test_build_narration.py
similarity index 100%
rename from media/pipeline/tests/test_build_narration.py
rename to apps/negentropy-influence/pipeline/tests/test_build_narration.py
diff --git a/media/pipeline/tests/test_captions.py b/apps/negentropy-influence/pipeline/tests/test_captions.py
similarity index 100%
rename from media/pipeline/tests/test_captions.py
rename to apps/negentropy-influence/pipeline/tests/test_captions.py
diff --git a/media/pipeline/tests/test_check_script.py b/apps/negentropy-influence/pipeline/tests/test_check_script.py
similarity index 91%
rename from media/pipeline/tests/test_check_script.py
rename to apps/negentropy-influence/pipeline/tests/test_check_script.py
index 555bad509..c2928955a 100644
--- a/media/pipeline/tests/test_check_script.py
+++ b/apps/negentropy-influence/pipeline/tests/test_check_script.py
@@ -106,6 +106,19 @@ def test_budget_window_fails(project):
     assert "超预算" in out
 
 
+def test_malformed_budget_warns_and_skips_instead_of_crashing(project):
+    """单元素 target_minutes：形状 FAIL 由 config.validate 报，此处点名 WARN 跳过
+    预算门——此前 lo, hi = budget 无条件解包直接 traceback，FAIL 清单一条也打不出。
+    """
+    write_board(project, BOARD_OK)
+    write_config(project, "[narration]\ntarget_minutes = [13.0]\n")
+    rc, out = run_check(project)
+    assert "Traceback" not in out, out
+    assert "跳过时长预算门" in out, out
+    assert "应为 [下限, 上限]" in out, out  # 配置校验的 FAIL 仍须报出
+    assert rc == 1
+
+
 def test_measured_budget_uses_manifest(project):
     write_board(project, BOARD_OK)
     # fixture manifest 实测 ≈ (3.10+0.32)+(2.05+1.22)+(4.77+0.32)+(1.02)+tail 2.0 ≈ 14.8s
diff --git a/media/pipeline/tests/test_check_series.py b/apps/negentropy-influence/pipeline/tests/test_check_series.py
similarity index 71%
rename from media/pipeline/tests/test_check_series.py
rename to apps/negentropy-influence/pipeline/tests/test_check_series.py
index 3edad93a2..b2ddf6efb 100644
--- a/media/pipeline/tests/test_check_series.py
+++ b/apps/negentropy-influence/pipeline/tests/test_check_series.py
@@ -11,12 +11,18 @@
 import sys
 from pathlib import Path
 
-SCRIPT = Path(__file__).resolve().parents[1] / "scripts" / "check_series.py"
+SCRIPTS_DIR = Path(__file__).resolve().parents[1] / "scripts"
+SCRIPT = SCRIPTS_DIR / "check_series.py"
+#: paths.py 是 check_series 的同目录依赖（子项目根锚点），镜像时必须一起搬
+PATHS_MOD = SCRIPTS_DIR / "paths.py"
+#: 子项目在假仓库中的位置。check_series 靠 .influence-root 哨兵定位它，
+#: 而 REPO 由「子项目位于 apps/<name>/」派生——故这两级目录必须如实搭出来。
+INFLUENCE_REL = "apps/negentropy-influence"
 
 EP1 = {
     "episode": 1,
     "slug": "ep-a",
-    "path": "media/ep-a",
+    "path": "episodes/ep-a",
     "title": "甲集标题",
     "accents": ["#F5C542"],
     "paper": {},
@@ -24,7 +30,7 @@
 EP2 = {
     "episode": 2,
     "slug": "ep-b",
-    "path": "media/ep-b",
+    "path": "episodes/ep-b",
     "title": "乙集标题",
     "accents": ["#4A9EFF"],
     "paper": {},
@@ -33,7 +39,7 @@
 OTHER1 = {
     "episode": 1,
     "slug": "ep-x",
-    "path": "media/ep-x",
+    "path": "episodes/ep-x",
     "title": "丙集标题",
     "accents": ["#D97757"],
     "paper": {},
@@ -44,12 +50,20 @@ def S(sid: str, *eps: dict) -> dict:
     return {"id": sid, "title": sid, "rule": "", "episodes": list(eps)}
 
 
+def ep_root(repo: Path, ep: dict) -> Path:
+    """分集工程根。ep["path"] 是**子项目相对**，勿直接拼在 repo 上。"""
+    return repo / INFLUENCE_REL / ep["path"]
+
+
 def build_repo(tmp_path: Path, series_list: list[dict], files: dict[str, str]) -> Path:
     repo = tmp_path / "repo"
-    (repo / "media" / "pipeline" / "scripts").mkdir(parents=True)
+    influence = repo / INFLUENCE_REL
+    (influence / "pipeline" / "scripts").mkdir(parents=True)
+    (influence / ".influence-root").write_text("# 假仓库哨兵\n", encoding="utf-8")
     for series in series_list:
         for ep in series["episodes"]:
-            root = repo / ep["path"]
+            # path 是**子项目相对**（与真 series.json 同义）
+            root = influence / ep["path"]
             # exist_ok：重复 slug/path 的负例用例会两次落到同一目录
             (root / "script").mkdir(parents=True, exist_ok=True)
             (root / "script" / "narration.md").write_text(
@@ -63,10 +77,12 @@ def build_repo(tmp_path: Path, series_list: list[dict], files: dict[str, str]) -
                 f"export const theme = {{\n  x0: '{ep['accents'][0]}',\n}} as const;\n",
                 encoding="utf-8",
             )
-    (repo / "media" / "series.json").write_text(
+    (influence / "series.json").write_text(
         json.dumps({"seriesList": series_list}, ensure_ascii=False),
         encoding="utf-8",
     )
+    # 注意与 path 的不对称：files 的键是**仓库相对**，这样同一个 helper 既能落
+    # 受检文件（子项目内，被相对 glob 命中）也能落不受检文件（如 docs/other.md）。
     for rel, content in files.items():
         dest = repo / rel
         dest.parent.mkdir(parents=True, exist_ok=True)
@@ -75,9 +91,12 @@ def build_repo(tmp_path: Path, series_list: list[dict], files: dict[str, str]) -
 
 
 def run_check(repo: Path) -> tuple[int, str]:
-    # check_series 以脚本位置反推仓库根（parents[3]）；把脚本链路搬进 tmp 仓库镜像
-    mirror = repo / "media/pipeline/scripts/check_series.py"
+    # check_series 靠 .influence-root 哨兵定位子项目根，再由「apps/<name>」派生仓库根；
+    # 把脚本链路（含同目录依赖 paths.py）整体搬进 tmp 仓库镜像
+    mirror_dir = repo / INFLUENCE_REL / "pipeline" / "scripts"
+    mirror = mirror_dir / "check_series.py"
     mirror.write_bytes(Path(SCRIPT).read_bytes())
+    (mirror_dir / "paths.py").write_bytes(Path(PATHS_MOD).read_bytes())
     r = subprocess.run(
         [sys.executable, str(mirror)],
         capture_output=True,
@@ -96,7 +115,7 @@ def test_clean_repo_passes(tmp_path):
 
 def test_spoken_other_title_fails(tmp_path):
     repo = build_repo(tmp_path, [S("t", EP1, EP2)], {})
-    (repo / EP1["path"] / "script/narration.md").write_text(
+    (ep_root(repo, EP1) / "script/narration.md").write_text(
         "## P0\n\n- [p0-02] 上期我们讲过《乙集标题》。\n", encoding="utf-8"
     )
     rc, out = run_check(repo)
@@ -105,7 +124,7 @@ def test_spoken_other_title_fails(tmp_path):
 
 def test_spoken_own_title_passes(tmp_path):
     repo = build_repo(tmp_path, [S("t", EP1, EP2)], {})
-    (repo / EP1["path"] / "script/narration.md").write_text(
+    (ep_root(repo, EP1) / "script/narration.md").write_text(
         f"## P0\n\n- [p0-02] 欢迎来到《{EP1['title']}》。\n- [p0-03] 我们下期再见。\n",
         encoding="utf-8",
     )
@@ -115,14 +134,16 @@ def test_spoken_own_title_passes(tmp_path):
 
 def test_title_order_inverted_fails(tmp_path):
     # 中性位置（非本集工程内）出现 ≥2 集标题时按首现位置判序——knowledge-map/CHANGELOG 场景
-    files = {"media/notes.md": "先提《乙集标题》再提《甲集标题》，顺序倒置。\n"}
+    files = {
+        "apps/negentropy-influence/notes.md": "先提《乙集标题》再提《甲集标题》，顺序倒置。\n"
+    }
     repo = build_repo(tmp_path, [S("t", EP1, EP2)], files)
     rc, out = run_check(repo)
     assert rc == 1 and "规则2" in out
 
 
 def test_ordinal_binding_fails(tmp_path):
-    files = {"media/notes.md": "第一集是《乙集标题》。\n"}
+    files = {"apps/negentropy-influence/notes.md": "第一集是《乙集标题》。\n"}
     repo = build_repo(tmp_path, [S("t", EP1, EP2)], files)
     rc, out = run_check(repo)
     assert rc == 1 and "规则3" in out
@@ -130,7 +151,7 @@ def test_ordinal_binding_fails(tmp_path):
 
 def test_dead_link_fails(tmp_path):
     files = {
-        "media/ep-a/README.md": "# 甲集标题\n[已删除](../../video-package/README.md)\n"
+        "apps/negentropy-influence/episodes/ep-a/README.md": "# 甲集标题\n[已删除](../../video-package/README.md)\n"
     }
     repo = build_repo(tmp_path, [S("t", EP1, EP2)], files)
     rc, out = run_check(repo)
@@ -156,7 +177,9 @@ def test_two_series_each_numbered_from_one_passes(tmp_path):
 
 def test_cross_series_title_order_not_compared(tmp_path):
     """规则 2 只在系列内比顺序：先提 beta 首集再提 alpha 首集不构成倒置。"""
-    files = {"media/notes.md": "先提《丙集标题》，再提《甲集标题》。\n"}
+    files = {
+        "apps/negentropy-influence/notes.md": "先提《丙集标题》，再提《甲集标题》。\n"
+    }
     repo = build_repo(tmp_path, [S("alpha", EP1, EP2), S("beta", OTHER1)], files)
     rc, out = run_check(repo)
     assert rc == 0, out
@@ -165,7 +188,7 @@ def test_cross_series_title_order_not_compared(tmp_path):
 def test_cross_series_spoken_title_fails(tmp_path):
     """规则 1 跨系列全局：beta 的口播提到 alpha 的片名仍然 FAIL。"""
     repo = build_repo(tmp_path, [S("alpha", EP1, EP2), S("beta", OTHER1)], {})
-    (repo / OTHER1["path"] / "script/narration.md").write_text(
+    (ep_root(repo, OTHER1) / "script/narration.md").write_text(
         "## P0\n\n- [p0-02] 这和《甲集标题》讲的是一回事。\n", encoding="utf-8"
     )
     rc, out = run_check(repo)
@@ -174,7 +197,7 @@ def test_cross_series_spoken_title_fails(tmp_path):
 
 def test_ordinal_binding_matches_own_series_episode(tmp_path):
     """规则 3 判据是「标题 → 它自己的序号」：beta 首集旁写第一集合法。"""
-    files = {"media/notes.md": "第一集是《丙集标题》。\n"}
+    files = {"apps/negentropy-influence/notes.md": "第一集是《丙集标题》。\n"}
     repo = build_repo(tmp_path, [S("alpha", EP1, EP2), S("beta", OTHER1)], files)
     rc, out = run_check(repo)
     assert rc == 0, out
@@ -190,7 +213,7 @@ def test_duplicate_slug_across_series_fails(tmp_path):
 
