diff --git a/docs/consultant-review/audit-tracker.json b/docs/consultant-review/audit-tracker.json
index 7632a57..fc4ec20 100644
--- a/docs/consultant-review/audit-tracker.json
+++ b/docs/consultant-review/audit-tracker.json
@@ -1,1185 +1,1224 @@
 {
-  "adding-a-domain-to-someone-elses-mail-server": {
-    "slug": "adding-a-domain-to-someone-elses-mail-server",
-    "title": "Adding a Domain to Someone Else's Mail Server",
-    "zh_title": "给别人家的邮件服务器加一个域名",
-    "category": "notes",
-    "pub_date": "2025-05-06",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
-    "en_chars": 7886,
-    "zh_chars": 3603
-  },
-  "adding-english-mode-to-a-chinese-only-web-app": {
-    "slug": "adding-english-mode-to-a-chinese-only-web-app",
-    "title": "No API for Browser Translation: Adding an English Mode to a Chinese-Only Web App",
-    "zh_title": "浏览器翻译没有 API:我给一个纯中文网页应用加上了英文模式",
-    "category": "engineering",
-    "pub_date": "2025-06-11",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 11914,
-    "zh_chars": 6253
-  },
-  "ai-furniture-compositing-with-flux-kontext": {
-    "slug": "ai-furniture-compositing-with-flux-kontext",
-    "title": "How I Built an AI Furniture Compositing Demo With FLUX.1 Kontext",
-    "zh_title": "我如何用 FLUX.1 Kontext 打造 AI 家具合成演示",
-    "category": "case-studies",
-    "pub_date": "2026-09-11",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 12512,
-    "zh_chars": 7237
-  },
-  "authentik-css-greater-than-bug": {
-    "slug": "authentik-css-greater-than-bug",
-    "title": "The Character That Silently Broke My authentik CSS",
-    "zh_title": "一个字符让我的 authentik CSS 静默失效",
-    "category": "devops",
-    "pub_date": "2026-09-20",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 9317,
-    "zh_chars": 5589
-  },
-  "authentik-forward-auth-gate-wasnt-live": {
-    "slug": "authentik-forward-auth-gate-wasnt-live",
-    "title": "The Forward-Auth Gate That Verified Perfectly — and Wasn't Live",
-    "zh_title": "验证完全正确的 Forward-Auth 网关——其实并未上线",
-    "category": "devops",
-    "pub_date": "2026-08-12",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 16526,
-    "zh_chars": 8746
-  },
-  "authentik-major-upgrade-gotchas": {
-    "slug": "authentik-major-upgrade-gotchas",
-    "title": "Authentik 2025.8 to 2026.8: The Breakable Parts Nobody Warns You About",
-    "zh_title": "Authentik 从 2025.8 升级到 2026.8：那些没人提醒你会坏掉的部分",
-    "category": "devops",
-    "pub_date": "2026-09-09",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 11710,
-    "zh_chars": 6147
-  },
-  "automating-cyberpanel-without-the-ui": {
-    "slug": "automating-cyberpanel-without-the-ui",
-    "title": "Automating CyberPanel Without the UI: Reverse-Engineering an Undocumented v2 API",
-    "zh_title": "不用界面管理 CyberPanel：逆向一个没有文档的 v2 API",
-    "category": "devops",
-    "pub_date": "2026-09-09",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 8474,
-    "zh_chars": 5205
-  },
-  "best-ai-video-generators-2026": {
-    "slug": "best-ai-video-generators-2026",
-    "title": "Best AI Video Generators in 2026: Free vs Paid, and My LTX-2.3 Test",
-    "zh_title": "2026 年最佳 AI 视频生成器：免费与付费对比，以及我的 LTX-2.3 实测",
-    "category": "ai",
-    "pub_date": "2026-09-11",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 24245,
-    "zh_chars": 12700
-  },
-  "calibrating-intel-quick-sync-hevc-quality": {
-    "slug": "calibrating-intel-quick-sync-hevc-quality",
-    "title": "Calibrating Intel Quick Sync HEVC: A Cliff at 28, and a Preset That Does Nothing",
-    "zh_title": "校准 Intel Quick Sync HEVC：28 与 30 之间的悬崖，和一个毫无作用的 preset",
-    "category": "tutorials",
-    "pub_date": "2026-10-14",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
-    "en_chars": 10968,
-    "zh_chars": 5968
-  },
-  "chainlink-vrf-v2-lottery-contract": {
-    "slug": "chainlink-vrf-v2-lottery-contract",
-    "title": "An Automated Lottery Contract on Chainlink VRF v2.5 and Automation",
-    "zh_title": "一个基于 Chainlink VRF v2.5 与 Automation 的自动化彩票合约",
-    "category": "web3",
-    "pub_date": "2024-12-10",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:11",
-    "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
-    "en_chars": 16252,
-    "zh_chars": 9707
-  },
-  "debugging-remotion-video-jitter": {
-    "slug": "debugging-remotion-video-jitter",
-    "title": "Debugging Remotion Video Jitter: Why Bass Scaling Ruins Background Transitions",
-    "zh_title": "排查 Remotion 视频抽搐：为什么在背景图挂载音频低频 Scale 会毁了转场",
-    "category": "engineering",
-    "pub_date": "2025-11-26",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 9836,
-    "zh_chars": 5653
-  },
-  "docker-reported-exit-0-the-oom-killer-disagreed": {
-    "slug": "docker-reported-exit-0-the-oom-killer-disagreed",
-    "title": "Docker Reported Exit 0. The Kernel Had Already OOM-Killed It.",
-    "zh_title": "Docker 报告退出码 0，内核却早已执行 OOM-Kill",
-    "category": "devops",
-    "pub_date": "2026-10-16",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 10200,
-    "zh_chars": 5488
-  },
-  "does-hevc-actually-shrink-your-files": {
-    "slug": "does-hevc-actually-shrink-your-files",
-    "title": "Does Re-encoding to HEVC Actually Shrink Your Files? I Measured It.",
-    "zh_title": "转成 HEVC 到底会不会让文件变小？我实测了",
-    "category": "tutorials",
-    "pub_date": "2026-10-08",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
-    "en_chars": 8042,
-    "zh_chars": 4159
-  },
-  "embedding-fonts-so-a-pdf-looks-the-same-everywhere": {
-    "slug": "embedding-fonts-so-a-pdf-looks-the-same-everywhere",
-    "title": "Embedding Fonts So a PDF Looks the Same on Every Machine",
-    "zh_title": "把字体嵌进 PDF，让它在任何机器上都长一样",
-    "category": "engineering",
-    "pub_date": "2026-10-15",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 8591,
-    "zh_chars": 3747
-  },
-  "every-player-stuttered-the-file-was-fine": {
-    "slug": "every-player-stuttered-the-file-was-fine",
-    "title": "Every Player Stuttered on the Same Video. The File Was Blameless.",
-    "zh_title": "每个播放器都在同一个视频上卡顿，而文件本身是无辜的",
-    "category": "devops",
-    "pub_date": "2026-10-08",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 8459,
-    "zh_chars": 4296
-  },
-  "five-step-ai-roadmap-what-i-actually-run": {
-    "slug": "five-step-ai-roadmap-what-i-actually-run",
-    "title": "The Five-Step AI Roadmap Everyone Shares — and What I Actually Run in Production",
-    "zh_title": "全网都在转的 AI 五步学习路线 —— 我真正在生产里跑的是哪几步",
-    "category": "ai",
-    "pub_date": "2026-10-13",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 13155,
-    "zh_chars": 5483
-  },
-  "from-audio-to-a-4-minute-ai-music-video": {
-    "slug": "from-audio-to-a-4-minute-ai-music-video",
-    "title": "From Audio to a 4-Minute Music Video: Orchestrating Gemini, AI Diffusion, and Filmora Editing",
-    "zh_title": "从一首歌到 4 分钟完整 MV：我如何用 Gemini、AI 生成与 Filmora 剪辑串起全流程实操",
-    "category": "case-studies",
-    "pub_date": "2026-10-25",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 11027,
-    "zh_chars": 5168
-  },
-  "fully-on-chain-svg-nfts": {
-    "slug": "fully-on-chain-svg-nfts",
-    "title": "Fully On-Chain SVG NFTs: Putting the Artwork Inside the Contract",
-    "zh_title": "全链上 SVG NFT：把艺术作品放进合约里",
-    "category": "web3",
-    "pub_date": "2024-10-08",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:11",
-    "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
-    "en_chars": 16205,
-    "zh_chars": 10281
-  },
-  "generating-full-length-songs-with-yue2-comfyui": {
-    "slug": "generating-full-length-songs-with-yue2-comfyui",
-    "title": "Generating Full-Length Songs with YuE2 BF16: Overcoming Duration Limits and Audio Truncation",
-    "zh_title": "用 YuE2 BF16 生成完整长歌：突破时长限制与音频硬截断",
-    "category": "tutorials",
-    "pub_date": "2026-10-26",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 06:04",
-    "notes": "第3批微调项落地并通过：时长校正283.1s/单调时间戳与防死锁/专业人设去二次元俚语/B2B转化增强",
-    "en_chars": 134821,
-    "zh_chars": 127730
-  },
-  "generating-subtitles-for-songs-without-timestamps": {
-    "slug": "generating-subtitles-for-songs-without-timestamps",
-    "title": "Generating Subtitles for Songs That Ship Without Timestamps",
-    "zh_title": "给没有时间戳的歌曲自动生成字幕",
-    "category": "tutorials",
-    "pub_date": "2026-10-20",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:11",
-    "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
-    "en_chars": 47576,
-    "zh_chars": 42677
-  },
-  "giving-ai-your-mouse-and-keyboard-safely": {
-    "slug": "giving-ai-your-mouse-and-keyboard-safely",
-    "title": "Giving AI Your Mouse and Keyboard: Safe Guardrails for Windows Desktop MCP",
-    "zh_title": "把鼠标和键盘交给 AI 之前：Windows 桌面 MCP 的安全边界与实战防线",
-    "category": "ai",
-    "pub_date": "2025-10-22",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 5906,
-    "zh_chars": 3149
-  },
-  "hardening-a-tor-onion-service": {
-    "slug": "hardening-a-tor-onion-service",
-    "title": "Hardening a Tor Onion Service: What Actually Matters",
-    "zh_title": "加固 Tor 洋葱服务：真正重要的是什么",
-    "category": "devops",
-    "pub_date": "2025-12-10",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 14907,
-    "zh_chars": 7041
-  },
-  "hello-world": {
-    "slug": "hello-world",
-    "title": "Hello, World — About This Blog",
-    "zh_title": "你好，世界 —— 关于这个博客",
-    "category": "notes",
-    "pub_date": "2024-09-24",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
-    "en_chars": 1938,
-    "zh_chars": 1074
-  },
-  "how-i-built-an-automated-music-video-pipeline": {
-    "slug": "how-i-built-an-automated-music-video-pipeline",
-    "title": "How I Built an Automated Music Video Pipeline with Remotion and Dockerized YouTube CDP",
-    "zh_title": "我是如何用 Remotion 与 Docker CDP 打造全自动 MV 生成与多语种油管发布流的",
-    "category": "case-studies",
-    "pub_date": "2025-04-18",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 9265,
-    "zh_chars": 4931
-  },
-  "how-i-built-the-digikedai-telegram-bot": {
-    "slug": "how-i-built-the-digikedai-telegram-bot",
-    "title": "How I Built the DigiKedai Telegram AI Bot",
-    "zh_title": "我是如何构建 DigiKedai Telegram AI 客服机器人的",
-    "category": "case-studies",
-    "pub_date": "2026-09-06",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 10719,
-    "zh_chars": 5271
-  },
-  "how-i-host-this-blog": {
-    "slug": "how-i-host-this-blog",
-    "title": "How I Host This Blog: Astro, Gitea Actions, and Self-Hosted CI/CD",
-    "zh_title": "我是如何托管这个博客的：Astro、Gitea Actions 与自托管 CI/CD",
-    "category": "case-studies",
-    "pub_date": "2026-09-04",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 5908,
-    "zh_chars": 4145
-  },
-  "how-i-made-my-own-songs-with-suno-ai": {
-    "slug": "how-i-made-my-own-songs-with-suno-ai",
-    "title": "How I Made My Own Songs with Suno AI",
-    "zh_title": "我用 Suno AI 做出自己的歌",
-    "category": "case-studies",
-    "pub_date": "2026-09-11",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 16935,
-    "zh_chars": 11737
-  },
-  "how-i-vetted-20-vps-providers-with-parallel-subagents": {
-    "slug": "how-i-vetted-20-vps-providers-with-parallel-subagents",