 def test_series_without_episodes_exits(tmp_path):
     repo = build_repo(tmp_path, [S("alpha", EP1)], {})
-    (repo / "media" / "series.json").write_text(
+    (repo / INFLUENCE_REL / "series.json").write_text(
         json.dumps({"seriesList": [{"id": "empty", "episodes": []}]}),
         encoding="utf-8",
     )
diff --git a/apps/negentropy-influence/pipeline/tests/test_config.py b/apps/negentropy-influence/pipeline/tests/test_config.py
new file mode 100644
index 000000000..39cb8edee
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/tests/test_config.py
@@ -0,0 +1,226 @@
+"""pipeline.toml 的 schema / 默认值 / 校验。
+
+核心用例是 `test_real_episodes_resolve_identically_to_literal_values`：它把
+「从 4 集 toml 删掉机制常数」这次删除钉成**可证明的等价变换**——解析并填默认后
+的每一个 schema 已知键，必须仍等于删除前那些字面值。
+
+另一条要点是 `test_missing_config_announces_skipped_gate`：此前缺 pipeline.toml
+时时长预算门会静默退化为 [0, 999]，是个「你以为开着其实关着的门」。
+"""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+
+PIPELINE = Path(__file__).resolve().parents[1]
+INFLUENCE = PIPELINE.parent
+SCRIPTS = PIPELINE / "scripts"
+sys.path.insert(0, str(SCRIPTS))
+
+import config  # noqa: E402
+
+#: 删除前 4 集 toml 里逐字写着的值（机制常数）。删除后必须由默认值层还原出同一结果。
+LITERALS_BEFORE_DELETION = {
+    "narration.chars_per_min": 280,
+    "tts.lang": "ZH",
+    "render.draft_scale": 0.5,
+    "render.draft_jpeg_quality": 60,
+}
+
+
+def episodes() -> list[Path]:
+    return sorted(p for p in (INFLUENCE / "episodes").iterdir() if p.is_dir())
+
+
+def get(cfg: dict, dotted: str):
+    sec, key = dotted.split(".", 1)
+    return cfg.get(sec, {}).get(key)
+
+
+def test_real_episodes_validate_clean():
+    """4 集真实配置必须零 FAIL —— 否则 schema 与现实脱节。"""
+    for ep in episodes():
+        cfg, _origin, fails, _warns = config.load(ep, required=True)
+        assert not fails, f"{ep.name}: {fails}"
+
+
+def test_real_episodes_resolve_identically_to_literal_values():
+    """等价变换的证明：删掉的机制常数由默认值层原值还原。"""
+    for ep in episodes():
+        cfg, origin, _f, _w = config.load(ep, required=True)
+        for dotted, want in LITERALS_BEFORE_DELETION.items():
+            assert get(cfg, dotted) == want, f"{ep.name}.{dotted}"
+            assert origin[dotted] == "default", (
+                f"{ep.name}.{dotted} 应来自默认值层，实际 {origin[dotted]}"
+                "（机制常数不该抄回 toml）"
+            )
+
+
+def test_policy_declaration_stays_in_toml():
+    """engine 是策略声明（有可见替代项 + .engine 签名护栏），必须留在 toml。"""
+    for ep in episodes():
+        _cfg, origin, _f, _w = config.load(ep, required=True)
+        assert origin["tts.engine"] == "pipeline.toml", (
+            f"{ep.name}: tts.engine 退化成默认值 —— 它是决策记录，不是默认值"
+        )
+
+
+def test_machine_property_never_in_toml():
+    """server 是机器属性：只能来自默认值或环境变量，永不入受版本控制的 toml。"""
+    for ep in episodes():
+        _cfg, origin, _f, _w = config.load(ep, required=True)
+        assert origin["tts.server"] in {"default", "env:INDEXTTS_SERVER"}, (
+            f"{ep.name}: tts.server 被写进了 toml（机器属性不进共享配置）"
+        )
+
+
+def test_env_override_applies(monkeypatch):
+    monkeypatch.setenv("INDEXTTS_SERVER", "http://127.0.0.1:9999")
+    cfg, origin, _f, _w = config.load(episodes()[0], required=True)
+    assert get(cfg, "tts.server") == "http://127.0.0.1:9999"
+    assert origin["tts.server"] == "env:INDEXTTS_SERVER"
+
+
+def _write(tmp_path: Path, body: str) -> Path:
+    root = tmp_path / "some-episode-video"
+    root.mkdir()
+    (root / "pipeline.toml").write_text(body, encoding="utf-8")
+    return root
+
+
+def test_slug_must_match_directory_name(tmp_path):
+    """跨源身份校验：把无人读取的死数据变成两个 SSOT 之间的连接件。
+
+    它防的是 `cp -r` 出来的陈旧 toml 看起来很权威 —— 而现行脚手架就是 cp -r。
+    """
+    root = _write(
+        tmp_path,
+        '[episode]\nslug = "wrong-name-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\nengine = "edge"\n',
+    )
+    _cfg, _o, fails, _w = config.load(root, required=True)
+    assert any("与工程目录名" in f for f in fails), fails
+
+
+def test_unknown_key_warns_with_typo_hint(tmp_path):
+    root = _write(
+        tmp_path,
+        '[episode]\nslug = "some-episode-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\nengine = "edge"\nstyl = "sunny"\n',
+    )
+    _cfg, _o, fails, warns = config.load(root, required=True)
+    assert not fails, fails
+    assert any("tts.styl" in w and "tts.style" in w for w in warns), warns
+
+
+def test_out_of_range_and_shape_are_fails(tmp_path):
+    root = _write(
+        tmp_path,
+        '[episode]\nslug = "some-episode-video"\n[narration]\ntarget_minutes = [9.0, 2.0]\n[tts]\nengine = "edge"\n[render]\ndraft_scale = 3.0\n',
+    )
+    _cfg, _o, fails, _w = config.load(root, required=True)
+    assert any("target_minutes" in f for f in fails), fails
+    assert any("draft_scale" in f for f in fails), fails
+
+
+def test_conditional_required_keys_for_indextts(tmp_path):
+    """engine=indextts 时 ref/ref_sha1/style 变为必填；engine=edge 时不是。"""
+    common = '[episode]\nslug = "some-episode-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\n'
+    root = _write(tmp_path, common + 'engine = "indextts"\n')
+    _cfg, _o, fails, _w = config.load(root, required=True)
+    for k in ("tts.ref", "tts.ref_sha1", "tts.style"):
+        assert any(k in f for f in fails), f"{k} 应为条件必填：{fails}"
+
+    root2 = tmp_path / "edge-episode-video"
+    root2.mkdir()
+    (root2 / "pipeline.toml").write_text(
+        '[episode]\nslug = "edge-episode-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\nengine = "edge"\n',
+        encoding="utf-8",
+    )
+    _cfg, _o, fails2, _w = config.load(root2, required=True)
+    assert not fails2, fails2
+
+
+def test_ref_sha1_length_is_gated(tmp_path):
+    root = _write(
+        tmp_path,
+        '[episode]\nslug = "some-episode-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\nengine = "indextts"\nref = "pipeline/voices/x.wav"\nref_sha1 = "tooshort"\nstyle = "sunny"\n',
+    )
+    _cfg, _o, fails, _w = config.load(root, required=True)
+    assert any("ref_sha1" in f for f in fails), fails
+
+
+def test_scope_limits_required_key_enforcement(tmp_path):
+    """边界管理：每个消费者只校验自己消费的东西。
+
+    内容门（check_script，scope={"narration"}）**不得**因为「还没挑配音样本」
+    就拒绝检查分镜覆盖性——那是把 TTS 的前置条件强加给 ④⑤ 阶段。
+    这条曾经真的破过：全量校验让三个既有内容门用例直接变红。
+    """
+    root = _write(
+        tmp_path,
+        "[narration]\ntarget_minutes = [1.0, 2.0]\n",  # 无 episode.slug、无 tts.*
+    )
+    _cfg, _o, narrow, _w = config.load(root, required=True, scope={"narration"})
+    assert not narrow, f"内容门范围内不该有 FAIL：{narrow}"
+
+    _cfg, _o, full, _w = config.load(root, required=True)
+    assert any("episode.slug" in f for f in full), full
+    assert any("tts.ref" in f for f in full), full
+
+
+def test_unknown_key_warning_is_global_regardless_of_scope(tmp_path):
+    """typo 检测对谁都有用，且只是 WARN —— 故不受 scope 限制。"""
+    root = _write(
+        tmp_path,
+        '[narration]\ntarget_minutes = [1.0, 2.0]\n[tts]\nstyl = "sunny"\n',
+    )
+    _cfg, _o, _f, warns = config.load(root, required=True, scope={"narration"})
+    assert any("tts.styl" in w for w in warns), warns
+
+
+def test_non_table_section_reports_fail_instead_of_crashing(tmp_path):
+    """已知节写成标量（如 `episode = "slug"`）时不得崩溃——否则 validate() 的
+    「应为表」FAIL 分支不可达，且 status/doctor 这类诊断命令会一并死掉
+    （与「配置有病时诊断工具尤其该运行」的设计声明直接矛盾）。
+    """
+    root = _write(
+        tmp_path,
+        'episode = "some-episode-video"\n[narration]\ntarget_minutes = [1.0, 2.0]\n',
+    )
+    cfg, _o, fails, _w = config.load(root, required=True)
+    assert any("应为表" in f and "episode" in f for f in fails), fails
+    # 非表节按「键不存在」处理：其余节的解析不受牵连
+    assert cfg["narration"]["target_minutes"] == [1.0, 2.0]
+
+
+def test_missing_config_is_fatal_when_required_soft_otherwise(tmp_path):
+    root = tmp_path / "bare-episode-video"
+    root.mkdir()
+    _cfg, _o, fails, _w = config.load(root, required=True)
+    assert fails, "required=True 时缺文件必须是 FAIL"
+    _cfg, _o, fails2, warns2 = config.load(root, required=False)
+    assert not fails2 and warns2, "required=False 时缺文件应只 WARN"
+
+
+def test_missing_config_announces_skipped_gate():
+    """缺 target_minutes 时，时长预算门必须**点名说自己被跳过**。
+
+    此前它静默退化为 [0, 999]。用真实工程做：临时移走 toml，跑 check_script，
+    断言输出里出现那句 WARN，再原样放回。
+    """
+    ep = INFLUENCE / "episodes" / "claude-code-explained-video"
+    toml = ep / "pipeline.toml"
+    saved = toml.read_bytes()
+    toml.unlink()
+    try:
+        r = subprocess.run(
+            [sys.executable, str(SCRIPTS / "check_script.py"), "--project", str(ep)],
+            capture_output=True,
+            text=True,
+            check=False,
+        )
+        out = r.stdout + r.stderr
+        assert "跳过时长预算门" in out, out[-2000:]
+    finally:
+        toml.write_bytes(saved)
diff --git a/media/pipeline/tests/test_digest.py b/apps/negentropy-influence/pipeline/tests/test_digest.py
similarity index 100%
rename from media/pipeline/tests/test_digest.py
rename to apps/negentropy-influence/pipeline/tests/test_digest.py
diff --git a/apps/negentropy-influence/pipeline/tests/test_docs_paths.py b/apps/negentropy-influence/pipeline/tests/test_docs_paths.py
new file mode 100644
index 000000000..40736568c
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/tests/test_docs_paths.py
@@ -0,0 +1,186 @@
+"""文档与脚本文件头里**命令**的路径无关性执法。
+
+纪律（两类引用，方向相反）：
+  - **命令** → 必须用 `$I`/`$R`/`$P`/`$V` 变量。命令是可执行文本，变量化后与
+    子项目在仓库中的位置解耦，下次搬迁零改动。
+  - **散文里的 Markdown 链接** → 必须保持真实相对路径。AGENTS.md 强制可跳转
+    链接，且 `check_series.py` 规则 5 正在执法它们的存活；把链接变量化会一次性
+    造出十几条死链，并让规则 5 的覆盖面凭空缩小。
+
+本文件只管前者，三条判据：
+  1. 命令内不出现「子项目在仓库中的位置」字面量（skills/*.md）
+  2. 变量定义只存在于 pipeline/README.md，且位置字面量只写在 `I=` 一行
+  3. 同一条命令内不混用两种锚点 —— 迁移留下的 `$R + pipeline/voices/…` 组合在
+     任何 CWD 下都不成立，且因为不是 Markdown 链接，规则 5 完全看不到。判据 3
+     的受检面**必须**含 `.py`：脚本文件头的用法段既无围栏也无反引号。
+"""
+
+from __future__ import annotations
+
+import re
+from pathlib import Path
+
+PIPELINE = Path(__file__).resolve().parents[1]
+SKILLS = PIPELINE / "skills"
+
+#: 这些串出现在**命令**里即为回归——它们把命令钉死在当前目录布局上。
+FORBIDDEN_IN_COMMANDS = (
+    "apps/negentropy-influence/pipeline/scripts",
+    "apps/negentropy-influence/episodes",
+    "media/pipeline",
+    "media/<slug>-video",
+)
+
+FENCE_RE = re.compile(r"^```")
+#: 行内代码跨（skills/07 的命令就写成这种形态，不是围栏块）
+INLINE_CODE_RE = re.compile(r"`([^`\n]+)`")
+
+
+def fenced_blocks(text: str) -> list[tuple[int, str]]:
+    """→ [(起始行号, 块内文本)]。只取围栏代码块，散文一概不看。"""
+    out, buf, start, inside = [], [], 0, False
+    for i, line in enumerate(text.split("\n"), 1):
+        if FENCE_RE.match(line):
+            if inside:
+                out.append((start, "\n".join(buf)))
+                buf, inside = [], False
+            else:
+                inside, start = True, i
+            continue
+        if inside:
+            buf.append(line)
+    if inside:  # 悬空围栏本身也是缺陷（会把后续正文吞进代码块）
+        out.append((start, "\n".join(buf)))
+    return out
+
+
+def test_skill_docs_exist():
+    assert sorted(p.name[:2] for p in SKILLS.glob("*.md")) == [
+        f"{n:02d}" for n in range(1, 10)
+    ]
+
+
+def command_spans(text: str) -> list[tuple[str, str]]:
+    """命令出现的两种形态：围栏代码块 + 行内代码跨。
+
+    只覆盖围栏是不够的 —— skills/07 的两条命令就写在行内代码跨里，
+    漏掉它会让这条守卫在那个文件上空转。
+    """
+    spans = [(f"~{start}", block) for start, block in fenced_blocks(text)]
+    spans += [
+        ("行内", m.group(1))
+        for m in INLINE_CODE_RE.finditer(text)
+        if "uv run" in m.group(1) or "/scripts/" in m.group(1)
+    ]
+    return spans
+
+
+def test_no_hardcoded_paths_in_skill_commands():
+    offenders: list[str] = []
+    for p in sorted(SKILLS.glob("*.md")):
+        for where, block in command_spans(p.read_text(encoding="utf-8")):
+            for bad in FORBIDDEN_IN_COMMANDS:
+                if bad in block:
+                    offenders.append(f"{p.name}:{where} 命令内出现硬编码路径 {bad!r}")
+    assert not offenders, (
+        "命令须用 $R/$P 变量（定义见 pipeline/README.md）：\n  "
+        + "\n  ".join(offenders)
+    )
+
+
+def test_fences_are_balanced():
+    """悬空围栏会把正文困进代码块——本仓有过同类事故（Perceives 切片相位错位）。"""
+    for p in sorted(SKILLS.glob("*.md")):
+        n = sum(
+            1
+            for line in p.read_text(encoding="utf-8").split("\n")
+            if FENCE_RE.match(line)
+        )
+        assert n % 2 == 0, f"{p.name}: 围栏数 {n} 为奇数（悬空围栏）"
+
+
+#: 子项目在仓库中的位置。**全仓只允许出现在 pipeline/README.md 的 `I=` 一行**，
+#: 其余一切命令都从 `$I` 派生（`$R`/`$P`/`$V`）。
+LOCATION_LITERAL = "apps/negentropy-influence"
+
+
+def test_variable_convention_is_defined_exactly_once():
+    """`$I`/`$R`/`$P`/`$V` 的定义只允许出现在 pipeline/README.md（单一事实源）。
+
+    位置字面量只写一次（`I=`），其余变量派生自它 —— 否则搬迁时要改 N 处，
+    而这次迁移正是靠 N 处未同步暴露出来的。
+    """
+    readme = (PIPELINE / "README.md").read_text(encoding="utf-8")
+    for line in (
+        f"I={LOCATION_LITERAL}",
+        "R=$I/pipeline/scripts",
+        "P=$I/episodes/<slug>-video",
+        "V=$I/pipeline/voices",
+    ):
+        assert line in readme, f"pipeline/README.md 的路径变量约定缺 `{line}`"
+    for p in sorted(SKILLS.glob("*.md")):
+        text = p.read_text(encoding="utf-8")
+        assert f"I={LOCATION_LITERAL}" not in text, (
+            f"{p.name}: 重复定义了 $I —— 定义应只在 pipeline/README.md"
+        )
+        assert not re.search(r"^\s*[IRPV]=", text, re.MULTILINE), (
+            f"{p.name}: 自行赋值路径变量 —— skills 只引用不定义"
+        )
+
+
+#: 命令行的**行级**识别：不能只看围栏与行内代码跨——脚本文件头里的用法段既没有
+#: 围栏也没有反引号（tts_sample.py 就是），只覆盖那两种形态会让检查在 .py 上空转。
+COMMAND_LINE_RE = re.compile(r"(uv run|\.venv/bin/python|afplay|realpath)\b")
+
+
+def command_lines(text: str) -> list[tuple[int, str]]:
+    """→ [(行号, 整行)]，凡看起来是命令调用的行都算，续行一并接上。"""
+    out: list[tuple[int, str]] = []
+    lines = text.split("\n")
+    for i, line in enumerate(lines, 1):
+        if not COMMAND_LINE_RE.search(line):
+            continue
+        joined, j = line, i
+        while joined.rstrip().endswith("\\") and j < len(lines):
+            joined = joined.rstrip().rstrip("\\") + " " + lines[j]
+            j += 1
+        out.append((i, joined))
+    return out
+
+
+#: 混锚检测的受检面：命令散落在 skills 之外的这些文档与脚本文件头里，
+#: 而 2026-08 的迁移恰恰在这些地方留下了「$R + 子项目相对样本路径」的组合。
+def command_bearing_files() -> list[Path]:
+    out = sorted(SKILLS.glob("*.md"))
+    out += [
+        PIPELINE / "VOICE-CLONING.md",
+        PIPELINE / "INDEXTTS-2.5-ADVANCED.md",
+        PIPELINE / "voices" / "README.md",
+        PIPELINE / "templates" / "video-skeleton" / "README.md.tmpl",
+    ]
+    out += sorted((PIPELINE / "scripts").glob("*.py"))
+    out += sorted((PIPELINE.parent / "episodes").glob("*/README.md"))
+    return [p for p in out if p.is_file()]
+
+
+def test_no_mixed_anchor_commands():
+    """同一条命令里不得混用两种锚点。
+
+    `$I/$R/$P/$V` 同锚于**仓库根**；而 `pipeline.toml` 的 `tts.ref` 与
+    `series.json` 的 `path` 是**子项目根相对**（由 paths.INFLUENCE 拼接）。把后者
+    的写法搬进命令行就会造出 `$R/tts_sample.py --ref pipeline/voices/x.wav` 这类
+    **在任何 CWD 下都不成立**的命令——迁移后这个组合一次出现在 7 个文件里，
+    且因为不是 Markdown 链接，check_series 的规则 5 完全看不到。
+    """
+    subproject_relative = re.compile(r"(?<![\w./$<])(pipeline|episodes)/")
+    offenders: list[str] = []
+    for p in command_bearing_files():
+        for lineno, line in command_lines(p.read_text(encoding="utf-8")):
+            if not re.search(r"\$[IRPV]\b", line):
+                continue
+            if m := subproject_relative.search(line):
+                offenders.append(f"{p.name}:{lineno} `{m.group(0)}…` ← {line.strip()}")
+    assert not offenders, (
+        "命令内混用仓库根变量与子项目相对路径（样本路径请用 $V）：\n  "
+        + "\n  ".join(offenders)
+    )
diff --git a/media/pipeline/tests/test_engine_guard.py b/apps/negentropy-influence/pipeline/tests/test_engine_guard.py
similarity index 100%
rename from media/pipeline/tests/test_engine_guard.py
rename to apps/negentropy-influence/pipeline/tests/test_engine_guard.py
diff --git a/media/pipeline/tests/test_pron_marks.py b/apps/negentropy-influence/pipeline/tests/test_pron_marks.py
similarity index 100%
rename from media/pipeline/tests/test_pron_marks.py
rename to apps/negentropy-influence/pipeline/tests/test_pron_marks.py
diff --git a/media/pipeline/tests/test_prospect_ref.py b/apps/negentropy-influence/pipeline/tests/test_prospect_ref.py
similarity index 100%
rename from media/pipeline/tests/test_prospect_ref.py
rename to apps/negentropy-influence/pipeline/tests/test_prospect_ref.py
diff --git a/media/pipeline/tests/test_qa_checks.py b/apps/negentropy-influence/pipeline/tests/test_qa_checks.py
similarity index 100%
rename from media/pipeline/tests/test_qa_checks.py
rename to apps/negentropy-influence/pipeline/tests/test_qa_checks.py
diff --git a/apps/negentropy-influence/pipeline/tests/test_skeleton.py b/apps/negentropy-influence/pipeline/tests/test_skeleton.py
new file mode 100644
index 000000000..be34d8186
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/tests/test_skeleton.py
@@ -0,0 +1,381 @@
+"""骨架模板、漂移门与 scaffold 的执法。
+
+模板的存在意义是「给复制源头一个名字」。但一份新目录若无人校验，它就是**第 5 份
+副本**，净负。所以这里必须钉住三件事：
+  1. skeleton.toml 声明的路径在模板里真实存在（清单不能指空）
+  2. 模板与基线系列一致（模板不过期）
+  3. 漂移门有方向、逃逸表生效、且**能真的报警**（正控——一个不会红的门等于没门）
+
+另注：模板里的 `.tsx` 不被任何 tsconfig 覆盖，因此没有 tsc 检查。这不是漏洞，
+而是漂移门保证的性质：模板与真集字节相同 ⟹ 真集的 `tsc --noEmit` 传递性地
+验证了模板。门被关掉时会同时失去这层保障——该耦合已写入 skeleton.toml。
+"""
+
+from __future__ import annotations
+
+import json
+import subprocess
+import sys
+import tomllib
+from pathlib import Path
+
+PIPELINE = Path(__file__).resolve().parents[1]
+INFLUENCE = PIPELINE.parent
+SCRIPTS = PIPELINE / "scripts"
+TEMPLATE = PIPELINE / "templates" / "video-skeleton"
+VERIFY = SCRIPTS / "verify_skeleton.py"
+SCAFFOLD = SCRIPTS / "scaffold.py"
+
+GATED_CLASSES = ("frozen", "overridable", "regioned", "structured")
+
+
+def skeleton() -> dict:
+    return tomllib.loads((TEMPLATE / "skeleton.toml").read_text(encoding="utf-8"))
+
+
+def run(script: Path, *args: str) -> subprocess.CompletedProcess:
+    return subprocess.run(
+        [sys.executable, str(script), *args],
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+
+
+# ── 镜像子项目：正控在副本上做，绝不改真文件 ──────────────────────────────
+#
+# 正控必须**注入漂移**才能证明门会红，但注入对象一度是受版本控制的**已发布**分集
+# 文件（types.ts / package.json），还原只靠 try/finally：pytest 被 Ctrl-C 或进程
+# 被杀就会把 `// injected drift` 留在工作树里，两个 workspace 并行跑还会互相踩。
+# test_check_series.py 早已给出正解——在 tmp_path 里搭一个带 `.influence-root`
+# 哨兵的假子项目再跑脚本。verify_skeleton/scaffold 同样只靠哨兵定位，故照搬即可。
+
+
+def mirror(tmp_path: Path, *, episodes: list[str], scripts: tuple[str, ...]) -> Path:
+    """在 tmp_path 下搭一个最小可跑的子项目副本 → 返回镜像的子项目根。
+
+    只镜像门真正读的东西：哨兵 + series.json + 模板全量 + 受门档位对应的分集文件
+    + 指定脚本（含同目录依赖 paths.py）。REPO 由「子项目在 apps/<name>/」派生，
+    故这两级目录必须如实搭出来（与 test_check_series 的 INFLUENCE_REL 同理）。
+    """
+    import shutil
+
+    inf = tmp_path / "apps" / "negentropy-influence"
+    (inf / "pipeline" / "scripts").mkdir(parents=True)
+    (inf / ".influence-root").write_text("# 假子项目哨兵\n", encoding="utf-8")
+    shutil.copytree(TEMPLATE, inf / "pipeline" / "templates" / "video-skeleton")
+    for name in (*scripts, "paths.py"):
+        shutil.copy2(SCRIPTS / name, inf / "pipeline" / "scripts" / name)
+
+    skel = skeleton()
+    gated = [rel for cls in GATED_CLASSES for rel in skel["classes"].get(cls, [])]
+    for slug in episodes:
+        for rel in gated:
+            src = INFLUENCE / "episodes" / slug / rel
+            if not src.is_file():
+                continue
+            dst = inf / "episodes" / slug / rel
+            dst.parent.mkdir(parents=True, exist_ok=True)
+            shutil.copy2(src, dst)
+    (inf / "episodes").mkdir(exist_ok=True)
+    return inf
+
+
+def write_series(inf: Path, series: list[tuple[str, list[str]]]) -> None:
+    (inf / "series.json").write_text(
+        json.dumps(
+            {
+                "seriesList": [
+                    {
+                        "id": sid,
+                        "title": sid,
+                        "rule": "",
+                        "episodes": [
+                            {"episode": i, "slug": s, "path": f"episodes/{s}"}
+                            for i, s in enumerate(slugs, 1)
+                        ],
+                    }
+                    for sid, slugs in series
+                ]
+            },
+            ensure_ascii=False,
+        ),
+        encoding="utf-8",
+    )
+
+
+def test_declared_paths_exist_in_template():
+    """清单不能指空——一条指向不存在文件的 frozen 记录是静默失效的门。"""
+    skel = skeleton()
+    missing = []
+    for cls in GATED_CLASSES:
+        for rel in skel["classes"].get(cls, []):
+            # .tmpl 后缀的模板文件对应生成物同名去后缀
+            if (
+                not (TEMPLATE / rel).is_file()
+                and not (TEMPLATE / f"{rel}.tmpl").is_file()
+            ):
+                missing.append(f"{cls}:{rel}")
+    assert not missing, f"skeleton.toml 声明了模板中不存在的路径：{missing}"
+
+
+def test_every_template_file_is_classified():
+    """反向：模板里的每个文件都该有档位归属，否则新增文件会悄悄不受门。"""
+    skel = skeleton()
+    classified = {
+        rel
+        for cls in (*GATED_CLASSES, "seeded")
+        for rel in skel["classes"].get(cls, [])
+    }
+    template_only = {"skeleton.toml", "scenes-EXAMPLE.tsx.txt"}
+    unclassified = []
+    for p in TEMPLATE.rglob("*"):
+        if not p.is_file() or p.name in template_only or p.name == ".gitkeep":
+            continue
+        rel = str(p.relative_to(TEMPLATE))
+        if rel.endswith(".tmpl"):
+            rel = rel[: -len(".tmpl")]
+        if rel not in classified:
+            unclassified.append(rel)
+    assert not unclassified, f"模板文件未归档位（不受任何门约束）：{unclassified}"
+
+
+def test_drift_entries_reference_real_episodes_and_paths():
+    """逃逸表不能指向不存在的集或路径——陈旧豁免会静默放行真实漂移。"""
+    skel = skeleton()
+    slugs = {p.name for p in (INFLUENCE / "episodes").iterdir() if p.is_dir()}
+    for d in skel.get("drift", []):
+        assert d["episode"] in slugs, f"drift 指向不存在的集：{d['episode']}"
+        assert (INFLUENCE / "episodes" / d["episode"] / d["path"]).is_file(), (
+            f"drift 指向不存在的文件：{d['episode']}/{d['path']}"
+        )
+        assert d.get("reason", "").strip(), (
+            f"{d['episode']}/{d['path']} 缺 reason —— 逃逸口必须被记录，"
+            "无理由的豁免下一个人无法判断能否撤销"
+        )
+        # 机制上允许缺 fingerprint（向前兼容），但策略上不允许：不钉指纹的豁免
+        # 等于「该文件从此永久免检」，包括与 reason 无关的后续改动。
+        assert len(d.get("fingerprint", "")) == 12, (
+            f"{d['episode']}/{d['path']} 缺 12 位 fingerprint —— 未钉指纹的豁免"
+            "会把该文件此后的任何漂移一并放行；当前值可从 verify_skeleton.py 报告里取"
+        )
+
+
+def test_baseline_series_exists():
+    skel = skeleton()
+    ids = {
+        s["id"]
+        for s in json.loads((INFLUENCE / "series.json").read_text(encoding="utf-8"))[
+            "seriesList"
+        ]
+    }
+    assert skel["baselineOf"] in ids, (
+        f"baselineOf={skel['baselineOf']!r} 不在 series.json"
+    )
+
+
+def test_gate_is_currently_clean():
+    """全部既有漂移都已登记 —— 否则门一上线就红，而一上线就红的门会被立刻关掉。"""
+    r = run(VERIFY, "--strict")
+    assert r.returncode == 0, r.stdout + r.stderr
+    assert "未登记漂移 0 处" in r.stdout, r.stdout
+
+
+#: 正控用的两集：当前对全部受门档位都与模板一致，且在 skeleton.toml 里**无**
+#: drift 条目——否则真登记表会把注入的漂移顺手豁免掉，正控自己失效。
+CLEAN_A = "claude-code-explained-video"
+CLEAN_B = "experience-era-agents-video"
+
+
+def test_gate_actually_detects_drift(tmp_path):
+    """**正控**：制造一处未登记漂移，门必须报出来并在 --strict 下失败。
+
+    一个不会红的门等于没门。本条是这套机制的合法性来源。注入发生在镜像副本上。
+    """
+    inf = mirror(tmp_path, episodes=[CLEAN_A], scripts=("verify_skeleton.py",))
+    write_series(inf, [("solo", [CLEAN_A])])
+    verify = inf / "pipeline" / "scripts" / "verify_skeleton.py"
+    assert run(verify, "--strict").returncode == 0, "镜像基线本身就不干净"
+
+    victim = inf / "episodes" / CLEAN_A / "video" / "src" / "types.ts"
+    victim.write_bytes(victim.read_bytes() + b"\n// positive-control: injected drift\n")
+    r = run(verify, "--strict")
+    assert r.returncode == 1, f"门未能失败：\n{r.stdout}"
+    assert "types.ts" in r.stdout, r.stdout
+
+
+def test_gate_catches_structured_drift_via_tmpl_fallback(tmp_path):
+    """**正控（structured 档）**：模板侧只有 `package.json.tmpl`，fingerprint 曾因此
+    返回 None、I2 整段跳过——单集系列连 I1 也无比较对象，package.json 于是完全
+    不受门。注入依赖漂移必须被 STALE 抓到（回退读 .tmpl 后模板指纹可得）。
+    """
+    inf = mirror(tmp_path, episodes=[CLEAN_A], scripts=("verify_skeleton.py",))
+    write_series(inf, [("solo", [CLEAN_A])])
+    verify = inf / "pipeline" / "scripts" / "verify_skeleton.py"
+
+    victim = inf / "episodes" / CLEAN_A / "video" / "package.json"
+    d = json.loads(victim.read_text(encoding="utf-8"))
+    d["dependencies"]["react"] = "^18.0.0"  # 依赖漂移 = structured 档的执法对象
+    victim.write_text(json.dumps(d, ensure_ascii=False, indent=2), encoding="utf-8")
+    r = run(verify, "--strict")
+    assert r.returncode == 1, f"structured 漂移未被抓住：\n{r.stdout}"
+    assert "package.json" in r.stdout, r.stdout
+
+
+def register_drift(inf: Path, episode: str, rel: str, fingerprint: str | None) -> None:
+    """往镜像的 skeleton.toml 追加一条 `[[drift]]`。"""
+    toml = inf / "pipeline" / "templates" / "video-skeleton" / "skeleton.toml"
+    pin = f'fingerprint = "{fingerprint}"\n' if fingerprint else ""