-    "title": "How I Vetted 20 VPS Providers in Three Hours with Parallel Subagents",
-    "zh_title": "如何用并行子代理在三小时内核查 20 家 VPS 服务商",
-    "category": "case-studies",
-    "pub_date": "2025-11-12",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
-    "en_chars": 8593,
-    "zh_chars": 3613
-  },
-  "how-to-verify-a-hosting-provider-before-you-buy": {
-    "slug": "how-to-verify-a-hosting-provider-before-you-buy",
-    "title": "How to Verify a Hosting Provider Before You Buy",
-    "zh_title": "购买主机前，如何核实一家服务商的真实情况",
-    "category": "tutorials",
-    "pub_date": "2025-11-26",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:11",
-    "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
-    "en_chars": 7710,
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "zh_title": "n8n v1 升级到 v2：一个日志文件里的七项废弃警告",
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-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "NocoDB SSO Is a Licensed Feature — and the Env Vars Won't Tell You",
-    "zh_title": "NocoDB SSO 是授权功能：环境变量不会告诉你的事",
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-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "title": "One Hostname for a Public Tracker and an SSO-Gated Dashboard",
-    "zh_title": "公开的埋点与要 SSO 的仪表盘，怎么共用一个域名",
-    "category": "devops",
-    "pub_date": "2026-09-30",
-    "status": "approved",
-    "batch_id": "Batch-04",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "One Prometheus for unRaid, a Synology NAS, and a VPS: What I Got Wrong",
-    "zh_title": "用一个 Prometheus 监控 unRaid、群晖 NAS 和 VPS：我做错的四件事",
-    "category": "case-studies",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "zh_title": "Passbolt 界面反复卡死——一个缺失的配置文件引发的三种故障模式",
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-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "When Your Database Client Lies to You: Patching Workbench 26 for MariaDB",
-    "zh_title": "当数据库客户端对你撒谎：为 MariaDB 修补 Workbench 26",
-    "category": "devops",
-    "pub_date": "2026-09-19",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 04:09",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "PHP2Shell: I Measured Every PHP Runtime I Manage. All of Them Were Vulnerable.",
-    "zh_title": "PHP2Shell：我管的每台机器，PHP 运行时全都中了",
-    "category": "devops",
-    "pub_date": "2026-10-23",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 04:09",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "Plugging Windows Desktop Control into Four AI Agents: Hermes, OpenCode, Claw, and Claude",
-    "zh_title": "把 Windows 桌面控制接进 4 款 AI Agent：Hermes、OpenCode、Claw 与 Claude 的实战架构",
-    "category": "ai",
-    "pub_date": "2025-12-23",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "title": "Putting a Front Door on an App You Can't Modify",
-    "zh_title": "给自己改不了源码的应用装一扇前门",
-    "category": "devops",
-    "pub_date": "2025-06-24",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 04:09",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "A Read-Only NocoDB Dashboard for a Database on Another Machine",
-    "zh_title": "给另一台机器上的数据库配一个 NocoDB 只读看板",
-    "category": "devops",
-    "pub_date": "2026-09-29",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 04:09",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "slug": "reading-a-containers-own-api-docs",
-    "title": "Read a Container's Own API Docs Instead of the Vendor's",
-    "zh_title": "与其看供应商文档，不如直接读容器自带的 API 文档",
-    "category": "notes",
-    "pub_date": "2025-10-01",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "slug": "replacing-rdpguard-with-ipban",
-    "title": "Replacing RDPGuard With IPBan: The Traps Nobody Documents",
-    "zh_title": "用 IPBan 替换 RDPGuard：没人写出来的三个坑",
-    "category": "devops",
-    "pub_date": "2026-09-19",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 04:09",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
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-    "title": "Running AI Video Locally on a 12 GB GPU: Real Numbers for Wan 2.2 and SeedVR2",
-    "zh_title": "12GB 显卡跑本地 AI 视频：Wan 2.2 加 SeedVR2 的真实数据",
-    "category": "ai",
-    "pub_date": "2026-10-20",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "slug": "running-production-infrastructure-solo",
-    "title": "Running Production Infrastructure Solo: 162 Containers Across Three Hosts",
-    "zh_title": "一个人跑生产基础设施：三台主机、162 个容器",
-    "category": "case-studies",
-    "pub_date": "2026-10-06",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "slug": "running-tts-as-a-service-with-token-sidecars",
-    "title": "I Ran a Text-to-Speech Service for a Year on Two Cron Containers",
-    "zh_title": "我用两个 Cron 容器跑了一年的语音合成服务",
-    "category": "ai",
-    "pub_date": "2026-09-18",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "slug": "scraping-bot-walled-marketplace-warm-browser-session",
-    "title": "Scraping a Bot-Walled Marketplace With a Warm Browser Session",
-    "zh_title": "用「热浏览器会话」爬取有反爬墙的电商网站",
-    "category": "engineering",
-    "pub_date": "2026-09-13",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
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-    "slug": "self-healing-digital-goods-entitlements",
-    "title": "Self-Healing Access Control for Digital Goods: NocoDB, n8n, and AList",
-    "zh_title": "数字商品的自愈式访问控制：NocoDB、n8n 与 AList",
-    "category": "case-studies",
-    "pub_date": "2026-09-18",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "slug": "self-hosted-speech-to-text-api",
-    "title": "Your Own Speech-to-Text Server: Faster Than Typing, Private by Default",
-    "zh_title": "自建语音转文字服务：打字速度的 3 倍以上，而且数据不出内网",
-    "category": "case-studies",
-    "pub_date": "2026-09-19",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "slug": "self-hosted-tts-cosyvoice2-n8n-gpu",
-    "title": "How I Replaced Cloud TTS with a Self-Hosted Neural Voice Stack on an RTX 3060",
-    "zh_title": "从云端转本地：在 12GB 显卡与群晖 N8N 上搭建中英混读高保真 TTS 语音栈",
-    "category": "case-studies",
-    "pub_date": "2026-10-22",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "slug": "self-hosting-mem0-memory-stack",
-    "title": "How I Self-Hosted a Mem0 Memory Stack (So My AI Agent Remembers)",
-    "zh_title": "我如何在私有存储节点上自托管 Mem0 记忆栈（让 AI 助手拥有持久记忆）",
-    "category": "case-studies",
-    "pub_date": "2026-09-16",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "slug": "shipping-an-ai-photo-editor-as-a-wordpress-plugin",
-    "title": "Shipping an AI Photo Editor as a WordPress Plugin: 22 Versions of Hard Lessons",
-    "zh_title": "把 AI 修图工具做成 WordPress 插件：22 个版本换来的经验",
-    "category": "case-studies",
-    "pub_date": "2026-09-18",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 04:22",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "title": "Slashing Agent Context and Token Churn With a Code Graph",
-    "zh_title": "别再把整个 Repo 喂给 Agent：用 Code Graph 斩断 Token 膨胀与遗忘陷阱",
-    "category": "ai",
-    "pub_date": "2026-04-28",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 03:00",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "title": "smartctl Exit Code 32: The Code That Skips the Disks You Care About",
-    "zh_title": "smartctl 退出码 32：专门跳过你最该看的硬盘的那个“错误”",
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-    "title": "Space Reclamation Wasn't Stuck. It Was Waiting for Tomorrow at 09:29.",
-    "zh_title": "空间回收没卡住，它只是在等明天早上 09:29",
-    "category": "devops",
-    "pub_date": "2026-10-14",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "Stop Writing Agent Prompts for Deterministic Work",
-    "zh_title": "确定性的活，别再用 Agent Prompt 去跑",
-    "category": "notes",
-    "pub_date": "2026-10-01",
-    "status": "approved",
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-    "title": "Syncing a Self-Improving AI Agent Across Machines",
-    "zh_title": "在多台机器之间同步一个会自我学习的 AI Agent",
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-    "pub_date": "2026-02-18",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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-    "title": "Why Your Synology API Login Returns 401 With the Correct Password",
-    "zh_title": "密码正确，Synology API 登录却返回 401，问题出在哪",
-    "category": "notes",
-    "pub_date": "2025-09-10",
-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "title": "The Synology Spreadsheet API Is a Container, Not an API Endpoint",
-    "zh_title": "Synology 电子表格 API 是一个容器，不是一个 API 端点",
-    "category": "devops",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "I Was About to RMA This SSD — the Fault Was a SATA Cable",
-    "zh_title": "我差点把这颗 SSD 送修——真正坏的是 SATA 数据线",
-    "category": "devops",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "zh_title": "换了不同的硬盘，同样的损坏又来了——真凶是 TRIM，不是 SSD",
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-    "title": "The NocoDB Attachment That Wouldn't Update (and a Regex That Missed)",
-    "zh_title": "NocoDB 附件字段怎么改都不生效，和一个漏网的正则",
-    "category": "notes",
-    "pub_date": "2026-02-04",
-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "title": "The Single-Writer Rule: Orchestrating Coding Agents Without Multi-Agent Chaos",
-    "zh_title": "代码只让一个 AI 改：我是如何避开多 Agent 协同踩坑的「单写多审」架构",
-    "category": "case-studies",
-    "pub_date": "2026-08-26",
-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "title": "The Upstream Was Deleted, Then Came Back as a Rewrite",
-    "zh_title": "上游被删了，然后带着一个重写版回来",
-    "category": "devops",
-    "pub_date": "2026-10-06",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "Two Ways a JavaScript File Stops Working and Looks Fine",
-    "zh_title": "JavaScript 文件静默失效的两种方式：而页面看上去一切正常",
-    "category": "engineering",
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-    "status": "approved",
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-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
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-    "zh_title": "Unraid 停止阵列时卡死的真相：Swapfile 锁住挂载点 — 附修复方案",
-    "category": "devops",
-    "pub_date": "2026-09-15",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "Upgrading CodeIgniter 4.6 to 4.7: The Breaking Changes the Guide Misses",
-    "zh_title": "CodeIgniter 4.6 升级到 4.7：官方指南没说到的破坏性变更",
-    "category": "notes",
-    "pub_date": "2026-09-27",
-    "status": "approved",
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-    "notes": "外部顾问审阅通过并落地修改",
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-    "title": "Uploading 100MB+ Videos to YouTube via CDP: The Docker Archive Pattern",
-    "zh_title": "用 CDP 自动化上传百兆视频到 YouTube：跨越 DevTools 内存墙的 Docker 归档法",
-    "category": "devops",
-    "pub_date": "2025-08-22",
-    "status": "approved",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "Using Chinese LLM APIs From Malaysia: What Actually Works",
-    "zh_title": "从马来西亚使用中国大模型 API：真正可行的方法",
-    "category": "ai",
-    "pub_date": "2026-09-11",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "title": "Verifying a 19-Page PDF Report Page by Page",
-    "zh_title": "逐页验证一份 19 页的 PDF 报告",
-    "category": "engineering",
-    "pub_date": "2026-09-28",
-    "status": "approved",
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-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
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-    "title": "How I Vet an Open-Source Dependency Before Betting On It",
-    "zh_title": "如何在押注前验证一个开源依赖：我用的六项检查",
-    "category": "devops",
-    "pub_date": "2026-09-29",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 06:10",
-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "When SMART Says Healthy and Your RAID Is Silently Corrupting Data",
-    "zh_title": "SMART 显示健康，RAID 却在悄悄损坏数据",
-    "category": "devops",
-    "pub_date": "2026-09-16",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 06:10",
-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "When to Give Your Agent Physical Clicks (And When to Never Touch Them)",
-    "zh_title": "什么时候该让 AI 操控物理鼠标（以及什么时候绝对不要用）",
-    "category": "case-studies",
-    "pub_date": "2026-05-28",
-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "category": "engineering",
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-    "status": "approved",
-    "batch_id": "Batch-04",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "title": "Why Chrome Forgets Its Tabs in a Container — And How I Fixed It",
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-    "category": "devops",
-    "pub_date": "2026-09-29",
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-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
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-    "title": "Why I Built a Video Knowledge Base: Turning Saved Short Videos into Searchable Notes",
-    "zh_title": "为什么我要做视频精读知识库：把收藏夹吃灰的短视频变成可检索笔记",
-    "category": "case-studies",
-    "pub_date": "2024-11-28",
-    "status": "approved",
-    "batch_id": "Batch-03",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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-    "zh_title": "Claude 和 GPT 明明更强，我为什么还是买了 GPU 跑本地 AI",
-    "category": "ai",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
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-    "title": "Why Is My TTS Model Repeating \\\"Percent\\\"? The URL-Encoding Trap in Speech Pipelines",
-    "zh_title": "为什么本地语音合成一直在念 “Percent”？语音管线里的 URL 编码与沙盒避坑记",
-    "category": "notes",
-    "pub_date": "2026-10-22",
-    "status": "approved",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "zh_title": "为什么多个 AI 一起写代码总会烂尾？传话失真与隐式决策困境",
-    "category": "notes",
-    "pub_date": "2025-07-29",
-    "status": "approved",
-    "batch_id": "Batch-04",
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-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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-    "title": "Why My On-Chain NFT Art Changed When I Cloned It on Windows",
-    "zh_title": "为什么在 Windows 上克隆后，我的链上 NFT 图像变了",
-    "category": "web3",
-    "pub_date": "2026-08-19",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:11",
-    "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
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-    "zh_chars": 4585
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-  "why-telegram-bot-notifications-die": {
-    "slug": "why-telegram-bot-notifications-die",
-    "title": "Why Telegram Bot Notifications Die: IPv6, DNS, and a 400 That Took a Day",
-    "zh_title": "Telegram 机器人通知为什么发不出去：IPv6、DNS 和一个追查了一整天的 400",
-    "category": "devops",
-    "pub_date": "2026-03-25",
-    "status": "approved",
-    "batch_id": "Batch-02",
-    "approved_at": "2026-10-27 06:10",
-    "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
-    "en_chars": 10753,
-    "zh_chars": 6005
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-  "why-your-cdp-clicks-silently-fail": {
-    "slug": "why-your-cdp-clicks-silently-fail",
-    "title": "Why Your CDP Clicks Silently Fail: Smooth Scroll, Minimised Windows, and JS-Dispatched Events",
-    "zh_title": "为什么你的 CDP 点击会静默失效：平滑滚动、最小化窗口与 JS 派发事件",
-    "category": "devops",
-    "pub_date": "2025-03-19",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 8054,
-    "zh_chars": 4536
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-  "why-your-grafana-dashboard-shows-no-data": {
-    "slug": "why-your-grafana-dashboard-shows-no-data",
-    "title": "Why Your Grafana Dashboard Shows No Data (When Prometheus Is Fine)",
-    "zh_title": "Prometheus 明明有数据，Grafana 面板却全是 No data 的原因",
-    "category": "devops",
-    "pub_date": "2026-05-17",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 7456,
-    "zh_chars": 3919
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-  "why-your-headless-browser-cant-scrape-everything": {
-    "slug": "why-your-headless-browser-cant-scrape-everything",
-    "title": "Why Your Headless Browser Can't Scrape Everything",
-    "zh_title": "为什么你的无头浏览器不是万能爬虫",
-    "category": "case-studies",
-    "pub_date": "2026-01-21",
-    "status": "approved",
-    "batch_id": "Batch-03",
-    "approved_at": "2026-10-27 03:49",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
-    "en_chars": 8076,
-    "zh_chars": 3792
-  },
-  "why-your-windows-mcp-calls-silently-fail": {
-    "slug": "why-your-windows-mcp-calls-silently-fail",
-    "title": "Why Your Windows Desktop MCP Calls Silently Fail: Taming the 10-Second Idle Gate",
-    "zh_title": "为什么你的 Windows 桌面 MCP 调用会静默失败：攻破 10 秒空闲门禁与避坑实录",
-    "category": "notes",
-    "pub_date": "2026-03-12",
-    "status": "approved",
-    "batch_id": "Batch-04",
-    "approved_at": "2026-10-27 05:21",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
-    "en_chars": 5663,
-    "zh_chars": 3857
-  },
-  "your-disk-full-alert-is-lying": {
-    "slug": "your-disk-full-alert-is-lying",
-    "title": "Your Disk-Full Alert Is Lying: Stop Alerting on Percentages",
-    "zh_title": "你的“磁盘将满”告警在说谎：别再按百分比告警",
-    "category": "devops",
-    "pub_date": "2026-06-24",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 06:09",
-    "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
-    "en_chars": 6139,
-    "zh_chars": 3090
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-  "yue2-on-a-12gb-gpu-songs-that-lost-their-endings": {
-    "slug": "yue2-on-a-12gb-gpu-songs-that-lost-their-endings",
-    "title": "Why My AI Songs Kept Losing Their Endings: Running YuE2 on a 12 GB GPU",
-    "zh_title": "为什么我的 AI 歌曲总是丢结尾：在 12GB 显卡上跑 YuE2",
-    "category": "ai",
-    "pub_date": "2026-10-20",
-    "status": "approved",
-    "batch_id": "Batch-01",
-    "approved_at": "2026-10-27 05:26",
-    "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
-    "en_chars": 28955,
-    "zh_chars": 24414
-  }
+ "adding-a-domain-to-someone-elses-mail-server": {
+  "slug": "adding-a-domain-to-someone-elses-mail-server",
+  "title": "Adding a Domain to Someone Else's Mail Server",
+  "zh_title": "给别人家的邮件服务器加一个域名",
+  "category": "notes",
+  "pub_date": "2025-05-06",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 7886,
+  "zh_chars": 3603
+ },
+ "adding-english-mode-to-a-chinese-only-web-app": {
+  "slug": "adding-english-mode-to-a-chinese-only-web-app",
+  "title": "No API for Browser Translation: Adding an English Mode to a Chinese-Only Web App",
+  "zh_title": "浏览器翻译没有 API:我给一个纯中文网页应用加上了英文模式",
+  "category": "engineering",
+  "pub_date": "2025-06-11",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 11914,
+  "zh_chars": 6253
+ },
+ "ai-furniture-compositing-with-flux-kontext": {
+  "slug": "ai-furniture-compositing-with-flux-kontext",
+  "title": "How I Built an AI Furniture Compositing Demo With FLUX.1 Kontext",
+  "zh_title": "我如何用 FLUX.1 Kontext 打造 AI 家具合成演示",
+  "category": "case-studies",
+  "pub_date": "2026-09-11",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 12512,
+  "zh_chars": 7237
+ },
+ "authentik-css-greater-than-bug": {
+  "slug": "authentik-css-greater-than-bug",
+  "title": "The Character That Silently Broke My authentik CSS",
+  "zh_title": "一个字符让我的 authentik CSS 静默失效",
+  "category": "devops",
+  "pub_date": "2026-09-20",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 9317,
+  "zh_chars": 5589
+ },
+ "authentik-forward-auth-gate-wasnt-live": {
+  "slug": "authentik-forward-auth-gate-wasnt-live",
+  "title": "The Forward-Auth Gate That Verified Perfectly — and Wasn't Live",
+  "zh_title": "验证完全正确的 Forward-Auth 网关——其实并未上线",
+  "category": "devops",
+  "pub_date": "2026-08-12",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 16526,
+  "zh_chars": 8746
+ },
+ "authentik-major-upgrade-gotchas": {
+  "slug": "authentik-major-upgrade-gotchas",
+  "title": "Authentik 2025.8 to 2026.8: The Breakable Parts Nobody Warns You About",
+  "zh_title": "Authentik 从 2025.8 升级到 2026.8：那些没人提醒你会坏掉的部分",
+  "category": "devops",
+  "pub_date": "2026-09-09",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 11710,
+  "zh_chars": 6147
+ },
+ "automating-cyberpanel-without-the-ui": {
+  "slug": "automating-cyberpanel-without-the-ui",
+  "title": "Automating CyberPanel Without the UI: Reverse-Engineering an Undocumented v2 API",
+  "zh_title": "不用界面管理 CyberPanel：逆向一个没有文档的 v2 API",
+  "category": "devops",
+  "pub_date": "2026-09-09",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 8474,
+  "zh_chars": 5205
+ },
+ "best-ai-video-generators-2026": {
+  "slug": "best-ai-video-generators-2026",
+  "title": "Best AI Video Generators in 2026: Free vs Paid, and My LTX-2.3 Test",
+  "zh_title": "2026 年最佳 AI 视频生成器：免费与付费对比，以及我的 LTX-2.3 实测",
+  "category": "ai",
+  "pub_date": "2026-09-11",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 24245,
+  "zh_chars": 12700
+ },
+ "calibrating-intel-quick-sync-hevc-quality": {
+  "slug": "calibrating-intel-quick-sync-hevc-quality",
+  "title": "Calibrating Intel Quick Sync HEVC: A Cliff at 28, and a Preset That Does Nothing",
+  "zh_title": "校准 Intel Quick Sync HEVC：28 与 30 之间的悬崖，和一个毫无作用的 preset",
+  "category": "tutorials",
+  "pub_date": "2026-10-14",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 10968,
+  "zh_chars": 5968
+ },
+ "chainlink-vrf-v2-lottery-contract": {
+  "slug": "chainlink-vrf-v2-lottery-contract",
+  "title": "An Automated Lottery Contract on Chainlink VRF v2.5 and Automation",
+  "zh_title": "一个基于 Chainlink VRF v2.5 与 Automation 的自动化彩票合约",
+  "category": "web3",
+  "pub_date": "2024-12-10",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:11",
+  "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
+  "en_chars": 16252,
+  "zh_chars": 9707
+ },
+ "debugging-remotion-video-jitter": {
+  "slug": "debugging-remotion-video-jitter",
+  "title": "Debugging Remotion Video Jitter: Why Bass Scaling Ruins Background Transitions",
+  "zh_title": "排查 Remotion 视频抽搐：为什么在背景图挂载音频低频 Scale 会毁了转场",
+  "category": "engineering",
+  "pub_date": "2025-11-26",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 9836,
+  "zh_chars": 5653
+ },
+ "docker-reported-exit-0-the-oom-killer-disagreed": {
+  "slug": "docker-reported-exit-0-the-oom-killer-disagreed",
+  "title": "Docker Reported Exit 0. The Kernel Had Already OOM-Killed It.",
+  "zh_title": "Docker 报告退出码 0，内核却早已执行 OOM-Kill",
+  "category": "devops",
+  "pub_date": "2026-10-16",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 10200,
+  "zh_chars": 5488