+    with toml.open("a", encoding="utf-8") as fh:
+        fh.write(
+            f'\n[[drift]]\nepisode = "{episode}"\npath = "{rel}"\n{pin}'
+            'reason = "正控用条目"\n'
+        )
+
+
+def test_registered_drift_is_pinned_to_its_fingerprint(tmp_path):
+    """**正控（豁免失效）**：登记表以 (episode, path) 为键，若不钉指纹，该文件此后
+    对任何改动都永久免检——而 Main.tsx 恰是每集都要动的文件。指纹相符才放行，
+    偏离内容一变必须报 DRIFT-CHANGED 并使 --strict 失败。
+    """
+    import verify_skeleton as vs
+
+    rel = "video/src/types.ts"
+    inf = mirror(tmp_path, episodes=[CLEAN_A, CLEAN_B], scripts=("verify_skeleton.py",))
+    write_series(inf, [("pair", [CLEAN_A, CLEAN_B])])
+    verify = inf / "pipeline" / "scripts" / "verify_skeleton.py"
+
+    # B 集偏离（A 集仍等于模板，故 I1 有方向、能走到 DRIFT-CHANGED 分支）
+    victim = inf / "episodes" / CLEAN_B / rel
+    victim.write_bytes(victim.read_bytes() + b"\n// drift v1\n")
+    fp_v1 = vs.fingerprint(victim, rel, "frozen")
+
+    register_drift(inf, CLEAN_B, rel, fp_v1)
+    assert run(verify, "--strict").returncode == 0, "指纹相符却未放行"
+
+    # 偏离内容再变一次：同一条登记不得继续兜住它
+    victim.write_bytes(victim.read_bytes() + b"\n// drift v2\n")
+    r = run(verify, "--strict")
+    assert r.returncode == 1, f"豁免未随偏离改变而失效：\n{r.stdout}"
+    assert "DRIFT-CHANGED" in r.stdout, r.stdout
+
+
+def test_i2_honours_the_drift_registry(tmp_path):
+    """I2 必须与 I1 共用逃逸口：单集系列的 I1 是空条件，若 I2 不查登记表，
+    给单集系列登记一条合法偏离后 `--strict` 永远红、登记者无路可走。
+    """
+    import verify_skeleton as vs
+
+    rel = "video/src/types.ts"
+    inf = mirror(tmp_path, episodes=[CLEAN_A], scripts=("verify_skeleton.py",))
+    write_series(inf, [("solo", [CLEAN_A])])
+    verify = inf / "pipeline" / "scripts" / "verify_skeleton.py"
+
+    victim = inf / "episodes" / CLEAN_A / rel
+    victim.write_bytes(victim.read_bytes() + b"\n// legit episode-local deviation\n")
+    assert run(verify, "--strict").returncode == 1, "未登记的偏离竟然放行"
+
+    register_drift(inf, CLEAN_A, rel, vs.fingerprint(victim, rel, "frozen"))
+    r = run(verify, "--strict")
+    assert r.returncode == 0, f"已登记的偏离仍被 STALE 判红：\n{r.stdout}"
+
+
+def test_scaffold_produces_gate_clean_episode(tmp_path):
+    """scaffold 出来的新集必须立刻通过冻结档比对（模板即真理）。
+
+    在镜像里 scaffold：真 `episodes/` 下不留探针目录，也不怕并行跑测试互踩。
+    """
+    import hashlib
+
+    slug = "pytest-probe-video"
+    inf = mirror(tmp_path, episodes=[], scripts=("verify_skeleton.py", "scaffold.py"))
+    write_series(inf, [("solo", [CLEAN_A])])
+    r = run(inf / "pipeline" / "scripts" / "scaffold.py", slug, "--title", "自检")
+    assert r.returncode == 0, r.stdout + r.stderr
+
+    dest = inf / "episodes" / slug
+    skel = skeleton()
+    for rel in skel["classes"]["frozen"]:
+        a = hashlib.md5((TEMPLATE / rel).read_bytes()).hexdigest()
+        b = hashlib.md5((dest / rel).read_bytes()).hexdigest()
+        assert a == b, f"scaffold 产物与模板不一致：{rel}"
+    # scenes/ 刻意留空；样例只留在模板
+    assert not (dest / "scenes-EXAMPLE.tsx.txt").exists()
+    assert not any((dest / "video/src/scenes").glob("*.tsx"))
+    # Main.tsx 不得带来别集的场景 import —— 否则新集开箱即 module-not-found
+    main = (dest / "video/src/Main.tsx").read_text(encoding="utf-8")
+    assert "./scenes/" not in main, "模板 Main.tsx 残留了某一集的场景 import"
+    # 占位符必须全部渲染
+    for rel in ("pipeline.toml", "README.md", "video/package.json"):
+        assert "{{" not in (dest / rel).read_text(encoding="utf-8"), rel
+    # 未登记到 series.json 的工程会被门点名
+    out = run(inf / "pipeline" / "scripts" / "verify_skeleton.py").stdout
+    assert slug in out and "未登记到 series.json" in out, out
+
+
+def test_scaffolded_config_does_not_block_authoring_stages(tmp_path):
+    """scaffold 产出的 pipeline.toml 必须通过 config 校验：占位符自身不合规会让
+    新集连 `pipeline.py build`（Stage ③，与 TTS 无关）都跑不起来。
+    """
+    import config
+
+    slug = "pytest-probe-video"
+    inf = mirror(tmp_path, episodes=[], scripts=("scaffold.py",))
+    assert (
+        run(
+            inf / "pipeline" / "scripts" / "scaffold.py", slug, "--title", "自检"
+        ).returncode
+        == 0
+    )
+    dest = inf / "episodes" / slug
+    _cfg, _origin, fails, _warns = config.load(dest, required=True)
+    assert not fails, f"scaffold 产物未通过配置校验：{fails}"
+
+
+def test_scaffold_rejects_bad_slug_and_existing_dir():
+    r = run(SCAFFOLD, "no-suffix", "--title", "x")
+    assert r.returncode != 0 and "-video" in (r.stdout + r.stderr)
+    r = run(SCAFFOLD, "claude-code-explained-video", "--title", "x")
+    assert r.returncode != 0 and "已存在" in (r.stdout + r.stderr)
+
+
+def test_template_readme_qa_commands_are_runnable():
+    """模板 README 是每个新集经 scaffold 继承的「复现流水线」正典，qa 命令必须
+    与 pipeline.py 的真实参数契约一致——曾整段缺 --video，照抄即 parser.error。
+    """
+    import re
+
+    text = (TEMPLATE / "README.md.tmpl").read_text(encoding="utf-8")
+    qa_cmds = re.findall(r"^\s*uv run.*pipeline\.py.*\bqa\b.*$", text, re.MULTILINE)
+    assert qa_cmds, "模板 README 里没找到 qa 命令（检测器失效？）"
+    for cmd in qa_cmds:
+        assert "--video" in cmd, f"qa 命令缺 --video：{cmd}"
+        # pipeline.py 以 cwd=<分集工程> 启动 qa_frames，后者 Path(video).resolve()
+        # ⇒ 产物路径必须**工程相对**。`$P/out/…` 会被解析成 <工程>/$P/out/… 而落空。
+        assert "--video out/" in cmd, f"qa 产物路径应为工程相对（out/…）：{cmd}"
+        assert "$P/out/" not in cmd, (
+            f"qa 产物路径不可用 $P 锚定（那是直调 qa_frames.py 才对的写法）：{cmd}"
+        )
+
+
+def test_paths_docstring_lists_all_real_importers():
+    """paths.py 的「导入边界（承重，勿破）」须与实际导入方一致——契约在落地时
+    就与代码矛盾的话，下一位读者会误判新增脚本违规。
+    """
+    import re
+
+    doc = (SCRIPTS / "paths.py").read_text(encoding="utf-8")
+    m = re.search(r"## 导入边界.*?`(.*?)`.*?可以 `import paths`", doc, re.DOTALL)
+    assert m, "paths.py 导入边界小节形态变化，检测器该更新了"
+    import subprocess
+
+    r = subprocess.run(
+        ["grep", "-l", r"from paths import", "-r", str(SCRIPTS)],
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    real = {Path(p).name for p in r.stdout.split()} - {"paths.py"}
+    allowed = set(re.findall(r"`(\w+\.py)`", doc))
+    assert real <= allowed, f"实际导入方超出清单：{real - allowed}"
+    assert "tts.py" not in real, "红线：tts.py 不可 import paths（拷出路径会断）"
diff --git a/media/pipeline/tests/test_source_ledger.py b/apps/negentropy-influence/pipeline/tests/test_source_ledger.py
similarity index 100%
rename from media/pipeline/tests/test_source_ledger.py
rename to apps/negentropy-influence/pipeline/tests/test_source_ledger.py
diff --git a/apps/negentropy-influence/pipeline/tests/test_stages.py b/apps/negentropy-influence/pipeline/tests/test_stages.py
new file mode 100644
index 000000000..1b48d307a
--- /dev/null
+++ b/apps/negentropy-influence/pipeline/tests/test_stages.py
@@ -0,0 +1,121 @@
+"""stages.toml 的执法。
+
+**这个文件是 stages.toml 的存在许可证。** 一份没有消费者的声明是第四个事实源，
+严格劣于「散文 + 子命令 + mermaid + 路由表」四处漂移的现状——因为它多了一处
+可漂移的地方却没有换来任何约束。砍范围时宁可砍 `pipeline.py stages` 子命令
+（那只是便利），也不能砍这里。
+
+覆盖五条：
+  1. skill 指针全部真实存在
+  2. commands 每一项都是 pipeline.py 真实注册的子命令
+  3. ordinal 恰好是 ①..⑨、无重无缺
+  4. 每篇 skill 文档的 H1 与声明（ordinal / name / 文件号）逐字相符
+  5. .agent 路由壳的速查表覆盖全部九个 skill 文档（**校验而非生成**：生成物
+     会被手改，那是更隐蔽的第二事实源）
+"""
+
+from __future__ import annotations
+
+import re
+import sys
+import tomllib
+from pathlib import Path
+
+PIPELINE = Path(__file__).resolve().parents[1]
+INFLUENCE = PIPELINE.parent
+STAGES_TOML = PIPELINE / "stages.toml"
+PIPELINE_PY = PIPELINE / "scripts" / "pipeline.py"
+ROUTER = (
+    INFLUENCE.parents[1] / ".agent" / "skills" / "science-video-pipeline" / "SKILL.md"
+)
+
+ORDINALS = "①②③④⑤⑥⑦⑧⑨"
+
+sys.path.insert(0, str(PIPELINE / "scripts"))
+
+
+def stages() -> list[dict]:
+    return tomllib.loads(STAGES_TOML.read_text(encoding="utf-8"))["stage"]
+
+
+def test_skill_pointers_exist():
+    """skill 是**子项目相对**的轻量指针，全部须落到真实文件。"""
+    for st in stages():
+        target = INFLUENCE / st["skill"]
+        assert target.is_file(), f"{st['id']}: skill 指针失效 {st['skill']}"
+
+
+def test_commands_are_registered_subcommands():
+    """commands 不得声明 pipeline.py 里不存在的子命令（防声明与实现漂移）。"""
+    src = PIPELINE_PY.read_text(encoding="utf-8")
+    registered = set(re.findall(r'add_parser\("([a-z-]+)"', src))
+    assert registered, "未能从 pipeline.py 解析出任何子命令——解析器该更新了"
+    for st in stages():
+        for c in st["commands"]:
+            assert c in registered, (
+                f"{st['id']}: 声明了子命令 {c!r}，但 pipeline.py 未注册"
+                f"（已注册：{sorted(registered)}）"
+            )
+
+
+def test_ordinals_are_exactly_one_through_nine():
+    got = [st["ordinal"] for st in stages()]
+    assert got == list(ORDINALS), f"ordinal 应恰为 ①..⑨ 且按序声明，实际 {got}"
+
+
+def test_kind_is_known_and_authored_stages_own_no_generation():
+    """kind 只有两个取值；tooled 阶段必须至少有一个子命令（否则「工具生成」无从发生）。"""
+    for st in stages():
+        assert st["kind"] in {"authored", "tooled"}, (
+            f"{st['id']}: 未知 kind {st['kind']!r}"
+        )
+        if st["kind"] == "tooled":
+            assert st["commands"], f"{st['id']}: 声明为 tooled 却没有任何子命令"
+
+
+def test_skill_h1_matches_declaration():
+    """H1 形态统一为 `# Stage <序号> <名字>（skill 规格 · <NN>）`。
+
+    这一条把「文件 06 是第 ⑦ 阶段」从读者要自己撞见的陷阱，变成文件第一行就说、
+    且改错就红的事实。
+    """
+    for st in stages():
+        p = INFLUENCE / st["skill"]
+        nn = p.name[:2]
+        want = f"# Stage {st['ordinal']} {st['name']}（skill 规格 · {nn}）"
+        first = p.read_text(encoding="utf-8").split("\n", 1)[0]
+        assert first == want, f"{p.name} H1 不符：\n  实际 {first!r}\n  期望 {want!r}"
+
+
+def test_declared_misalignment_is_real():
+    """守住那个反直觉事实本身：⑥↔07、⑦↔06。
+
+    若将来真去重命名文件，本条会红——那正是提醒：入链 ≥5 处需同步。
+    """
+    by_ord = {st["ordinal"]: Path(st["skill"]).name for st in stages()}
+    assert by_ord["⑥"].startswith("07-"), "⑥ 不再对应 07-*，请同步所有入链"
+    assert by_ord["⑦"].startswith("06-"), "⑦ 不再对应 06-*，请同步所有入链"
+
+
+def test_router_table_covers_every_skill():
+    """.agent 路由壳必须链到全部九篇规格。
+
+    路由表把 ④⑤ 合并成一行（8 行覆盖 9 阶段），故按「文件是否被链接」判定，
+    而非按行数——判据要贴着不变量，不贴着排版。
+    """
+    assert ROUTER.is_file(), f"路由壳不存在：{ROUTER}"
+    text = ROUTER.read_text(encoding="utf-8")
+    for st in stages():
+        name = Path(st["skill"]).name
+        assert name in text, f"路由壳未链到 {name}（{st['id']}）"
+
+
+def test_router_declares_subproject_ssot_paths():
+    """路由壳自称「内容 SSOT 在 skills/、工具 SSOT 在 scripts/」，这两条路径须真实。
+
+    迁移会一次性打断它的 13 条链接，而此前**没有任何检查**覆盖它。
+    """
+    text = ROUTER.read_text(encoding="utf-8")
+    for rel in ("pipeline/skills/", "pipeline/scripts/"):
+        assert rel in text, f"路由壳未声明 SSOT 路径 {rel}"
+        assert (INFLUENCE / rel).is_dir(), f"SSOT 路径不存在：{rel}"
diff --git a/media/pipeline/tests/test_timeline.py b/apps/negentropy-influence/pipeline/tests/test_timeline.py
similarity index 100%
rename from media/pipeline/tests/test_timeline.py
rename to apps/negentropy-influence/pipeline/tests/test_timeline.py
diff --git a/media/pipeline/tests/test_tts_bench.py b/apps/negentropy-influence/pipeline/tests/test_tts_bench.py
similarity index 100%
rename from media/pipeline/tests/test_tts_bench.py
rename to apps/negentropy-influence/pipeline/tests/test_tts_bench.py
diff --git a/media/pipeline/voices/README.md b/apps/negentropy-influence/pipeline/voices/README.md
similarity index 81%
rename from media/pipeline/voices/README.md
rename to apps/negentropy-influence/pipeline/voices/README.md
index f50d4708c..72d3baaa2 100644
--- a/media/pipeline/voices/README.md
+++ b/apps/negentropy-influence/pipeline/voices/README.md
@@ -16,22 +16,22 @@
 
 ```bash
 # 0) 长录音里挑哪一段？先按客观指标筛候选（F0/起伏/音节率/谱质心）：
-uv run --no-project --with soundfile --with numpy media/pipeline/scripts/prospect_ref.py \
+uv run --no-project --with soundfile --with numpy $R/prospect_ref.py \
     ~/Documents/dify/me-1.mp3 --window 12
 
 # 1) 裁剪并规范化（当前推荐档：me-1.mp3 的 [0.36s, 12.36s)，sunny 风格即在此样本上定档）：
-uv run --no-project --with soundfile media/pipeline/scripts/prepare_ref.py \
+uv run --no-project --with soundfile $R/prepare_ref.py \
     ~/Documents/dify/me-1.mp3 --start 0.36 --duration 12 \
-    --out media/pipeline/voices/me-bright.wav
+    --out $V/me-bright.wav
 
 # 2) 先用单句小样试听择优（不需要视频工程）：
-uv run --no-project --with mutagen media/pipeline/scripts/tts_sample.py \
-    --ref media/pipeline/voices/me-bright.wav --all-styles --play
+uv run --no-project --with mutagen $R/tts_sample.py \
+    --ref $V/me-bright.wav --all-styles --play
 
 # 3) 定稿后全量合成：
-uv run --no-project --with mutagen media/pipeline/scripts/tts.py \
-    --project media/<工程> --engine indextts \
-    --ref media/pipeline/voices/me-bright.wav --style sunny
+uv run --no-project --with mutagen $R/tts.py \
+    --project $P --engine indextts \
+    --ref $V/me-bright.wav --style sunny
 ```
 