+ },
+ "does-hevc-actually-shrink-your-files": {
+  "slug": "does-hevc-actually-shrink-your-files",
+  "title": "Does Re-encoding to HEVC Actually Shrink Your Files? I Measured It.",
+  "zh_title": "转成 HEVC 到底会不会让文件变小？我实测了",
+  "category": "tutorials",
+  "pub_date": "2026-10-08",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 8042,
+  "zh_chars": 4159
+ },
+ "embedding-fonts-so-a-pdf-looks-the-same-everywhere": {
+  "slug": "embedding-fonts-so-a-pdf-looks-the-same-everywhere",
+  "title": "Embedding Fonts So a PDF Looks the Same on Every Machine",
+  "zh_title": "把字体嵌进 PDF，让它在任何机器上都长一样",
+  "category": "engineering",
+  "pub_date": "2026-10-15",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 8591,
+  "zh_chars": 3747
+ },
+ "every-player-stuttered-the-file-was-fine": {
+  "slug": "every-player-stuttered-the-file-was-fine",
+  "title": "Every Player Stuttered on the Same Video. The File Was Blameless.",
+  "zh_title": "每个播放器都在同一个视频上卡顿，而文件本身是无辜的",
+  "category": "devops",
+  "pub_date": "2026-10-08",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 8459,
+  "zh_chars": 4296
+ },
+ "five-step-ai-roadmap-what-i-actually-run": {
+  "slug": "five-step-ai-roadmap-what-i-actually-run",
+  "title": "The Five-Step AI Roadmap Everyone Shares — and What I Actually Run in Production",
+  "zh_title": "全网都在转的 AI 五步学习路线 —— 我真正在生产里跑的是哪几步",
+  "category": "ai",
+  "pub_date": "2026-10-13",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 13155,
+  "zh_chars": 5483
+ },
+ "from-audio-to-a-4-minute-ai-music-video": {
+  "slug": "from-audio-to-a-4-minute-ai-music-video",
+  "title": "From Audio to a 4-Minute Music Video: Orchestrating Gemini, AI Diffusion, and Filmora Editing",
+  "zh_title": "从一首歌到 4 分钟完整 MV：我如何用 Gemini、AI 生成与 Filmora 剪辑串起全流程实操",
+  "category": "case-studies",
+  "pub_date": "2026-10-25",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 11027,
+  "zh_chars": 5168
+ },
+ "fully-on-chain-svg-nfts": {
+  "slug": "fully-on-chain-svg-nfts",
+  "title": "Fully On-Chain SVG NFTs: Putting the Artwork Inside the Contract",
+  "zh_title": "全链上 SVG NFT：把艺术作品放进合约里",
+  "category": "web3",
+  "pub_date": "2024-10-08",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:11",
+  "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
+  "en_chars": 16205,
+  "zh_chars": 10281
+ },
+ "generating-full-length-songs-with-yue2-comfyui": {
+  "slug": "generating-full-length-songs-with-yue2-comfyui",
+  "title": "Generating Full-Length Songs with YuE2 BF16: Overcoming Duration Limits and Audio Truncation",
+  "zh_title": "用 YuE2 BF16 生成完整长歌：突破时长限制与音频硬截断",
+  "category": "tutorials",
+  "pub_date": "2026-10-26",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 06:04",
+  "notes": "第3批微调项落地并通过：时长校正283.1s/单调时间戳与防死锁/专业人设去二次元俚语/B2B转化增强",
+  "en_chars": 134821,
+  "zh_chars": 127730
+ },
+ "generating-subtitles-for-songs-without-timestamps": {
+  "slug": "generating-subtitles-for-songs-without-timestamps",
+  "title": "Generating Subtitles for Songs That Ship Without Timestamps",
+  "zh_title": "给没有时间戳的歌曲自动生成字幕",
+  "category": "tutorials",
+  "pub_date": "2026-10-20",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:11",
+  "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
+  "en_chars": 47576,
+  "zh_chars": 42677
+ },
+ "giving-ai-your-mouse-and-keyboard-safely": {
+  "slug": "giving-ai-your-mouse-and-keyboard-safely",
+  "title": "Giving AI Your Mouse and Keyboard: Safe Guardrails for Windows Desktop MCP",
+  "zh_title": "把鼠标和键盘交给 AI 之前：Windows 桌面 MCP 的安全边界与实战防线",
+  "category": "ai",
+  "pub_date": "2025-10-22",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 5906,
+  "zh_chars": 3149
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+  "slug": "hardening-a-tor-onion-service",
+  "title": "Hardening a Tor Onion Service: What Actually Matters",
+  "zh_title": "加固 Tor 洋葱服务：真正重要的是什么",
+  "category": "devops",
+  "pub_date": "2025-12-10",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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+  "zh_chars": 7041
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+ "hello-world": {
+  "slug": "hello-world",
+  "title": "Hello, World — About This Blog",
+  "zh_title": "你好，世界 —— 关于这个博客",
+  "category": "notes",
+  "pub_date": "2024-09-24",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
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+  "slug": "how-i-built-an-automated-music-video-pipeline",
+  "title": "How I Built an Automated Music Video Pipeline with Remotion and Dockerized YouTube CDP",
+  "zh_title": "我是如何用 Remotion 与 Docker CDP 打造全自动 MV 生成与多语种油管发布流的",
+  "category": "case-studies",
+  "pub_date": "2025-04-18",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 9265,
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+ "how-i-built-the-digikedai-telegram-bot": {
+  "slug": "how-i-built-the-digikedai-telegram-bot",
+  "title": "How I Built the DigiKedai Telegram AI Bot",
+  "zh_title": "我是如何构建 DigiKedai Telegram AI 客服机器人的",
+  "category": "case-studies",
+  "pub_date": "2026-09-06",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
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+  "zh_chars": 5271
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+ "how-i-host-this-blog": {
+  "slug": "how-i-host-this-blog",
+  "title": "How I Host This Blog: Astro, Gitea Actions, and Self-Hosted CI/CD",
+  "zh_title": "我是如何托管这个博客的：Astro、Gitea Actions 与自托管 CI/CD",
+  "category": "case-studies",
+  "pub_date": "2026-09-04",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 5908,
+  "zh_chars": 4145
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+ "how-i-made-my-own-songs-with-suno-ai": {
+  "slug": "how-i-made-my-own-songs-with-suno-ai",
+  "title": "How I Made My Own Songs with Suno AI",
+  "zh_title": "我用 Suno AI 做出自己的歌",
+  "category": "case-studies",
+  "pub_date": "2026-09-11",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
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+  "zh_chars": 11737
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+ "how-i-vetted-20-vps-providers-with-parallel-subagents": {
+  "slug": "how-i-vetted-20-vps-providers-with-parallel-subagents",
+  "title": "How I Vetted 20 VPS Providers in Three Hours with Parallel Subagents",
+  "zh_title": "如何用并行子代理在三小时内核查 20 家 VPS 服务商",
+  "category": "case-studies",
+  "pub_date": "2025-11-12",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 8593,
+  "zh_chars": 3613
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+ "how-to-verify-a-hosting-provider-before-you-buy": {
+  "slug": "how-to-verify-a-hosting-provider-before-you-buy",
+  "title": "How to Verify a Hosting Provider Before You Buy",
+  "zh_title": "购买主机前，如何核实一家服务商的真实情况",
+  "category": "tutorials",
+  "pub_date": "2025-11-26",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:11",
+  "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
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+  "zh_chars": 3405
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+  "slug": "i-let-an-agent-manage-my-shopee-vouchers",
+  "title": "I Let an Agent Manage My Shopee Vouchers — And It Created One I Never Approved",
+  "zh_title": "我让 AI 助手管我的 Shopee 优惠券 —— 它建了一张我没批准的券",
+  "category": "ai",
+  "pub_date": "2025-07-08",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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+  "zh_chars": 4824
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+ "it-reported-success-nothing-had-changed": {
+  "slug": "it-reported-success-nothing-had-changed",
+  "title": "It Reported Success. Nothing Had Changed.",
+  "zh_title": "它报告了成功，可实际上什么都没变",
+  "category": "devops",
+  "pub_date": "2026-10-08",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 8349,
+  "zh_chars": 3886
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+ "jpa-version-field-lost-update": {
+  "slug": "jpa-version-field-lost-update",
+  "title": "The JPA Field That Turns a Silent Lost Update Into a 409",
+  "zh_title": "那个把静默丢失更新变成 409 的 JPA 字段：@Version 乐观锁",
+  "category": "engineering",
+  "pub_date": "2026-08-19",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 12536,
+  "zh_chars": 7506
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+ "loop-engineering-without-a-coding-agent": {
+  "slug": "loop-engineering-without-a-coding-agent",
+  "title": "Loop Engineering Without a Coding Agent: The 11 Cron Jobs That Run My Infrastructure",
+  "zh_title": "没有 Coding Agent 的 Loop Engineering：撑起我这套基础设施的 11 个定时任务",
+  "category": "case-studies",
+  "pub_date": "2026-10-01",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 14249,
+  "zh_chars": 6609
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+ "migrating-codeigniter-iis-to-openlitespeed": {
+  "slug": "migrating-codeigniter-iis-to-openlitespeed",
+  "title": "Migrating a CodeIgniter 4 App From IIS to OpenLiteSpeed",
+  "zh_title": "把 CodeIgniter 4 应用从 IIS 迁移到 OpenLiteSpeed",
+  "category": "engineering",
+  "pub_date": "2026-09-27",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 14943,
+  "zh_chars": 8425
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+ "my-backup-was-using-someone-elses-api-quota": {
+  "slug": "my-backup-was-using-someone-elses-api-quota",
+  "title": "My Backup Was Crawling Because I Was Using Someone Else's API Quota",
+  "zh_title": "我的备份爬得比爬虫还慢，因为我在用别人的 API 配额",
+  "category": "notes",
+  "pub_date": "2026-10-15",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 8572,
+  "zh_chars": 4527
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+ "n8n-v1-to-v2-upgrade-gotchas": {
+  "slug": "n8n-v1-to-v2-upgrade-gotchas",
+  "title": "Upgrading n8n v1 to v2: Seven Deprecations in One Log File",
+  "zh_title": "n8n v1 升级到 v2：一个日志文件里的七项废弃警告",
+  "category": "devops",
+  "pub_date": "2026-09-18",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 12262,
+  "zh_chars": 6712
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+ "nocodb-sso-is-a-licensed-feature": {
+  "slug": "nocodb-sso-is-a-licensed-feature",
+  "title": "NocoDB SSO Is a Licensed Feature — and the Env Vars Won't Tell You",
+  "zh_title": "NocoDB SSO 是授权功能：环境变量不会告诉你的事",
+  "category": "notes",
+  "pub_date": "2026-09-29",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 9937,
+  "zh_chars": 5421
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+ "one-hostname-public-tracker-sso-dashboard": {
+  "slug": "one-hostname-public-tracker-sso-dashboard",
+  "title": "One Hostname for a Public Tracker and an SSO-Gated Dashboard",
+  "zh_title": "公开的埋点与要 SSO 的仪表盘，怎么共用一个域名",
+  "category": "devops",
+  "pub_date": "2026-09-30",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 14400,
+  "zh_chars": 6837
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+ "one-prometheus-for-unraid-synology-and-a-vps": {
+  "slug": "one-prometheus-for-unraid-synology-and-a-vps",
+  "title": "One Prometheus for unRaid, a Synology NAS, and a VPS: What I Got Wrong",
+  "zh_title": "用一个 Prometheus 监控 unRaid、群晖 NAS 和 VPS：我做错的四件事",
+  "category": "case-studies",
+  "pub_date": "2026-07-29",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 8358,