 **样本决定基线**：克隆会连韵律一起继承，样本比参数更关键——同一位说话人换一段录音，克隆音的音高可差 12~16%、语调起伏差 25~40%（实测见 [VOICE-CLONING.md](../VOICE-CLONING.md) §3.3）。
diff --git a/media/pipeline/voices/refs.toml b/apps/negentropy-influence/pipeline/voices/refs.toml
similarity index 100%
rename from media/pipeline/voices/refs.toml
rename to apps/negentropy-influence/pipeline/voices/refs.toml
diff --git a/apps/negentropy-influence/pyproject.toml b/apps/negentropy-influence/pyproject.toml
new file mode 100644
index 000000000..66bd1d301
--- /dev/null
+++ b/apps/negentropy-influence/pyproject.toml
@@ -0,0 +1,27 @@
+# negentropy-influence 工具配置
+#
+# **刻意不含 `[project]` 表** —— 本目录不是可构建的 Python 包：全部脚本经
+# `uv run --no-project` + 调用点 `--with` 注入依赖运行，不参与任何 uv workspace。
+# 加了 `[project]` 会让 `uv run`（不带 --no-project）试图构建安装本目录。
+#
+# **刻意不含 `[tool.ruff]`** —— 管线当前以 ruff **默认档**（line-length 88）通过
+# pre-commit 门（实测 `check` 全过、31 文件 format 全净）。一旦在此声明配置，
+# ruff 的向上配置发现就会开始命中本目录：实测 `line-length = 120` 会重排
+# 24/31 个文件，把语义 diff 彻底埋掉并毁掉整条管线的 git blame。
+# 要改风格请单独开 PR，并在其中承担那次重排。
+#
+# **刻意不放 `package.json`** —— 根 `pnpm-workspace.yaml` 的 `apps/*` 是 depth-1
+# glob，会当场把本子项目吸进根 workspace，击穿各分集 `--ignore-workspace` 的
+# 隔离前提。各分集的 `video/` 在 depth 4，不被匹配，安全。
+
+[tool.pytest.ini_options]
+# 此前这套测试没有任何 pytest 配置、也没有文档化的运行命令：
+#   rootdir 由参数向上推断、无 configfile。现在固定下来。
+# 依赖需在调用侧注入（本套无 requirements）：
+#   uv run --no-project --with pytest --with numpy --with pillow --with mutagen \
+#       --with soundfile python -m pytest apps/negentropy-influence/pipeline/tests -q
+# 不设 pythonpath：conftest.py 已注入 scripts/，第二套机制即 split-brain。
+# 不设 --cov：本套的价值是全量 5 秒内跑完、零基建依赖。
+# 刻意不在任何文档里写测试条数：它每加一个用例就漂，且三处曾各写 130/164/实际值。
+testpaths = ["pipeline/tests"]
+addopts = "-q"
diff --git a/media/series.json b/apps/negentropy-influence/series.json
similarity index 92%
rename from media/series.json
rename to apps/negentropy-influence/series.json
index ea8aa2a0f..dbe9da600 100644
--- a/media/series.json
+++ b/apps/negentropy-influence/series.json
@@ -4,12 +4,12 @@
       "id": "self-evolution",
       "title": "自进化系列科普视频",
       "sourceKind": "paper",
-      "rule": "各集独立成片。口播文本严禁出现其他集标题、集数序号或「上一集/上期/第 N 集」等顺序词；序号只存在于视觉层与本文件，据此保证发布顺序变更的 TTS 代价为零（「下期再见」一类顺序无关的收尾语不受此限）。校验器：media/pipeline/scripts/check_series.py。",
+      "rule": "各集独立成片。口播文本严禁出现其他集标题、集数序号或「上一集/上期/第 N 集」等顺序词；序号只存在于视觉层与本文件，据此保证发布顺序变更的 TTS 代价为零（「下期再见」一类顺序无关的收尾语不受此限）。校验器：pipeline/scripts/check_series.py（路径均为本子项目相对）。",
       "episodes": [
         {
           "episode": 1,
           "slug": "experience-era-agents-video",
-          "path": "media/experience-era-agents-video",
+          "path": "episodes/experience-era-agents-video",
           "title": "上线之后，AI 才开始上学",
           "topic": "部署之后经验怎么攒",
           "cardSub": "经验 · 怎么攒",
@@ -32,7 +32,7 @@
         {
           "episode": 2,
           "slug": "self-improving-agents-video",
-          "path": "media/self-improving-agents-video",
+          "path": "episodes/self-improving-agents-video",
           "title": "AI 如何自己变强？",
           "topic": "自我进化改什么",
           "cardSub": "自我进化 · 改什么",
@@ -54,7 +54,7 @@
         {
           "episode": 3,
           "slug": "self-evolving-coding-agents-video",
-          "path": "media/self-evolving-coding-agents-video",
+          "path": "episodes/self-evolving-coding-agents-video",
           "title": "会写代码的 AI，开始给自己写代码",
           "topic": "代码领域全图",
           "cardSub": "代码田野 · 全图",
@@ -84,7 +84,7 @@
         {
           "episode": 1,
           "slug": "claude-code-explained-video",
-          "path": "media/claude-code-explained-video",
+          "path": "episodes/claude-code-explained-video",
           "title": "拆开 Claude Code：让 AI 动手的四层机制",
           "topic": "工具与执行的四层机制",
           "cardSub": "工具与执行 · 四层",
diff --git a/media/series.md b/apps/negentropy-influence/series.md
similarity index 61%
rename from media/series.md
rename to apps/negentropy-influence/series.md
index 6239c705f..b56637a77 100644
--- a/media/series.md
+++ b/apps/negentropy-influence/series.md
@@ -16,9 +16,9 @@
 