+  "zh_chars": 4690
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+ "passbolt-hang-three-failure-modes": {
+  "slug": "passbolt-hang-three-failure-modes",
+  "title": "Passbolt UI Kept Hanging — Three Failure Modes From One Missing Config File",
+  "zh_title": "Passbolt 界面反复卡死——一个缺失的配置文件引发的三种故障模式",
+  "category": "devops",
+  "pub_date": "2026-01-07",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 7864,
+  "zh_chars": 4187
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+ "patching-workbench-26-for-mariadb": {
+  "slug": "patching-workbench-26-for-mariadb",
+  "title": "When Your Database Client Lies to You: Patching Workbench 26 for MariaDB",
+  "zh_title": "当数据库客户端对你撒谎：为 MariaDB 修补 Workbench 26",
+  "category": "devops",
+  "pub_date": "2026-09-19",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 15965,
+  "zh_chars": 9501
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+ "php2shell-patching-every-php-runtime-i-manage": {
+  "slug": "php2shell-patching-every-php-runtime-i-manage",
+  "title": "PHP2Shell: I Measured Every PHP Runtime I Manage. All of Them Were Vulnerable.",
+  "zh_title": "PHP2Shell：我管的每台机器，PHP 运行时全都中了",
+  "category": "devops",
+  "pub_date": "2026-10-23",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 22354,
+  "zh_chars": 12531
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+ "plugging-windows-desktop-control-into-four-ai-agents": {
+  "slug": "plugging-windows-desktop-control-into-four-ai-agents",
+  "title": "Plugging Windows Desktop Control into Four AI Agents: Hermes, OpenCode, Claw, and Claude",
+  "zh_title": "把 Windows 桌面控制接进 4 款 AI Agent：Hermes、OpenCode、Claw 与 Claude 的实战架构",
+  "category": "ai",
+  "pub_date": "2025-12-23",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 6554,
+  "zh_chars": 5030
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+ "putting-a-front-door-on-an-app-you-cant-modify": {
+  "slug": "putting-a-front-door-on-an-app-you-cant-modify",
+  "title": "Putting a Front Door on an App You Can't Modify",
+  "zh_title": "给自己改不了源码的应用装一扇前门",
+  "category": "devops",
+  "pub_date": "2025-06-24",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 13927,
+  "zh_chars": 7415
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+ "read-only-nocodb-dashboard-for-a-remote-database": {
+  "slug": "read-only-nocodb-dashboard-for-a-remote-database",
+  "title": "A Read-Only NocoDB Dashboard for a Database on Another Machine",
+  "zh_title": "给另一台机器上的数据库配一个 NocoDB 只读看板",
+  "category": "devops",
+  "pub_date": "2026-09-29",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 12009,
+  "zh_chars": 6287
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+ "reading-a-containers-own-api-docs": {
+  "slug": "reading-a-containers-own-api-docs",
+  "title": "Read a Container's Own API Docs Instead of the Vendor's",
+  "zh_title": "与其看供应商文档，不如直接读容器自带的 API 文档",
+  "category": "notes",
+  "pub_date": "2025-10-01",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 8382,
+  "zh_chars": 5489
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+ "replacing-rdpguard-with-ipban": {
+  "slug": "replacing-rdpguard-with-ipban",
+  "title": "Replacing RDPGuard With IPBan: The Traps Nobody Documents",
+  "zh_title": "用 IPBan 替换 RDPGuard：没人写出来的三个坑",
+  "category": "devops",
+  "pub_date": "2026-09-19",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 04:09",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/技术细节修补）",
+  "en_chars": 13131,
+  "zh_chars": 7795
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+ "running-ai-video-locally-on-a-12gb-gpu": {
+  "slug": "running-ai-video-locally-on-a-12gb-gpu",
+  "title": "Running AI Video Locally on a 12 GB GPU: Real Numbers for Wan 2.2 and SeedVR2",
+  "zh_title": "12GB 显卡跑本地 AI 视频：Wan 2.2 加 SeedVR2 的真实数据",
+  "category": "ai",
+  "pub_date": "2026-10-20",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 18508,
+  "zh_chars": 12878
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+ "running-production-infrastructure-solo": {
+  "slug": "running-production-infrastructure-solo",
+  "title": "Running Production Infrastructure Solo: 162 Containers Across Three Hosts",
+  "zh_title": "一个人跑生产基础设施：三台主机、162 个容器",
+  "category": "case-studies",
+  "pub_date": "2026-10-06",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
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+  "zh_chars": 3722
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+ "running-tts-as-a-service-with-token-sidecars": {
+  "slug": "running-tts-as-a-service-with-token-sidecars",
+  "title": "I Ran a Text-to-Speech Service for a Year on Two Cron Containers",
+  "zh_title": "我用两个 Cron 容器跑了一年的语音合成服务",
+  "category": "ai",
+  "pub_date": "2026-09-18",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
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+  "zh_chars": 7929
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+ "scraping-bot-walled-marketplace-warm-browser-session": {
+  "slug": "scraping-bot-walled-marketplace-warm-browser-session",
+  "title": "Scraping a Bot-Walled Marketplace With a Warm Browser Session",
+  "zh_title": "用「热浏览器会话」爬取有反爬墙的电商网站",
+  "category": "engineering",
+  "pub_date": "2026-09-13",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 11313,
+  "zh_chars": 5734
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+ "self-healing-digital-goods-entitlements": {
+  "slug": "self-healing-digital-goods-entitlements",
+  "title": "Self-Healing Access Control for Digital Goods: NocoDB, n8n, and AList",
+  "zh_title": "数字商品的自愈式访问控制：NocoDB、n8n 与 AList",
+  "category": "case-studies",
+  "pub_date": "2026-09-18",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 14765,
+  "zh_chars": 6819
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+ "self-hosted-speech-to-text-api": {
+  "slug": "self-hosted-speech-to-text-api",
+  "title": "Your Own Speech-to-Text Server: Faster Than Typing, Private by Default",
+  "zh_title": "自建语音转文字服务：打字速度的 3 倍以上，而且数据不出内网",
+  "category": "case-studies",
+  "pub_date": "2026-09-19",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 14708,
+  "zh_chars": 7794
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+ "self-hosted-tts-cosyvoice2-n8n-gpu": {
+  "slug": "self-hosted-tts-cosyvoice2-n8n-gpu",
+  "title": "How I Replaced Cloud TTS with a Self-Hosted Neural Voice Stack on an RTX 3060",
+  "zh_title": "从云端转本地：在 12GB 显卡与群晖 N8N 上搭建中英混读高保真 TTS 语音栈",
+  "category": "case-studies",
+  "pub_date": "2026-10-22",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 8913,
+  "zh_chars": 4773
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+ "self-hosting-mem0-memory-stack": {
+  "slug": "self-hosting-mem0-memory-stack",
+  "title": "How I Self-Hosted a Mem0 Memory Stack (So My AI Agent Remembers)",
+  "zh_title": "我如何在私有存储节点上自托管 Mem0 记忆栈（让 AI 助手拥有持久记忆）",
+  "category": "case-studies",
+  "pub_date": "2026-09-16",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 8057,
+  "zh_chars": 4849
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+ "shipping-an-ai-photo-editor-as-a-wordpress-plugin": {
+  "slug": "shipping-an-ai-photo-editor-as-a-wordpress-plugin",
+  "title": "Shipping an AI Photo Editor as a WordPress Plugin: 22 Versions of Hard Lessons",
+  "zh_title": "把 AI 修图工具做成 WordPress 插件：22 个版本换来的经验",
+  "category": "case-studies",
+  "pub_date": "2026-09-18",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 13879,
+  "zh_chars": 6861
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+ "slashing-agent-context-with-a-code-graph": {
+  "slug": "slashing-agent-context-with-a-code-graph",
+  "title": "Slashing Agent Context and Token Churn With a Code Graph",
+  "zh_title": "别再把整个 Repo 喂给 Agent：用 Code Graph 斩断 Token 膨胀与遗忘陷阱",
+  "category": "ai",
+  "pub_date": "2026-04-28",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 8122,
+  "zh_chars": 5040
+ },
+ "smartctl-exit-code-32-skips-the-disks-that-matter": {
+  "slug": "smartctl-exit-code-32-skips-the-disks-that-matter",
+  "title": "smartctl Exit Code 32: The Code That Skips the Disks You Care About",
+  "zh_title": "smartctl 退出码 32：专门跳过你最该看的硬盘的那个“错误”",
+  "category": "notes",
+  "pub_date": "2026-04-14",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 5475,
+  "zh_chars": 2881
+ },
+ "space-reclamation-wasnt-stuck-it-was-waiting": {
+  "slug": "space-reclamation-wasnt-stuck-it-was-waiting",
+  "title": "Space Reclamation Wasn't Stuck. It Was Waiting for Tomorrow at 09:29.",
+  "zh_title": "空间回收没卡住，它只是在等明天早上 09:29",
+  "category": "devops",
+  "pub_date": "2026-10-14",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 6574,
+  "zh_chars": 3505
+ },
+ "stop-writing-agent-prompts-for-deterministic-work": {
+  "slug": "stop-writing-agent-prompts-for-deterministic-work",
+  "title": "Stop Writing Agent Prompts for Deterministic Work",
+  "zh_title": "确定性的活，别再用 Agent Prompt 去跑",
+  "category": "notes",
+  "pub_date": "2026-10-01",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 05:22",
+  "notes": "外部顾问审阅通过并落地修改",
+  "en_chars": 4951,
+  "zh_chars": 2216
+ },
+ "syncing-a-self-improving-ai-agent-across-machines": {
+  "slug": "syncing-a-self-improving-ai-agent-across-machines",
+  "title": "Syncing a Self-Improving AI Agent Across Machines",
+  "zh_title": "在多台机器之间同步一个会自我学习的 AI Agent",
+  "category": "case-studies",
+  "pub_date": "2026-02-18",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 04:22",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/架构蓝图对齐/排版折叠）",
+  "en_chars": 8861,
+  "zh_chars": 4541
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+ "synology-api-401-with-the-correct-password": {
+  "slug": "synology-api-401-with-the-correct-password",
+  "title": "Why Your Synology API Login Returns 401 With the Correct Password",
+  "zh_title": "密码正确，Synology API 登录却返回 401，问题出在哪",
+  "category": "notes",
+  "pub_date": "2025-09-10",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 5053,
+  "zh_chars": 3063
+ },
+ "synology-spreadsheet-api-is-a-container": {
+  "slug": "synology-spreadsheet-api-is-a-container",
+  "title": "The Synology Spreadsheet API Is a Container, Not an API Endpoint",
+  "zh_title": "Synology 电子表格 API 是一个容器，不是一个 API 端点",
+  "category": "devops",
+  "pub_date": "2025-08-20",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 16101,
+  "zh_chars": 9200
+ },
+ "that-dying-ssd-was-just-a-bad-sata-cable": {
+  "slug": "that-dying-ssd-was-just-a-bad-sata-cable",
+  "title": "I Was About to RMA This SSD — the Fault Was a SATA Cable",
+  "zh_title": "我差点把这颗 SSD 送修——真正坏的是 SATA 数据线",
+  "category": "devops",
+  "pub_date": "2026-09-16",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 7471,
+  "zh_chars": 3940
+ },
+ "the-cause-was-trim-not-the-ssds": {
+  "slug": "the-cause-was-trim-not-the-ssds",
+  "title": "The Corruption Came Back on Different Drives — the Cause Was TRIM, Not the SSDs",
+  "zh_title": "换了不同的硬盘，同样的损坏又来了——真凶是 TRIM，不是 SSD",
+  "category": "devops",
+  "pub_date": "2026-09-18",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 13042,
+  "zh_chars": 7310
+ },
+ "the-nocodb-attachment-that-wouldnt-update": {
+  "slug": "the-nocodb-attachment-that-wouldnt-update",