 | # | 作品 | 一句话主题 | 视觉契约（主色） | 源论文 | 状态 |
 |---|---|---|---|---|---|
-| 1 | [《上线之后，AI 才开始上学》](./experience-era-agents-video/README.md) | 部署之后经验怎么攒 | 金/青/紫 | 清华×Frontis 88 页综述（无 arXiv 号），2026-06 | **v3 就绪**（内容校准 + sunny-steady 全片重配，成片 14:01；源码含未重渲改动：P3 格阵落格校准） |
-| 2 | [《AI 如何自己变强？》](./self-improving-agents-video/README.md) | 自我进化改什么 | 蓝/橙 | arXiv:2607.13104（Schmidhuber 团队），2026-07 | 就绪（待升级 sunny-steady，未排期） |
-| 3 | [《会写代码的 AI，开始给自己写代码》](./self-evolving-coding-agents-video/README.md) | 代码领域全图 | 绿/洋红 | arXiv:2608.03392（NJUST×NJU），2026-08 | 就绪（源码含未重渲改动；待升级 sunny-steady） |
+| 1 | [《上线之后，AI 才开始上学》](./episodes/experience-era-agents-video/README.md) | 部署之后经验怎么攒 | 金/青/紫 | 清华×Frontis 88 页综述（无 arXiv 号），2026-06 | **v3 就绪**（内容校准 + sunny-steady 全片重配，成片 14:01；源码含未重渲改动：P3 格阵落格校准） |
+| 2 | [《AI 如何自己变强？》](./episodes/self-improving-agents-video/README.md) | 自我进化改什么 | 蓝/橙 | arXiv:2607.13104（Schmidhuber 团队），2026-07 | 就绪（待升级 sunny-steady，未排期） |
+| 3 | [《会写代码的 AI，开始给自己写代码》](./episodes/self-evolving-coding-agents-video/README.md) | 代码领域全图 | 绿/洋红 | arXiv:2608.03392（NJUST×NJU），2026-08 | 就绪（源码含未重渲改动；待升级 sunny-steady） |
 
 ## Claude Code 通俗全解（文档/代码型选题）
 
@@ -27,7 +27,7 @@
 
 | # | 作品 | 一句话主题 | 视觉契约（主色） | 信源 | 状态 |
 |---|---|---|---|---|---|
-| 1 | [《拆开 Claude Code：让 AI 动手的四层机制》](./claude-code-explained-video/README.md) | 工具与执行的四层机制 | 陶土橙/石青/警示红 | [Learn Claude Code](https://learn.shareai.run/zh/s01/) s01–s04 + 仓库 @ `f9e8b28`（MIT），2026-08 | **已交付**（成片 14:14，终渲抽帧 FAIL 0） |
+| 1 | [《拆开 Claude Code：让 AI 动手的四层机制》](./episodes/claude-code-explained-video/README.md) | 工具与执行的四层机制 | 陶土橙/石青/警示红 | [Learn Claude Code](https://learn.shareai.run/zh/s01/) s01–s04 + 仓库 @ `f9e8b28`（MIT），2026-08 | **已交付**（成片 14:14，终渲抽帧 FAIL 0） |
 
 **系列纪律**：各集独立成片，口播互不引用、不出现集数序号——顺序只存在于本清单与片尾视觉卡片，
 发布顺序变更的 TTS 代价恒为零。
diff --git a/docs/.agents/issue.md b/docs/.agents/issue.md
index ff3e2b0f1..c63b70f51 100644
--- a/docs/.agents/issue.md
+++ b/docs/.agents/issue.md
@@ -3510,16 +3510,16 @@ R7 后浏览器对照 Section 2.1 区域发现两类正交缺陷：
 
 ## ISSUE-161 科普视频管线配置漂移：分集 README 复现命令与推荐位分叉，照跑即作废整集声纹缓存（2026-08-19）
 
-- **表因**：三集 README 的复现命令写 `--style passionate --ref …/me-1.wav`，而 [VOICE-CLONING.md](../../media/pipeline/VOICE-CLONING.md) §5 推荐位已迁至 `sunny`/`sunny-steady` + `me-bright.wav`（PR #1107）——文档间口径分叉且无任何机制提示。
+- **表因**：三集 README 的复现命令写 `--style passionate --ref …/me-1.wav`，而 [VOICE-CLONING.md](../../apps/negentropy-influence/pipeline/VOICE-CLONING.md) §5 推荐位已迁至 `sunny`/`sunny-steady` + `me-bright.wav`（PR #1107）——文档间口径分叉且无任何机制提示。
 - **根因**：**无分集声明式配置**。可执行参数以复制粘贴形式散落三份 README，推荐位一迁移，旧命令全部变成「合法但错误」——`{id}.mp3` 单槽位 + 摘要含 style/ref_sha1（tts.py `digest_indextts`），照旧命令跑会把整集克隆音频静默改写成 deprecated 风格（179–228 句、数小时级返工）。
-- **处理方式**：① 每集新增 `pipeline.toml`（episode/narration/tts/render 四节）作为可执行参数唯一来源，README 只留 `pipeline.py tts` 一行；② `pipeline.py` 编排入口从配置装配参数并自动带 `--expect-ref-sha1` 指纹硬校验；③ 新增 `.engine` 音色签名标记 + `--allow-voice-switch` 显式放行（含 `--plan` 路径前置，排期阶段即拦截误重录）；④ `refs.py` + `voices/refs.toml` 指纹清单（只存哈希与生成参数，.gitignore 白名单例外放行）。见 [pipeline README](../../media/pipeline/README.md)。
+- **处理方式**：① 每集新增 `pipeline.toml`（episode/narration/tts/render 四节）作为可执行参数唯一来源，README 只留 `pipeline.py tts` 一行；② `pipeline.py` 编排入口从配置装配参数并自动带 `--expect-ref-sha1` 指纹硬校验；③ 新增 `.engine` 音色签名标记 + `--allow-voice-switch` 显式放行（含 `--plan` 路径前置，排期阶段即拦截误重录）；④ `refs.py` + `voices/refs.toml` 指纹清单（只存哈希与生成参数，.gitignore 白名单例外放行）。见 [pipeline README](../../apps/negentropy-influence/pipeline/README.md)。
 - **后续防范**：**可执行参数不落散文文档，文档只引用配置**。任何「文档里手写命令行参数」的流水线都有同款漂移面；评审时见到 README/文档内联长命令行（含风格/样本/版本等会变参数）应要求收敛到声明式配置。
 - **同类影响与注意**：本类漂移在「推荐位会迁移」的领域（模型档位、样本、API 版本）必然复发；修复时务必同时上「拦截层」（签名/指纹硬失败）而不只改文档——文档改对了，下一次迁移照样分叉。
 
 ## ISSUE-162 站点数字取自未水合 HTML 源码，把占位符写进口播（111 vs 331）（2026-08-19）
 
 - **表因**：第一集口播 p6-13a 说配套仓库「收录了**一百一十一篇**论文」、p6-13b 九章含「工具」「定义」两章——与真实数据（331 篇/330 唯一 id；九章为 引言/Harness/技能/记忆/环境/RL 与持续学习/元进化/评测/安全）不符。
-- **根因**：官方站点 `index.html:57` 的 `<dt id="stat-papers">111</dt>` 是**未水合占位符**，`app.js:333` 实际执行 `els.statPapers.textContent = String(papers.length)`（真实访客看到 331）；上一轮信源补充把 **HTML 源码当渲染结果读**，占位数字进入口播；九章清单则是基于占位数字的**推断**而非站点原文（`data/manuscript.json` 的 chapterOrder 才是权威）。旁证：`DEV_LOG.md` 明写 "331-paper data set unchanged"、`index.html` 加载 `papers.js?v=links-331`。取证链见 [paper-notes.md](../../media/experience-era-agents-video/research/paper-notes.md)「2026-08 v3 重读校准」节。
+- **根因**：官方站点 `index.html:57` 的 `<dt id="stat-papers">111</dt>` 是**未水合占位符**，`app.js:333` 实际执行 `els.statPapers.textContent = String(papers.length)`（真实访客看到 331）；上一轮信源补充把 **HTML 源码当渲染结果读**，占位数字进入口播；九章清单则是基于占位数字的**推断**而非站点原文（`data/manuscript.json` 的 chapterOrder 才是权威）。旁证：`DEV_LOG.md` 明写 "331-paper data set unchanged"、`index.html` 加载 `papers.js?v=links-331`。取证链见 [paper-notes.md](../../apps/negentropy-influence/episodes/experience-era-agents-video/research/paper-notes.md)「2026-08 v3 重读校准」节。
 - **处理方式**：口播改「三百多篇」约数 + 画面标精确值 331 与取数日期（活数据说死数字到发布必陈旧）；paper-notes 记全取证链；九章按章序用片中已教过的词重写。
 - **后续防范**：**站点数字只能取自数据文件（JSON/CSV 端点）或水合后 DOM，绝不取 HTML 源码**；静态抓取（curl/gh api/wget）拿到的一切统计数字都应视为占位符直至与数据文件互证。同批连带教训：正文引用年份 ≠ 事件纪年（ClawHavoc [Jiang et al., 2026b] 是引用年）；统计单位口径以原文为准（>90% 的单位是 trials 不是场景）。
 - **同类影响与注意**：凡「官方工程站点信源补充」（skills/01 规范）都适用；提取数字时优先找 `/data/*.json` 类端点或页面脚本里的赋值语句。
@@ -3537,7 +3537,7 @@ R7 后浏览器对照 Section 2.1 区域发现两类正交缺陷：
 - **根因**：**「排版约定 × TN 规则」的隐式耦合**，而非任何一方单独的缺陷。逐字稿有「数字与汉字之间加空格」的排版习惯（`88 页`/`15 分钟`/`16.2 个百分点`），这一约定对绝大多数场景无害；但 macOS 上实际的中文归一化引擎是 **wetext**（`~/tools/index-tts/indextts/utils/front.py:116-142` 按 platform 分叉，Linux 才走 `tn.chinese.normalizer`），其 date/year 规则要求**数字与「年」字面相邻**，插入空格后该规则失配、回落到 cardinal（基数）读法。实测空格敏感性矩阵里**只有 4 位年份这一条被击穿**：`6 月`/`20 日`/`88 页`/`47.6%`/`第 3 章`/`1.2 节`/`0.5~1.0 秒`/`9:30` 加不加空格结果一致且全部正确。另注：中文**不走** NeMo（`infer_v2_5.py:703-707` 是 if/elif，只有 ja/es 走 `nemo_tn`），此前若按 NeMo 排查等于查一条死路径。
 - **处理方式**：① 三集 `narration.md`（唯一维护处）共 8 句去掉数字与「年」之间的空格，重跑 `build_narration.py`；② `check_script.py` 新增 `READING_TRAPS` 成门，把**实测确认会读错**的 7 类写法固化为 FAIL/WARN（4 位年份带空格、三段版本号 `2.5.1`→「二.五点一」、连字符区间 `3-5 倍`→「三减五倍」、`±3%`→「百分之正负三」、`10x`→「十x」、整句无汉字→路由到英文归一化、`1080P`→「一千零八十P」WARN）；③ 每条规则都在 `test_check_script.py` 里配正反例，**反例组同等重要**——本轮调研初稿把 `0.5~1.0 秒` 与 `9:30` 也列为错误，实测证明它们其实正确（`零点五到一点零秒`/`九点三十分`），凭直觉扩大清单会造成误伤。
 - **后续防范**：**给外部引擎的文本，任何排版约定都要过一遍该引擎的真实行为探针，不能凭直觉列禁写清单**。归一化是**幂等**的（预写成汉字读法后再过一遍结果不变），故此类修复可逐句增量做、无需一次性全量改写、也不需要关 `text_normalization` 开关（关掉反而会丢失 `%`/小数/量词这些**已经正确**的能力）。加规则前先跑探针拿到「错读证据」，再把证据写进规则消息里——`READING_TRAPS` 的每条 message 都带实测输出。
-- **同类问题影响与注意**：① 生产若迁 Linux，归一化引擎换成 `tn.chinese.normalizer`，**必须在 Linux 上重跑同一组空格矩阵**确认行为一致；② 修复会改写这 8 句音频（每处少 2–3 个音节、约 −0.4~0.7 s），**牵动 beat 时长与片尾渐黑窗口**（同族踩坑：渐黑窗口须用 beat 时长而非末句时长），故重合成须按集排期、`pipeline.py tts --plan` 确认只有这几句 miss、重渲后 `qa_frames.py --last-n 6 --check` 复检尾幕；③ 本轮同时发现上游有一整套发音标注能力（`<行|HANG2>`）可治多音字，已接通并成门，见 [INDEXTTS-2.5-ADVANCED.md](../../media/pipeline/INDEXTTS-2.5-ADVANCED.md) 与 [PRON-GLOSSARY.md](../../media/pipeline/PRON-GLOSSARY.md)。
+- **同类问题影响与注意**：① 生产若迁 Linux，归一化引擎换成 `tn.chinese.normalizer`，**必须在 Linux 上重跑同一组空格矩阵**确认行为一致；② 修复会改写这 8 句音频（每处少 2–3 个音节、约 −0.4~0.7 s），**牵动 beat 时长与片尾渐黑窗口**（同族踩坑：渐黑窗口须用 beat 时长而非末句时长），故重合成须按集排期、`pipeline.py tts --plan` 确认只有这几句 miss、重渲后 `qa_frames.py --last-n 6 --check` 复检尾幕；③ 本轮同时发现上游有一整套发音标注能力（`<行|HANG2>`）可治多音字，已接通并成门，见 [INDEXTTS-2.5-ADVANCED.md](../../apps/negentropy-influence/pipeline/INDEXTTS-2.5-ADVANCED.md) 与 [PRON-GLOSSARY.md](../../apps/negentropy-influence/pipeline/PRON-GLOSSARY.md)。
 