+  "title": "The NocoDB Attachment That Wouldn't Update (and a Regex That Missed)",
+  "zh_title": "NocoDB 附件字段怎么改都不生效，和一个漏网的正则",
+  "category": "notes",
+  "pub_date": "2026-02-04",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 3798,
+  "zh_chars": 2312
+ },
+ "the-single-writer-rule-for-coding-agents": {
+  "slug": "the-single-writer-rule-for-coding-agents",
+  "title": "The Single-Writer Rule: Orchestrating Coding Agents Without Multi-Agent Chaos",
+  "zh_title": "代码只让一个 AI 改：我是如何避开多 Agent 协同踩坑的「单写多审」架构",
+  "category": "case-studies",
+  "pub_date": "2026-08-26",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 13331,
+  "zh_chars": 6954
+ },
+ "the-upstream-was-deleted-then-came-back-rewritten": {
+  "slug": "the-upstream-was-deleted-then-came-back-rewritten",
+  "title": "The Upstream Was Deleted, Then Came Back as a Rewrite",
+  "zh_title": "上游被删了，然后带着一个重写版回来",
+  "category": "devops",
+  "pub_date": "2026-10-06",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 11636,
+  "zh_chars": 5229
+ },
+ "two-ways-a-javascript-file-stops-working-and-looks-fine": {
+  "slug": "two-ways-a-javascript-file-stops-working-and-looks-fine",
+  "title": "Two Ways a JavaScript File Stops Working and Looks Fine",
+  "zh_title": "JavaScript 文件静默失效的两种方式：而页面看上去一切正常",
+  "category": "engineering",
+  "pub_date": "2025-02-20",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 8293,
+  "zh_chars": 3881
+ },
+ "unraid-stop-array-hangs-on-swapfile": {
+  "slug": "unraid-stop-array-hangs-on-swapfile",
+  "title": "Why Unraid Hangs When You Stop the Array With a Swapfile — and the Fix",
+  "zh_title": "Unraid 停止阵列时卡死的真相：Swapfile 锁住挂载点 — 附修复方案",
+  "category": "devops",
+  "pub_date": "2026-09-15",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 10470,
+  "zh_chars": 6376
+ },
+ "upgrading-codeigniter-46-to-47": {
+  "slug": "upgrading-codeigniter-46-to-47",
+  "title": "Upgrading CodeIgniter 4.6 to 4.7: The Breaking Changes the Guide Misses",
+  "zh_title": "CodeIgniter 4.6 升级到 4.7：官方指南没说到的破坏性变更",
+  "category": "notes",
+  "pub_date": "2026-09-27",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 05:22",
+  "notes": "外部顾问审阅通过并落地修改",
+  "en_chars": 9469,
+  "zh_chars": 5411
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+ "uploading-large-videos-to-youtube-via-cdp": {
+  "slug": "uploading-large-videos-to-youtube-via-cdp",
+  "title": "Uploading 100MB+ Videos to YouTube via CDP: The Docker Archive Pattern",
+  "zh_title": "用 CDP 自动化上传百兆视频到 YouTube：跨越 DevTools 内存墙的 Docker 归档法",
+  "category": "devops",
+  "pub_date": "2025-08-22",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 11267,
+  "zh_chars": 7173
+ },
+ "using-chinese-llm-apis-from-malaysia": {
+  "slug": "using-chinese-llm-apis-from-malaysia",
+  "title": "Using Chinese LLM APIs From Malaysia: What Actually Works",
+  "zh_title": "从马来西亚使用中国大模型 API：真正可行的方法",
+  "category": "ai",
+  "pub_date": "2026-09-11",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 03:00",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 7540,
+  "zh_chars": 3536
+ },
+ "verifying-a-pdf-report-page-by-page": {
+  "slug": "verifying-a-pdf-report-page-by-page",
+  "title": "Verifying a 19-Page PDF Report Page by Page",
+  "zh_title": "逐页验证一份 19 页的 PDF 报告",
+  "category": "engineering",
+  "pub_date": "2026-09-28",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 12525,
+  "zh_chars": 6685
+ },
+ "vetting-an-open-source-dependency-before-you-bet-on-it": {
+  "slug": "vetting-an-open-source-dependency-before-you-bet-on-it",
+  "title": "How I Vet an Open-Source Dependency Before Betting On It",
+  "zh_title": "如何在押注前验证一个开源依赖：我用的六项检查",
+  "category": "devops",
+  "pub_date": "2026-09-29",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 8512,
+  "zh_chars": 4201
+ },
+ "when-smart-says-healthy-but-your-raid-is-corrupting-data": {
+  "slug": "when-smart-says-healthy-but-your-raid-is-corrupting-data",
+  "title": "When SMART Says Healthy and Your RAID Is Silently Corrupting Data",
+  "zh_title": "SMART 显示健康，RAID 却在悄悄损坏数据",
+  "category": "devops",
+  "pub_date": "2026-09-16",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 14160,
+  "zh_chars": 6246
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+ "when-to-give-your-agent-physical-clicks": {
+  "slug": "when-to-give-your-agent-physical-clicks",
+  "title": "When to Give Your Agent Physical Clicks (And When to Never Touch Them)",
+  "zh_title": "什么时候该让 AI 操控物理鼠标（以及什么时候绝对不要用）",
+  "category": "case-studies",
+  "pub_date": "2026-05-28",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 6882,
+  "zh_chars": 3608
+ },
+ "why-500000-lines-of-commit-churn-only-left-230000-in-production": {
+  "slug": "why-500000-lines-of-commit-churn-only-left-230000-in-production",
+  "title": "I Committed 518,000 Lines in 30 Days. Production Kept 235,000.",
+  "zh_title": "30 天提交 51.8 万行，生产环境只留下 23.5 万行",
+  "category": "engineering",
+  "pub_date": "2026-10-18",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 8949,
+  "zh_chars": 4197
+ },
+ "why-chrome-forgets-its-tabs-in-a-container": {
+  "slug": "why-chrome-forgets-its-tabs-in-a-container",
+  "title": "Why Chrome Forgets Its Tabs in a Container — And How I Fixed It",
+  "zh_title": "为什么容器里的 Chrome 会忘记标签页 —— 以及我是怎么修好的",
+  "category": "devops",
+  "pub_date": "2026-09-29",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 15430,
+  "zh_chars": 9234
+ },
+ "why-i-built-a-video-knowledge-base": {
+  "slug": "why-i-built-a-video-knowledge-base",
+  "title": "Why I Built a Video Knowledge Base: Turning Saved Short Videos into Searchable Notes",
+  "zh_title": "为什么我要做视频精读知识库：把收藏夹吃灰的短视频变成可检索笔记",
+  "category": "case-studies",
+  "pub_date": "2024-11-28",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 5770,
+  "zh_chars": 2924
+ },
+ "why-i-still-bought-a-local-gpu": {
+  "slug": "why-i-still-bought-a-local-gpu",
+  "title": "Why I Still Bought a GPU to Run AI When Claude and GPT Are Obviously Stronger",
+  "zh_title": "Claude 和 GPT 明明更强，我为什么还是买了 GPU 跑本地 AI",
+  "category": "ai",
+  "pub_date": "2026-09-21",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 11811,
+  "zh_chars": 4924
+ },
+ "why-is-my-tts-model-repeating-percent": {
+  "slug": "why-is-my-tts-model-repeating-percent",
+  "title": "Why Is My TTS Model Repeating \\\"Percent\\\"? The URL-Encoding Trap in Speech Pipelines",
+  "zh_title": "为什么本地语音合成一直在念 “Percent”？语音管线里的 URL 编码与沙盒避坑记",
+  "category": "notes",
+  "pub_date": "2026-10-22",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 7728,
+  "zh_chars": 4968
+ },
+ "why-multi-agent-coding-fails": {
+  "slug": "why-multi-agent-coding-fails",
+  "title": "Why Multi-Agent Coding Fails: The Telephone Game and Architectural Drift",
+  "zh_title": "为什么多个 AI 一起写代码总会烂尾？传话失真与隐式决策困境",
+  "category": "notes",
+  "pub_date": "2025-07-29",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 6364,
+  "zh_chars": 3353
+ },
+ "why-my-on-chain-nft-art-changed-on-windows": {
+  "slug": "why-my-on-chain-nft-art-changed-on-windows",
+  "title": "Why My On-Chain NFT Art Changed When I Cloned It on Windows",
+  "zh_title": "为什么在 Windows 上克隆后，我的链上 NFT 图像变了",
+  "category": "web3",
+  "pub_date": "2026-08-19",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:11",
+  "notes": "Batch-04 review: performUpkeep external-callable correction, _ownerOf dead-code fix, storage vs EIP-170 split, RDAP -L + ASN blocklist, subs-15 retimed from re-run ASR, cross-links, dynamicCta",
+  "en_chars": 8423,
+  "zh_chars": 4585
+ },
+ "why-telegram-bot-notifications-die": {
+  "slug": "why-telegram-bot-notifications-die",
+  "title": "Why Telegram Bot Notifications Die: IPv6, DNS, and a 400 That Took a Day",
+  "zh_title": "Telegram 机器人通知为什么发不出去：IPv6、DNS 和一个追查了一整天的 400",
+  "category": "devops",
+  "pub_date": "2026-03-25",
+  "status": "approved",
+  "batch_id": "Batch-02",
+  "approved_at": "2026-10-27 06:10",
+  "notes": "顾问二次审阅（其编号Batch-05）已落地：修正Multipart join原理解释与源码转义、Btrfs csum字段位置与字节序、losetup -p误用、UDMA_CRC机制、CONFIG_CFS_BANDWIDTH、GiB/h算术；补齐blueprint与机型待确认。详见 reports/report-batch-05-rereview.md",
+  "en_chars": 10753,
+  "zh_chars": 6005
+ },
+ "why-your-cdp-clicks-silently-fail": {
+  "slug": "why-your-cdp-clicks-silently-fail",
+  "title": "Why Your CDP Clicks Silently Fail: Smooth Scroll, Minimised Windows, and JS-Dispatched Events",
+  "zh_title": "为什么你的 CDP 点击会静默失效：平滑滚动、最小化窗口与 JS 派发事件",
+  "category": "devops",
+  "pub_date": "2025-03-19",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 8054,
+  "zh_chars": 4536
+ },
+ "why-your-grafana-dashboard-shows-no-data": {
+  "slug": "why-your-grafana-dashboard-shows-no-data",
+  "title": "Why Your Grafana Dashboard Shows No Data (When Prometheus Is Fine)",
+  "zh_title": "Prometheus 明明有数据，Grafana 面板却全是 No data 的原因",
+  "category": "devops",
+  "pub_date": "2026-05-17",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 7456,
+  "zh_chars": 3919
+ },
+ "why-your-headless-browser-cant-scrape-everything": {
+  "slug": "why-your-headless-browser-cant-scrape-everything",
+  "title": "Why Your Headless Browser Can't Scrape Everything",
+  "zh_title": "为什么你的无头浏览器不是万能爬虫",
+  "category": "case-studies",
+  "pub_date": "2026-01-21",
+  "status": "approved",
+  "batch_id": "Batch-03",
+  "approved_at": "2026-10-27 03:49",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见",
+  "en_chars": 8076,
+  "zh_chars": 3792
+ },
+ "why-your-windows-mcp-calls-silently-fail": {
+  "slug": "why-your-windows-mcp-calls-silently-fail",
+  "title": "Why Your Windows Desktop MCP Calls Silently Fail: Taming the 10-Second Idle Gate",
+  "zh_title": "为什么你的 Windows 桌面 MCP 调用会静默失败：攻破 10 秒空闲门禁与避坑实录",
+  "category": "notes",
+  "pub_date": "2026-03-12",
+  "status": "approved",
+  "batch_id": "Batch-04",
+  "approved_at": "2026-10-27 05:21",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含数字矛盾/OPSEC脱敏/双语CTA/排版折叠/禁用词清理）",
+  "en_chars": 5663,
+  "zh_chars": 3857
+ },
+ "your-disk-full-alert-is-lying": {
+  "slug": "your-disk-full-alert-is-lying",
+  "title": "Your Disk-Full Alert Is Lying: Stop Alerting on Percentages",
+  "zh_title": "你的“磁盘将满”告警在说谎：别再按百分比告警",
+  "category": "devops",
+  "pub_date": "2026-06-24",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 06:09",
+  "notes": "第一批外部顾问审阅完成，已全量采纳并落地修改（含数字矛盾纠正/OPSEC与禁用词清理/并发异常409映射/双语CTA补齐）",
+  "en_chars": 6139,
+  "zh_chars": 3090
+ },
+ "yue2-on-a-12gb-gpu-songs-that-lost-their-endings": {
+  "slug": "yue2-on-a-12gb-gpu-songs-that-lost-their-endings",
+  "title": "Why My AI Songs Kept Losing Their Endings: Running YuE2 on a 12 GB GPU",
+  "zh_title": "为什么我的 AI 歌曲总是丢结尾：在 12GB 显卡上跑 YuE2",
+  "category": "ai",
+  "pub_date": "2026-10-20",
+  "status": "approved",
+  "batch_id": "Batch-01",
+  "approved_at": "2026-10-27 05:26",
+  "notes": "外部顾问审阅完成，已采纳并落地全量修改意见（含GPU/Token成本算账、Gemini净化、双语CTA、代码折叠与简繁转换）",
+  "en_chars": 28955,
+  "zh_chars": 24414
+ },
+ "when-lowering-crf-does-nothing-maxrate-deadlock": {
+  "slug": "when-lowering-crf-does-nothing-maxrate-deadlock",
+  "title": "When Lowering CRF Does Nothing: The -maxrate Ceiling and the SSIM Quality Deadlock",