 ## ISSUE-165 站点标注的规模数字与固定提交实测复算不一致（102/135/180/232 vs 141/191/241/255）（2026-08-21）
 
@@ -3550,14 +3550,14 @@ R7 后浏览器对照 Section 2.1 区域发现两类正交缺陷：
 - **后续防范**：
   1. **凡引用他方标注的规模数字（行数/条目数/参数量），必须在固定版本上自己复算一遍，并写明口径**；复算不上就降级为趋势表述——「复算不出」本身就是「该数字已陈旧」的证据，不是自己算错了。
   2. **散文与代码的新鲜度要分别评估**：同一个信源的不同部分（文案 / 代码 / 图）改版节奏不同，不能因为「取自同一个站点」就认为同龄。
-  3. 双轨取证（站点叙事 + 仓库固定提交）应作为**文档/代码型选题的默认姿势**，规格见 [skills/01-source-extraction.md](../../media/pipeline/skills/01-source-extraction.md) B 型大节。
+  3. 双轨取证（站点叙事 + 仓库固定提交）应作为**文档/代码型选题的默认姿势**，规格见 [skills/01-source-extraction.md](../../apps/negentropy-influence/pipeline/skills/01-source-extraction.md) B 型大节。
 
 ## ISSUE-166 `ERR_PNPM_IGNORED_BUILDS` 在 esbuild 上是无害噪声——不要为消音改动跨集冻结文件（2026-08-21）
 
-- **表因**：新建 `media/claude-code-explained-video/video` 后首次 `pnpm install --ignore-workspace`（pnpm 11.17.0）报 `[WARN] The "pnpm" field in package.json is no longer read` + `[ERR_PNPM_IGNORED_BUILDS] Ignored build scripts: esbuild@0.28.1`，与 [ISSUE-076](#issue-076-pnpm-v11-升级后-pnpm-install-报-err_pnpm_ignored_builds--packagejsonpnpmoverrides-静默失效2026-05-08) 同源（四集视频工程的 `package.json#pnpm.onlyBuiltDependencies` 都是 v10 写法）。
+- **表因**：新建 `apps/negentropy-influence/episodes/claude-code-explained-video/video` 后首次 `pnpm install --ignore-workspace`（pnpm 11.17.0）报 `[WARN] The "pnpm" field in package.json is no longer read` + `[ERR_PNPM_IGNORED_BUILDS] Ignored build scripts: esbuild@0.28.1`，与 [ISSUE-076](#issue-076-pnpm-v11-升级后-pnpm-install-报-err_pnpm_ignored_builds--packagejsonpnpmoverrides-静默失效2026-05-08) 同源（四集视频工程的 `package.json#pnpm.onlyBuiltDependencies` 都是 v10 写法）。
 - **误判与纠正**：起初判定为「首个卡点」，依次尝试 `.npmrc` 的 `only-built-dependencies[]=esbuild`（v11 不读）、`--allow-build` 旗标（11.17 无此旗标）、本地 `pnpm-workspace.yaml` + `allowBuilds`（能消掉报错，但需去掉 `ignore-workspace=true`，否则连本目录的 workspace 文件一起被忽略）。**随后做端到端验证才发现方向错了**：旧写法下 `@esbuild/darwin-arm64` 平台包与二进制**本来就落地**（它是 optionalDependency，不依赖 postinstall），`esbuild.transform()` 正常、既有集 `remotion bundle` 跑到 100% 并产出 `build/`。
 - **根因**：`ERR_PNPM_IGNORED_BUILDS` 只表示「postinstall 被跳过」，**不等于「依赖不可用」**。是否有害取决于该包的 postinstall 是否**承载功能**：esbuild 的 postinstall 只做校验/链接，平台二进制走 optionalDependencies 分发，故跳过无实际后果；而 ISSUE-076 里的 `sharp` / `unrs-resolver` 才是真正依赖 postinstall 的。
-- **处理方式**：**撤销全部修改**，把 `.npmrc` 恢复到与另外三集逐字节一致（md5 四集相同），只在 [media/pipeline/README.md](../../media/pipeline/README.md) 新集脚手架清单里留一条说明：这条提示已实测无害、刻意不消音。
+- **处理方式**：**撤销全部修改**，把 `.npmrc` 恢复到与另外三集逐字节一致（md5 四集相同），只在 [pipeline/README.md](../../apps/negentropy-influence/pipeline/README.md) 新集脚手架清单里留一条说明：这条提示已实测无害、刻意不消音。
 - **后续防范**：
   1. **报错不等于故障——先做端到端验证再动手修**。为消掉一条无害提示而改动「A 档跨集冻结文件」，代价是给隔离基线引入一处纯噪声差异，比那条提示本身更贵。
   2. 判据可复用：遇 `ERR_PNPM_IGNORED_BUILDS`，先查该包的平台二进制是否走 optionalDependencies（走 = 大概率无害），再查功能是否真的可用（`require` + 实际调用 + 端到端构建）。
diff --git a/docs/.agents/knowledge-map.md b/docs/.agents/knowledge-map.md
index 84883c79d..dc14ae6d3 100644
--- a/docs/.agents/knowledge-map.md
+++ b/docs/.agents/knowledge-map.md
@@ -70,8 +70,8 @@
 - [自进化 Agents Team 调研](../research/self-evolution/130-self-evolving-agents-team.md) — 自进化智能体理论（DGM/ADAS/AlphaEvolve/AgentSquare）+ 进化算子（GEPA/ACE/DSPy）+ 评测回路（Agent-as-a-Judge/OTel/Langfuse）+ 工具生态自进化（MCP Registry/Agent Skills/LLM 自造工具）+ 记忆/知识系统自进化（MemGPT/Mem0/A-Mem 自编辑记忆、ReasoningBank/Memp 经验沉淀、MemEvolve/MemSkill 记忆元进化、Zep/HippoRAG 2 图谱记忆、SSGM/MINJA 记忆治理）+ 护栏治理（OWASP Agentic Top 10/金丝雀/Goodhart 防护），映射至四层自进化架构（技术方案见 [自进化 Agents Team 方案](../concepts/design/self-evolving-agents.md)）
 - [经验时代的自驱迭代进化智能体调研](../research/self-evolution/140-experience-era-self-improvement.md) — 精读 88 页综述提炼 Harness 经验基础设施框架，对照 negentropy Routine 闭环诊断出两处根本断点（Judge 无历史锚点 ±20 振荡 / `decay_override` 死配置致经验记忆 7-8 天全灭 + 反馈链断），落地双支柱改进：证据锚定纵向评估（trajectory + progress_evidence + 量化振荡 opt-in）与经验记忆闭环补强（衰减修复 E / 检索反馈闭环 B / 写入去重准入 A / 失败教训结构化与注入 C-D）
 - [Skill 进化闭环 × 自我改进评测](../research/self-evolution/141-skills-evolution-and-si-measurement.md) — 综述 §3（Skills 三阶段 Evolution 缺口）/ §7（Meta-Evolving 三体制）/ §8（SI 六目标 + SIP-Bench + 反事实归因）映射到 negentropy：PR [#1038](https://github.com/ThreeFish-AI/negentropy/pull/1038) 落地 eval 四表 + held-out 双相门（decide_skill_shadow/canary）+ 反事实 Skill Influence Pattern + TargetHandler 抽象 + SkillTemplateHandler 闭环（GEPA 变异 prompt_template + active_version 发布），补 140 号未覆盖的 Skills/Meta/SI 度量框架
-- [科普视频制作 Pipeline（公共基建）](../../media/pipeline/README.md) — 全仓可复用的论文→视频九阶段流水线：`pipeline.py` 单入口（status/doctor/build/check/tts/captions/render/qa/all）+ 每集 `pipeline.toml` 声明式配置 + `timing.json` 时序 SSOT（timing.ts 与 Python 共读，双语言镜像漂移结构性消灭）；技能规格 skills/01–09（01–05 内容层、06 生产层实现、07 TTS、08 草渲 QA、09 终渲交付），真 Skill 挂载于 [.agent/skills/science-video-pipeline](../../.agent/skills/science-video-pipeline/SKILL.md)（纯路由壳）；测试 `media/pipeline/tests/` 130 项（digest 黄金哈希守缓存零失效）；工具：check_script（分镜覆盖性/时长预算双口径）、check_series（系列顺序五规则执法 [series.json](../../media/series.json)）、captions（srt/vtt）、qa_frames --check（黑帧/字幕带侵入/冻帧/WCAG 对比度自动体检）、paper_extract（论文取证五子命令）、source_ledger（B 型信源固定提交+双指纹清单）、refs（样本指纹清单）；Stage ① 分两型——A 型论文（paper_extract + paper-notes.md）、B 型文档/代码/课程站点（source_ledger + source-notes.md + 证据三级），见 [skills/01](../../media/pipeline/skills/01-source-extraction.md)。
-- [科普视频作品总览（两个系列）](../../media/series.md) — 机读 SSOT [series.json](../../media/series.json) 顶层为 `seriesList[]`；**自进化系列**（论文型）《上线之后，AI 才开始上学》（金/青/紫，v3 已交付，成片 14:01）→《AI 如何自己变强？》（蓝/橙）→《会写代码的 AI，开始给自己写代码》（绿/洋红）；**Claude Code 通俗全解**（文档/代码型，新系列）《拆开 Claude Code：让 AI 动手的四层机制》（陶土橙/石青/警示红，信源 Learn Claude Code s01–s04 + 仓库 @ f9e8b28 MIT）。多系列执法语义：反串线规则跨系列全局，顺序类规则按系列内判定；口播永不携带集数序号，顺序变更 TTS 代价恒为零。
-- [IndexTTS 声音克隆手册](../../media/pipeline/VOICE-CLONING.md) — 双引擎 TTS 的克隆侧单一参考：部署（~/tools/index-tts 服务）/参考样本（prospect+prepare+refs 指纹门）/风格预设（sunny 明快阳光推荐位、sunny-steady 成片档 beams=3）/试听关卡（tts_sample + 领航片段）/缓存摘要与幂等/许可合规。
-- [IndexTTS-2.5 进阶用法（上游能力面 · 机制循证 · 提升路线图）](../../media/pipeline/INDEXTTS-2.5-ADVANCED.md) — 与操作手册正交的循证篇，锚定上游 HEAD `4f8792f` 逐条给出 file:line：能力矩阵（含 `do_sample` 在上游失效、`max_text_tokens_per_segment` 对本仓惰性等否定结论）/文本前端（中文走 wetext 而非 NeMo；实测读法矩阵——4 位年份带空格是**唯一**被击穿的规则，已成门，见 [ISSUE-164](./issue.md)）/发音标注 `<行\|HANG2>`（DTW 对照证实拼音通道生效 2.4× 分离度，CMU 通道不可判定）/情感机制（`emo_bias` 8 维不等权、`normalize_emo_vec` 在 infer 内从不被调用 ⇒ `Σvec×alpha≤0.8` 是本仓自创口径，跨来源参数迁移偏差 16–33%；73 个「情感×说话人」原型解释「换选段则标定失效」）/采样参数族（`length_penalty=0.0` 非中性、`repetition_penalty=10` 与音色耦合、`max_mel_tokens`≈30s 且溢出表现为文本尾部未念出、无种子致 A/B 不可信）/参考音频（15s 硬截断保前丢后、恒重采样 22.05kHz、CMVN 使相似度对增益免疫、逐句成本来自 CFM 前缀）/性能（本机是 U-DiT 非论文 Zipformer ⇒ 论文 RTF 不可引用；分段 profile 实测 **s2mel 占 45–73%** 而非 T2S，束宽在 MPS 上近乎免费）/16 项 ROI 排序路线图与迁移地雷。配套工具：[发音标注台账](../../media/pipeline/PRON-GLOSSARY.md)、[pron_marks.py](../../media/pipeline/scripts/pron_marks.py)（标注解析/校验，拦「孤立 < 吞正文」等三类静默失效）、[tts_bench.py](../../media/pipeline/scripts/tts_bench.py)（耗时基准与**测量环境体检**：漂移已定因为热节流，加 75s 冷却后 A/A 极差比 1.016–1.047× 合格；含成对 A/B 模式与 whisper 回转写判据）、[prospect_ref.py --accept](../../media/pipeline/scripts/prospect_ref.py)（参考样本保真度验收：削波/底噪/动态/带宽/超 15s）。
+- [科普视频制作 Pipeline（公共基建，apps/negentropy-influence）](../../apps/negentropy-influence/README.md) — 子项目已从仓库根 media/ 迁入 apps/（分层：pipeline/ 机制 vs episodes/ 内容，路径锚点=根哨兵 `.influence-root`，对目录深度免疫）；全仓可复用的论文→视频九阶段流水线：`pipeline.py` 单入口（status/doctor/build/check/tts/captions/render/qa/all/stages）+ 每集 `pipeline.toml` 声明式配置（[schema/默认值层](../../apps/negentropy-influence/pipeline/scripts/config.py)：机制常数进代码、toml 只写偏离，缺失会让时长门**点名跳过**而非静默）+ `timing.json` 时序 SSOT（timing.ts 与 Python 共读，双语言镜像漂移结构性消灭）+ [stages.toml](../../apps/negentropy-influence/pipeline/stages.toml) 九阶段唯一声明（序号↔文件号错位 ⑥↔07/⑦↔06 显式化并由 test_stages 执法）；技能规格 skills/01–09，真 Skill 挂载于 [.agent/skills/science-video-pipeline](../../.agent/skills/science-video-pipeline/SKILL.md)（纯路由壳，其死链已入 check_series 受检面）；测试 `pipeline/tests/`（全量 5 秒内跑完，digest 黄金哈希守缓存零失效）；骨架三件套 [templates/video-skeleton](../../apps/negentropy-influence/pipeline/templates/video-skeleton/skeleton.toml)（scaffold 实例化 + verify_skeleton 按系列分组 md5 漂移门，「复制源头」从「任一既有集」收敛为命名模板）；工具：check_script（分镜覆盖性/时长预算双口径）、check_series（系列顺序五规则执法 [series.json](../../apps/negentropy-influence/series.json)）、captions（srt/vtt）、qa_frames --check（黑帧/字幕带侵入/冻帧/WCAG 对比度自动体检）、paper_extract（论文取证五子命令）、source_ledger（B 型信源固定提交+双指纹清单）、refs（样本指纹清单）；Stage ① 分两型——A 型论文（paper_extract + paper-notes.md）、B 型文档/代码/课程站点（source_ledger + source-notes.md + 证据三级），见 [skills/01](../../apps/negentropy-influence/pipeline/skills/01-source-extraction.md)。
+- [科普视频作品总览（两个系列）](../../apps/negentropy-influence/series.md) — 机读 SSOT [series.json](../../apps/negentropy-influence/series.json) 顶层为 `seriesList[]`；**自进化系列**（论文型）《上线之后，AI 才开始上学》（金/青/紫，v3 已交付，成片 14:01）→《AI 如何自己变强？》（蓝/橙）→《会写代码的 AI，开始给自己写代码》（绿/洋红）；**Claude Code 通俗全解**（文档/代码型，新系列）《拆开 Claude Code：让 AI 动手的四层机制》（陶土橙/石青/警示红，信源 Learn Claude Code s01–s04 + 仓库 @ f9e8b28 MIT）。多系列执法语义：反串线规则跨系列全局，顺序类规则按系列内判定；口播永不携带集数序号，顺序变更 TTS 代价恒为零。
+- [IndexTTS 声音克隆手册](../../apps/negentropy-influence/pipeline/VOICE-CLONING.md) — 双引擎 TTS 的克隆侧单一参考：部署（~/tools/index-tts 服务）/参考样本（prospect+prepare+refs 指纹门）/风格预设（sunny 明快阳光推荐位、sunny-steady 成片档 beams=3）/试听关卡（tts_sample + 领航片段）/缓存摘要与幂等/许可合规。
+- [IndexTTS-2.5 进阶用法（上游能力面 · 机制循证 · 提升路线图）](../../apps/negentropy-influence/pipeline/INDEXTTS-2.5-ADVANCED.md) — 与操作手册正交的循证篇，锚定上游 HEAD `4f8792f` 逐条给出 file:line：能力矩阵（含 `do_sample` 在上游失效、`max_text_tokens_per_segment` 对本仓惰性等否定结论）/文本前端（中文走 wetext 而非 NeMo；实测读法矩阵——4 位年份带空格是**唯一**被击穿的规则，已成门，见 [ISSUE-164](./issue.md)）/发音标注 `<行\|HANG2>`（DTW 对照证实拼音通道生效 2.4× 分离度，CMU 通道不可判定）/情感机制（`emo_bias` 8 维不等权、`normalize_emo_vec` 在 infer 内从不被调用 ⇒ `Σvec×alpha≤0.8` 是本仓自创口径，跨来源参数迁移偏差 16–33%；73 个「情感×说话人」原型解释「换选段则标定失效」）/采样参数族（`length_penalty=0.0` 非中性、`repetition_penalty=10` 与音色耦合、`max_mel_tokens`≈30s 且溢出表现为文本尾部未念出、无种子致 A/B 不可信）/参考音频（15s 硬截断保前丢后、恒重采样 22.05kHz、CMVN 使相似度对增益免疫、逐句成本来自 CFM 前缀）/性能（本机是 U-DiT 非论文 Zipformer ⇒ 论文 RTF 不可引用；分段 profile 实测 **s2mel 占 45–73%** 而非 T2S，束宽在 MPS 上近乎免费）/16 项 ROI 排序路线图与迁移地雷。配套工具：[发音标注台账](../../apps/negentropy-influence/pipeline/PRON-GLOSSARY.md)、[pron_marks.py](../../apps/negentropy-influence/pipeline/scripts/pron_marks.py)（标注解析/校验，拦「孤立 < 吞正文」等三类静默失效）、[tts_bench.py](../../apps/negentropy-influence/pipeline/scripts/tts_bench.py)（耗时基准与**测量环境体检**：漂移已定因为热节流，加 75s 冷却后 A/A 极差比 1.016–1.047× 合格；含成对 A/B 模式与 whisper 回转写判据）、[prospect_ref.py --accept](../../apps/negentropy-influence/pipeline/scripts/prospect_ref.py)（参考样本保真度验收：削波/底噪/动态/带宽/超 15s）。
 - [自进化 Agents Team 方案（Phase 3 记忆检索面已落地）](../concepts/design/self-evolving-agents.md) — 四层自进化架构：本次落地 `engine/evolution/` 子系统（GEPA proposer + 状态机 + decision 护栏）并在记忆检索权重面接通 propose→shadow→canary→promote/rollback 全闭环（迁移 0081 + evolution_inspector），默认全关灰度；agent/skill/knowledge 面、Phase 1 tool_invocations 遥测、eval 四表留后续
diff --git a/media/claude-code-explained-video/scripts/build_narration.py b/media/claude-code-explained-video/scripts/build_narration.py
deleted file mode 100644
index 8f853c6bd..000000000
--- a/media/claude-code-explained-video/scripts/build_narration.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/build_narration.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/build_narration.py）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "build_narration.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/claude-code-explained-video/scripts/qa_frames.py b/media/claude-code-explained-video/scripts/qa_frames.py
deleted file mode 100644
index 0e8a4957e..000000000
--- a/media/claude-code-explained-video/scripts/qa_frames.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/qa_frames.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "qa_frames.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/claude-code-explained-video/scripts/tts.py b/media/claude-code-explained-video/scripts/tts.py
deleted file mode 100644
index 2bf5b66ac..000000000
--- a/media/claude-code-explained-video/scripts/tts.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/tts.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "tts.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/experience-era-agents-video/scripts/build_narration.py b/media/experience-era-agents-video/scripts/build_narration.py
deleted file mode 100644
index 8f853c6bd..000000000
--- a/media/experience-era-agents-video/scripts/build_narration.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/build_narration.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/build_narration.py）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "build_narration.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/experience-era-agents-video/scripts/qa_frames.py b/media/experience-era-agents-video/scripts/qa_frames.py
deleted file mode 100644
index 0e8a4957e..000000000
--- a/media/experience-era-agents-video/scripts/qa_frames.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/qa_frames.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "qa_frames.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/experience-era-agents-video/scripts/tts.py b/media/experience-era-agents-video/scripts/tts.py
deleted file mode 100644
index 2bf5b66ac..000000000
--- a/media/experience-era-agents-video/scripts/tts.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/tts.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "tts.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-evolving-coding-agents-video/scripts/build_narration.py b/media/self-evolving-coding-agents-video/scripts/build_narration.py
deleted file mode 100644
index 8f853c6bd..000000000
--- a/media/self-evolving-coding-agents-video/scripts/build_narration.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/build_narration.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/build_narration.py）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "build_narration.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-evolving-coding-agents-video/scripts/qa_frames.py b/media/self-evolving-coding-agents-video/scripts/qa_frames.py
deleted file mode 100644
index 0e8a4957e..000000000
--- a/media/self-evolving-coding-agents-video/scripts/qa_frames.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/qa_frames.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "qa_frames.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-evolving-coding-agents-video/scripts/tts.py b/media/self-evolving-coding-agents-video/scripts/tts.py
deleted file mode 100644
index 2bf5b66ac..000000000
--- a/media/self-evolving-coding-agents-video/scripts/tts.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/tts.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "tts.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-improving-agents-video/scripts/build_narration.py b/media/self-improving-agents-video/scripts/build_narration.py
deleted file mode 100644
index 8f853c6bd..000000000
--- a/media/self-improving-agents-video/scripts/build_narration.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/build_narration.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/build_narration.py）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "build_narration.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-improving-agents-video/scripts/qa_frames.py b/media/self-improving-agents-video/scripts/qa_frames.py
deleted file mode 100644
index 0e8a4957e..000000000
--- a/media/self-improving-agents-video/scripts/qa_frames.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/qa_frames.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project scripts/qa_frames.py <video.mp4> [--offset N] <句id|--scene P1>）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "qa_frames.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )
diff --git a/media/self-improving-agents-video/scripts/tts.py b/media/self-improving-agents-video/scripts/tts.py
deleted file mode 100644
index 2bf5b66ac..000000000
--- a/media/self-improving-agents-video/scripts/tts.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-"""薄包装：转发到公共管线 media/pipeline/scripts/tts.py。
-
-实现已收敛至仓库级单一事实源；本文件仅保留原 CLI 契约
-（uv run --no-project --with edge-tts --with mutagen scripts/tts.py [--force]）。
-"""
-
-from __future__ import annotations
-
-import subprocess
-import sys
-from pathlib import Path
-
-PIPELINE_SCRIPT = Path(__file__).resolve().parents[2] / "pipeline" / "scripts" / "tts.py"
-
-if __name__ == "__main__":
-    sys.exit(
-        subprocess.run(
-            [sys.executable, str(PIPELINE_SCRIPT), "--project", str(Path(__file__).resolve().parent.parent), *sys.argv[1:]],
-            check=False,
-        ).returncode
-    )