+  "zh_title": "当降低 CRF 毫无效果：视频转码中 -maxrate 封顶与 SSIM 质量门禁的死锁",
+  "category": "devops",
+  "pub_date": "2026-10-27",
+  "status": "pending",
+  "batch_id": "Batch-07",
+  "approved_at": null,
+  "notes": "2026-10-28 打包送审（Batch-07）；发布先于审阅，结论回填后更新状态",
+  "en_chars": 8906,
+  "zh_chars": 5042
+ },
+ "why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux": {
+  "slug": "why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux",
+  "title": "Why ffmpeg -map 0 Breaks Your Remux: The Hidden Matrix of Multi-Track MP4 and Matroska",
+  "zh_title": "为什么 ffmpeg -map 0 会搞崩混流：跨容器多音轨、字幕与字体的深水区",
+  "category": "engineering",
+  "pub_date": "2026-10-27",
+  "status": "pending",
+  "batch_id": "Batch-07",
+  "approved_at": null,
+  "notes": "2026-10-28 打包送审（Batch-07）；发布先于审阅，结论回填后更新状态",
+  "en_chars": 10877,
+  "zh_chars": 7332
+ },
+ "when-a-proxy-timeout-returns-html-instead-of-json": {
+  "slug": "when-a-proxy-timeout-returns-html-instead-of-json",
+  "title": "When a Proxy Timeout Returns HTML Instead of JSON: A 499 Post-Mortem",
+  "zh_title": "反代超时返回 HTML，前端报 SyntaxError：一次 499 事故复盘",
+  "category": "engineering",
+  "pub_date": "2026-10-28",
+  "status": "pending",
+  "batch_id": "Batch-07",
+  "approved_at": null,
+  "notes": "2026-10-28 打包送审（Batch-07）；发布先于审阅，结论回填后更新状态",
+  "en_chars": 15520,
+  "zh_chars": 8813
+ }
 }
\ No newline at end of file
diff --git a/docs/consultant-review/batch-07-consultant-review-pack.md b/docs/consultant-review/batch-07-consultant-review-pack.md
new file mode 100644
index 0000000..85531a9
--- /dev/null
+++ b/docs/consultant-review/batch-07-consultant-review-pack.md
@@ -0,0 +1,1426 @@
+# Batch-07 外部顾问审阅资料包 — 3 篇已上线但缺审核记录的工程文章
+
+> **致顾问**：本轮不是新一轮选题策划，而是**补审**。这 3 篇已经在 blog.hoelee.com 上线（其中 2 篇在 Batch-06 资料包里已给过全文，1 篇是 2026-10-28 新增），但审阅结论回执一直没落到台账里。请您按同一套铁律与评分维度给出结论即可；如需撤回或重写，我会照办，线上可随时下线。
+>
+> **审阅日期**：2026-10-28 ｜ **资料包版本**：v1 ｜ **文章语言**：英中双语（英文为线上主版本，中文为同 slug 镜像）
+
+---
+
+## 一、本轮范围与状态
+
+| # | slug | 分类 | 上线日 | 字数（EN / ZH） | 台账状态 | 本轮需要您给的结论 |
+|---|---|---|---|---|---|---|
+| **A** | `when-a-proxy-timeout-returns-html-instead-of-json` | engineering | 2026-10-28 | 15,520 / 8,813 | pending（本轮新增） | **全文审阅**（资料包第五章） |
+| **B** | `when-lowering-crf-does-nothing-maxrate-deadlock` | devops | 2026-10-27 | 8,906 / 5,042 | pending | 全文在 Batch-06 包，本轮附录重贴，**请给最终结论** |
+| **C** | `why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux` | engineering | 2026-10-27 | 10,877 / 7,332 | pending | 同上 |
+
+**为什么会出现「已上线却未审」**：Batch-06 那批 5 篇里，A/B/C 中的 B、C 按排期先发了（周二主打 + 周四深水区），审阅回执此前一直只看 Batch-01~05 的报告文件；A 是 2026-10-28 当天故障复盘当场写完并直接上线的（业主授权「按建议执行」），没有走 draft 预审闸门。这件事本身是我流程上的缺口，本轮补齐台账（3 条 `status: pending`）。
+
+**未在本轮、但仍挂着的 Batch-06 剩余 3 篇**（都是 `draft: true`，未上线，等同一轮结论）：`traefik-yaegi-plugin-package-name-trap`、`architecting-sea-payment-and-offline-licensing-pipelines`、`batch-generating-80-technical-covers-with-comfyui`。
+
+---
+
+## 二、战略任务与定位（与前几轮一致，未变）
+
+1. **双轨目标**：① 技术求职证明（Senior/Staff 全栈 · DevOps · AI 平台架构，US/EU/SG 远程或 hybrid）；② 马来西亚中小企业 B2B 获客（网站设计与开发为主业，邮箱托管为次）。
+2. **No-Shopkeeper / No-Founder 红线**：商业交付一律写成高可用生产系统工程，不写成店铺经营、副业、电商小生意。
+3. **A 篇在这条线上的作用**：这是"能把别人的线上事故从一句错误的报错定位到正确层级"的证据。它不涉及任何自有产品，纯排障与架构判断，对求职线价值最高；对 B2B 线的作用是"我管理的基础设施出问题时，我是这样收尾的"。
+
+---
+
+## 三、铁律清单（自检结果，逐条给证据）
+
+| 铁律 | 自检方式 | 结果 |
+|---|---|---|
+| 禁用词 `homelab` / `home lab` / `家用` / `小主机` / `折腾` | 全文正则，EN+ZH 各跑一遍 | **0 命中** |
+| 第一人称单数，禁 `we` / `our` / `我们` | 全文正则计数 | **0 命中**（EN 与 ZH 均为 0） |
+| 技术正文禁第二人称（`you`/`your`/`你`），仅结尾 CTA 可用 | 全文正则 | 初稿有 **5 处**（`Your timeout budget`、`the worst case you have not measured`、`telling you / your code`，中文 2 处「你」），已全部改为第一人称/无人称，**当前 0 命中**，且已重新构建部署、线上实测生效 |
+| 英中 100% 镜像（同 slug、同 commit） | 文件存在性 + 构建产物 | 两处 `dist/posts/`、`dist/posts/zh/` 均生成，`llms.txt` 各 2 条 |
+| 标题 Title Case（EN） | 人工核对 | A/B/C 均符合 |
+| OPSEC：无绝对路径、无内网 IP、无 token/密钥 | 人工逐段过 + 正则扫 `192.168`、`/volume1`、`D:\`、`token` | **0 命中**；文中出现的 `nginx` / `FastAPI` / `authentik` / `Docker` / `cgroups` 均为通用技术名词，非客户标识 |
+| 数字一致（前后文不打架） | 逐条重算 | 13.6÷0.259 = **52.5×**（文中"中位 52×"）；13.6÷0.244~0.361 = **38~56×**（文中"38–57×"）；2507÷13.6 = **184.3×**（文中"184×"）；0.24–0.36 s 五连测中位 **0.259 s** |
+| 长代码进 `<details class="tech-deep-dive">`，`<summary>` 写明产物与行数 | 人工核对 | A 篇两处：`52 行` 缓存实现、`22 行` 前端读取器；标题均写明产物 |
+| 不手写 CTA（由 `dynamicCta: true` 注入） | frontmatter + 构建产物 | `dynamic-cta` 类在线上页面各 1 处，正文无手写表单 |
+
+---
+
+## 四、技术背景（供您审"技术是不是真的"）
+
+### 4.1 A 篇的触发：一句指向错误层级的报障
+
+业主 2026-10-28 报障原文只有一行：
+
+```
+读取自动处理状态失败：SyntaxError: Unexpected token '<', "<!DOCTYPE "
+```
+
+这句话在字面上指控前端（`JSON.parse` 遇到 `<` 才会抛这个错）。真实原因是响应体本身是 HTML —— 由反向代理在超时后吐出。**我把这条"误导性证据"作为文章的叙事主线**，因为它正是这类故障最贵的成本：错误信息由没有过错的那一层生成。
+
+### 4.2 物理运行边界（这决定了后面所有数字）
+
+- 承载容器：单核固定（`cpuset "4"`），CPU 权重为默认值的 **1/4**（`cpu_shares 256`）。
+- 同一台物理机上并行跑着 HEVC 转码闸门与内容流水线 —— 审计的耗时不是代码的常数，而是"被允许借用多少 CPU"的函数。
+- 请求链：浏览器 → SSO 门禁（authentik proxy provider）→ portal nginx → 应用容器。**三层反代，三套互不知情的超时**。
+- portal 的 `/api/` 位置实测配置值：`proxy_read_timeout 120s`（我读的是容器内现行 conf，不是文档）。
+
+### 4.3 两组反直觉观测（文章的全部说服力都在这里）
+
+**观测一：故障期间应用侧一条日志都没有。**
+- portal 访问日志：该路径 7 次请求，**全是 `499`、响应体 0 字节**，无 4xx、无 5xx。
+- 应用 uvicorn 日志：故障窗口内该路径 **0 条**。
+- 结论：请求根本没到应用，是代理先放弃。`499` 是 nginx 在**客户端**先断开时写的码，它既不进 5xx，也不进应用日志 —— 所以任何基于 5xx 的告警都看不见这类故障。
+
+**观测二：同一个函数，耗时跨一个数量级。**
+- 同步时期：生产实测 **13.6 s**，三次连续打点 **17.7 / 98.5 / 35.8 s**（289 篇笔记规模）。
+- 挪到后台线程后应用自记耗时：**76.1 / 82.3 / 93.5 / 124.2 / 165.1 / 633.6 / 1282.5 / 2507.2 s**（341 篇规模，同一份代码、同一台机器）。
+- 最坏值比空闲时量到的 13.6 s **慢 184 倍**。这一条直接否掉了"把反代超时从 120 s 抬到 300 s"这种修法。
+
+### 4.4 根因的数学表达（不夸张、可复算）
+
+审计成本 ≈ `n × (切章 + 内容哈希 + 逐文件 stat)`。在 `n` 从 289 涨到 341、且只有 1 核 × 1/4 权重可用时，墙钟时间 ≈ `计算量 ÷ (核数 × 权重份额) + 争用等待`。请求超时是**上游三层的固定常数**（最小一跳），与被审计数据规模无关；两者一旦交叉，就必然是"请求先死、计算还在跑"。文章的核心判断是：**端点延迟不是代码属性，而是它被允许借用多少 CPU 的属性。**
+
+### 4.5 架构决策树（文章与实现一致）
+
+1. 抬超时？ → 否。2507 s 的计算，抬到 300 s 只是把失败推迟 5 分钟，同时多占 5 分钟容量。
+2. 异步化（202 + 轮询任务）？ → 可选，但对一张"数字卡片"过重，且前端要重写轮询与状态机。
+3. TTL 缓存 + 单飞后台刷新（stale-while-revalidate）？ → **采用**。读路径永不计算；过期时立刻返回旧值 + `refreshing: true`，同一时刻只允许一个重算线程；启动预热一次。
+4. 陈旧值显示 0 还是"计算中"？ → **计算中**。积压计数器上的 0 与"确实没事可做"无法区分，属假信息。
+5. 前端裸 `res.json()` 保留？ → 否。改成先读文本、保留状态码与首 80 字节，反代中断时输出 `HTTP 503 · <!DOCTYPE …`。
+6. 加一条 `?refresh=1`？ → 是，测试与人排查都需要一条不等 TTL 的通道。
+
+### 4.6 B / C 两篇的技术要点（全文见附录，结论请一并给）
+
+- **B（`-maxrate` 死锁）**：低码率素材降到 CRF 19→14 后，SSIM 只从 0.99192 涨到 0.99195（+0.00003），却消耗 106.2 小时 GPU；根因是编码输出已撞在 `-maxrate` 码率墙上（`obps >= vbps × SIZE_CEIL × 0.97`），此时调 CRF 数学上无效，调度器应直接取消重试并记录原因。
+- **C（`-map 0` 跨容器）**：`-map 0` 在 Matroska 输出上遇到 QuickTime 章节（`bin_data`）与手机时间码轨（`tmcd`）会直接 fatal；MP4 输出遇到 ASS/PGS/字体附件同样 fatal；iOS 的轨名只读 `udta/name` 而 ffprobe 只回读 `hdlr`，二次混流会静默丢标签。修法是显式轨道规划 + 包级 MD5 校验（`-f data -` 管道哈希 payload）。
+
+---
+
+## 五、我预判您会追问的两处（并附我的答案与证据边界）
+
+> 这一节是我主动交底的，不是让您放水。若您认为证据不足以支撑文中表述，我会改标题与结论，而不是改数字。
+
+**Q-A：把"缓存读 0.26 s"和"全量审计 13.6 s"放在一起比，是不是苹果比橘子？**
+- 文中表述为"对照它所替代的 13.6 秒审计"，指的是**同一端点、同一份计算**在改造前后的对照，不是把它包装成"接口优化 52 倍"。
+- 我手上有：同函数三种条件下的耗时（13.6 / 17.7 / 98.5 / 35.8 s）、缓存读 5 连测（0.244 / 0.257 / 0.259 / 0.262 / 0.361 s）、后台自记的 8 次审计耗时。
+- **证据缺口（可补）**：我没有从访问日志里取该端点改造前后的 p50/p95 分布，因此文中不写"p95 下降多少"。若您要求，我可以补一次基于 access log 的分位统计再回填。
+
+**Q-B：2507 s 里到底有多少是单核限流、多少是锁竞争/IO？**
+- 该数字是**同一函数从进入到返回的墙钟时间**，由应用自己打印，不是我推算的；但它**没有拆段归因**（单核争用 / 磁盘 stat / 哈希 CPU 各占多少）。
+- 我能确定的因果：容器 1 核 + 1/4 权重、同宿主有 HEVC 转码任务、数据量 341 篇；我**没有**做过的：分段埋点、per-file IO 统计。
+- 因此文中只说"耗时是被允许借用多少 CPU 的函数"，没有声称具体的归因比例。若您要求，我会加一次分段埋点实验再给比例。
+
+---
+
+## 六、全文双语 — A 篇（本轮待审主角）
+
+### 6.1 英文版（线上主版本）
+
+````markdown
+---
+ogImage: "/og/when-a-proxy-timeout-returns-html-instead-of-json.jpg"
+banner: "/banners/when-a-proxy-timeout-returns-html-instead-of-json.jpg"
+title: "When a Proxy Timeout Returns HTML Instead of JSON: A 499 Post-Mortem"
+description: "Why a self-hosted admin card failed with 'Unexpected token <': an O(n) library audit running inside a GET request, three reverse-proxy hops, and the 499 status no monitor watches — measured from 13.6 s on an idle box to 2,507 s on a busy one."
+pubDate: 2026-10-28
+category: engineering
+blueprint: self-hosted-infrastructure
+blueprintLayer: L2-edge-proxy-runtime
+tags: ["nginx", "fastapi", "reverse-proxy", "timeouts", "caching", "observability", "stale-while-revalidate"]
+draft: false
+summary:
+  audience: "Full-Stack Engineers, SREs & Platform Architects Who Own Their Own Edge"
+  painPoint: "An admin dashboard card died with a JavaScript syntax error, which pointed every investigation at the frontend — while the real failure was an O(n) audit burning one pinned CPU core behind three proxy hops that silently abort at their own timeouts."
+  impact:
+    - metric: "Endpoint Latency −98%"
+      detail: "Moved a 289-to-341-note library audit off the request thread into a single-flight background refresher; the cached read path now answers in 0.24–0.36 s over five consecutive calls instead of 13.6 s idle and 2,507 s under load."
+    - metric: "Failure Now Names Its Layer"
+      detail: "Replaced a blind res.json() with a text-first reader that preserves the HTTP status and the first 80 bytes of an HTML error page, so a proxy abort reports 'HTTP 503 · <!DOCTYPE …' instead of an unactionable SyntaxError."
+    - metric: "Zero Fabricated Zeros"
+      detail: "Added a refreshing flag plus cached_at timestamp with a 3-second client retry, so a stale audit renders as 'computing' rather than as a false zero on a compliance-adjacent counter."
+  stack: ["FastAPI", "Python threads", "nginx", "authentik", "Docker", "cgroups"]
+  jumpLinks:
+    business: "#the-card-that-blamed-javascript"
+    architecture: "#failure-mode-an-audit-inside-a-get"
+    result: "#the-result"
+dynamicCta: true
+---
+
+## The card that blamed JavaScript
+
+The bug report arrived as one line of text from a live panel:
+
+```
+读取自动处理状态失败：SyntaxError: Unexpected token '<', "<!DOCTYPE "
+```
+
+Read literally, that message accuses the frontend. A `SyntaxError` on a `<` character is what
+`JSON.parse` throws when the payload is not JSON, and the reflexive conclusion — a stale bundle, a
+typo in a serialiser, a wrong `Content-Type` — puts the investigation in the wrong process for
+hours.
+
+The payload was HTML. Something in front of the application had produced a document starting with
+`<!DOCTYPE`. An application server does not do that on a JSON route; a reverse proxy does. The
+error message was therefore a map of the fault, drawn by the layer that was *not* at fault: the
+browser faithfully reported that it had been handed the wrong kind of document.
+
+What follows is the post-mortem, the measurements that identified the actual cause, and the three
+contract changes that made the class of failure impossible to misdiagnose again.
+
+---
+
+## Failure mode: an audit inside a GET
+
+The failing route was a status endpoint behind a publishing console:
+
+```
+GET /api/automation
+```
+
+It returns three counters and three feature flags. Two of the counters are cheap; the third is
+`tts_stale`, and computing it calls a library-wide audit — enumerate every markdown note, split
+each into chapters, hash the content of each chapter, then `stat` the corresponding audio target
+for each one. All of it ran **inside the request thread**, on every single poll of the card.
+
+```python
+# The shape that broke: a GET that measures the whole library
+@app.get("/api/automation")
+def automation_get():
+    notes = [p for p in sorted(CONTENT_DIR.glob("*.md")) if not p.stem.endswith(".en")]
+    missing_cover = [...]
+    stale = tts_mod.stale_targets(content_dir=CONTENT_DIR, audio_root=AUDIO_DIR)  # O(n) audit
+    return {"counts": {"notes": len(notes), "tts_stale": len(stale)}, ...}
+```
+
+At 289 notes this is a 13.6-second request. That number alone should have disqualified it from
+living on a polled card, but the second half of the problem is what turned it into an outage: the
+request has to cross three reverse-proxy hops before it reaches that function — an SSO gate, a
+portal nginx, and the container network — and each hop owns a timeout that the application neither
+sets nor can see.
+
+The portal's `/api/` location is `proxy_read_timeout 120s` in the live configuration. The SSO gate
+in front of it gave up earlier. Once a hop's clock expires it does what an nginx does: it stops
+waiting, closes the upstream connection, and serves **its own HTML error page** to the browser. The
+frontend then ran `await res.json()` on that document and produced the `SyntaxError` quoted above.
+
+Nothing in that chain returns a 500. The application never learned the request existed.
+
+---
+
+## The evidence triad that proved nothing had failed
+
+Three artefacts, taken together, located the fault without guesswork. Individually, each is
+ambiguous; one of them actively misleads.
+
+| Evidence | Observation | What it eliminates |
+|---|---|---|
+| Portal access log | 7 requests for the path, **every one `499` with 0 body bytes**, zero 4xx, zero 5xx | Rules out application errors and authentication rejects |
+| Application log (uvicorn) | **No entry at all** for the path during the incident window | Proves the request never reached the app — the proxy aborted first |
+| In-container probe | Same call direct to the app: **17.7 s / 98.5 s / 35.8 s** on three consecutive attempts | Confirms the slowness is real and inside the audit, not a network artefact |
+
+`499` is the status nginx writes when the **client** closes the connection before the response is
+sent. It is not an error the server acknowledges, it is not a 5xx, and FastAPI's access log never
+sees it — so the panel could stay broken for weeks while every uptime check, every error-rate
+dashboard and every "is the service healthy?" question answered green. The status that describes
+the failure is written by the hop that gave up, about a request the application never received.
+
+The misleading artefact was the loudest one: the `SyntaxError`. It is a true statement about the
+document and a false statement about the cause.
+
+---
+
+## The hidden variable: 13.6 s idle, 2,507 s on a busy box
+
+Before the fix, the audit's cost looked like a constant. It is not. The console container is
+pinned to a single core (`cpuset "4"`) at a quarter of default CPU weight (`cpu_shares 256`), on a
+host that also runs an HEVC transcode gate and a content pipeline. The audit competes for that one
+core with everything else on it.
+
+After the fix moved the audit off the request path, the application began logging its own duration,
+which turned the hypothesis into a measurement:
+
+```
+automation counts refreshed in 76.1s
+automation counts refreshed in 82.3s
+automation counts refreshed in 93.5s
+automation counts refreshed in 124.2s
+automation counts refreshed in 93.5s → 165.1s
+automation counts refreshed in 633.6s
+automation counts refreshed in 1282.5s
+automation counts refreshed in 2507.2s
+```
+
+Same code, same 341-note library, one order of magnitude of spread — and a worst case **184×
+slower than the figure measured on an idle box**. That single fact dissolves the naive fix. Raising
+the proxy timeout from 120 s to 300 s does not solve a 2,507-second computation; it only converts a
+failure that arrives at 120 s into a failure that arrives at 300 s, five minutes later, with a
+longer window of consumed capacity.
+
+The lesson is the one I keep relearning at the edge: **an endpoint's latency is not a property of
+its code, it is a property of the CPU it is allowed to borrow.** A one-core cgroup limit turns an
+O(n) file audit into an unbounded operation whose runtime is dictated by whatever else is running
+beside it.
+
+---
+
+## The fix: separate the read path from the compute path
+
+Three contract changes, each small enough to test independently.
+
+**1. The read path never computes.** Counts live behind a TTL cache (300 s, `AUTOMATION_COUNTS_TTL_SEC`
+to tune). A request either gets a fresh cached value or gets the previous value immediately with
+`refreshing: true`, while a single daemon thread recomputes. Single-flight is enforced with a lock
+and a flag, so a burst of polls cannot start a burst of audits. The cache is warmed once at startup,
+inside the app's lifespan hook, so the first human to open the panel does not pay for it.
+
+<details class="tech-deep-dive">
+<summary>🔍 View the stale-while-revalidate implementation — cache, single-flight refresh thread, startup warm (52 lines)</summary>
+
+```python
+_AUTOMATION_TTL_SEC = float(os.environ.get("AUTOMATION_COUNTS_TTL_SEC", "300") or 300)
+_automation_cache: Dict[str, Any] = {"data": None, "at": 0.0}
+_automation_refreshing_flag = [False]
+_automation_lock = threading.RLock()
+
+
+@app.get("/api/automation", tags=["ops"])
+def automation_get(refresh: bool = False):
+    """Panels must never block on an audit."""
+    flags = autoflow.settings(db=db)
+    now = time.time()
+    cached = dict(_automation_cache)
+    fresh = cached["data"] is not None and (now - cached["at"]) < _AUTOMATION_TTL_SEC
+    if refresh or not fresh:
+        _start_automation_refresh()
+    return {
+        "flags": flags,
+        "counts": (cached["data"] or {}).get("counts")
+                  or {"notes": 0, "missing_cover": 0, "tts_stale": 0},
+        "refreshing": _automation_refreshing() or not fresh,
+        "cached_at": (datetime.fromtimestamp(cached["at"]).isoformat(timespec="seconds")
+                      if cached["at"] else None),
+    }
+
+
+def _automation_counts() -> Dict[str, Any]:
+    """The slow half: cover gap + stale TTS over the whole library."""
+    notes = [p for p in sorted(CONTENT_DIR.glob("*.md")) if not p.stem.endswith(".en")]
+    missing_cover = [...]
+    stale = tts_mod.stale_targets(content_dir=CONTENT_DIR, audio_root=AUDIO_DIR)
+    return {"counts": {"notes": len(notes), "missing_cover": len(missing_cover),
+                       "tts_stale": len(stale)},
+            "missing_cover": missing_cover[:20]}
+
+
+def _start_automation_refresh() -> None:
+    with _automation_lock:
+        if _automation_refreshing_flag[0]:
+            return
+        _automation_refreshing_flag[0] = True
+
+    def _run() -> None:
+        started = time.time()
+        try:
+            data = _automation_counts()
+            _automation_cache.update({"data": data, "at": time.time()})
+        except Exception as exc:  # a broken audit must not 500 the card
+            logging.warning("automation counts failed: %s", exc)
+        finally:
+            _automation_refreshing_flag[0] = False
+            logging.info("automation counts refreshed in %.1fs", time.time() - started)
+
+    threading.Thread(target=_run, name="automation-counts", daemon=True).start()
+```
+
+</details>
+
+**2. A stale value must announce itself.** The response carries `refreshing` and `cached_at`, and
+the card renders `计算中…` next to the numbers while a recompute is in flight, then retries in three
+seconds. The alternative — showing `0` until data arrives — is worse than being slow, because a
+zero on a backlog counter is indistinguishable from "nothing to do".
+
+**3. The client never parses blindly.** `res.json()` was the actual defect on the browser side: it
+inferred "malformed JSON" from "HTML error page" and discarded both the status code and the body
+that would have named the failing hop.
+
+<details class="tech-deep-dive">
+<summary>🔍 View the text-first response reader and the retry contract (22 lines)</summary>
+
+```javascript
+function autoReadJson(res) {
+  // A proxy timeout / 502 / 503 returns an HTML error page. Blind res.json() turns that into
+  // "Unexpected token '<'" and hides which layer failed — keep the status and the head instead.
+  return res.text().then(function (text) {
+    try {
+      return { data: JSON.parse(text) };
+    } catch (e) {
+      var head = String(text || '').trim().slice(0, 80).replace(/\s+/g, ' ');
+      return { error: 'HTTP ' + res.status + ' · ' + (head || 'empty response') };
+    }
+  });
+}
+
+// refreshing: show the last known numbers, label them, come back in three seconds.
+document.getElementById('auto-counts').textContent =
+  '笔记 ' + counts.notes + ' · 缺封面 ' + counts.missing_cover
+  + ' · 待朗读 ' + counts.tts_stale + (data.refreshing ? ' · 计算中…' : '');
+if (data.refreshing) { autoRetryTimer = setTimeout(window.autoReload, 3000); }
+```
+
+</details>
+
+A fourth change is smaller but load-bearing: `?refresh=1` forces a recompute. Tests and humans both
+need a way to demand fresh numbers without waiting out a TTL, and without that affordance the test
+suite would have had to sleep for minutes.
+
+The test contract changed with the endpoint, which is the part most people skip: the suite now
+polls until the background thread lands instead of asserting numbers on the first response. 28 tests
+pass; the DOM contract check still confirms 16 cards, 68 buttons and 124 element ids, so the frontend
+rewrite did not quietly drop a control.
+
+---
+
+## Reflection: five rules for panel endpoints
+
+1. **A dashboard endpoint is not a query interface.** It is the most frequently called and least
+   cached surface in an admin UI. Anything O(n) over user data belongs in a background job with a
+   publish step, not in the GET that a browser polls on focus.
+2. **The timeout budget is the smallest hop, not the sum.** Four proxies each "allowing" 120 s do
+   not add up; the request dies at whichever clock expires first, and the application cannot see any
+   of them. The application-side budget has to be an order of magnitude under the smallest one.
+3. **`499` deserves an alert.** It is the only signal that reports "the caller gave up", and it
+   bypasses every 5xx-based monitor. A ratio of 499s to 200s on a single path, scraped from the
+   access log, detects this entire class of failure for almost no cost.
+4. **Never trust `res.json()` on a proxied route.** Read text, keep the status, keep the first line.
+   The error message is the only artefact the next engineer will have.
+5. **Stale-while-revalidate beats a bigger number.** Raising a timeout moves the wall; decoupling
+   compute from read removes it — and it removes it for the worst case I have not measured yet
+   (2,507 s here), not just the one I did (13.6 s).
+
+---
+
+## The result
+
+- **Cached read path: 200 in 0.24–0.36 s** across five consecutive calls measured inside the
+  container — a median of 0.26 s against the 13.6 s audit it replaced, **52× faster at the median
+  and 38–57× across the spread**.
+- **Worst observed case eliminated as a user-facing risk.** The audit still takes 2,507 s when the
+  box is saturated; it now costs a background thread instead of a broken card, and the panel keeps
+  answering throughout.
+- **Correctness preserved, not masked.** Counts at the time of writing: 341 notes, 1 missing cover,
+  47 notes pending audio — the same computation, moved.
+- **The failure can no longer masquerade.** If any hop aborts again, the card prints
+  `HTTP 503 · <!DOCTYPE html>…` and the investigation starts at the right layer.
+
+The single most useful line in this whole exercise was the one that lied: `Unexpected token '<'`.
+An HTML error page handed to a JSON caller is not a syntax error — it is a proxy telling me, in the
+only language it has, that it stopped waiting before my code ever woke up.
+````
+
+### 6.2 中文版（同 slug 镜像，`posts/zh/`）
+
+````markdown
+---
+ogImage: "/og/zh-when-a-proxy-timeout-returns-html-instead-of-json.jpg"
+banner: "/banners/when-a-proxy-timeout-returns-html-instead-of-json.jpg"
+title: "反代超时返回 HTML，前端报 SyntaxError：一次 499 事故复盘"
+description: "后台卡片报「Unexpected token '<'」，所有线索都指向前端，真正的故障却是一个跑在 GET 请求线程里的全库审计：289 到 341 篇笔记逐一切章、算哈希、stat 音频，穿过三层反代，实测从空闲时的 13.6 秒恶化到满载时的 2507 秒。"
+pubDate: 2026-10-28
+category: engineering
+blueprint: self-hosted-infrastructure
+blueprintLayer: L2-edge-proxy-runtime
+tags: ["nginx", "fastapi", "反向代理", "超时", "缓存", "可观测性", "stale-while-revalidate"]
+draft: false
+summary:
+  audience: "自建边缘层的全栈工程师、SRE 与平台架构师"
+  painPoint: "一张后台卡片被一句 JavaScript 语法错误判了死刑，排查方向全被带到前端；真实死因是一个 O(n) 全库审计占住单核、被三层反代各自的超时闸门无声掐断。"
+  impact:
+    - metric: "端点延迟 −98%"
+      detail: "把 289 至 341 篇笔记的全库审计挪出请求线程，改由单飞后台线程刷新；缓存读路径连续五次实测 0.24–0.36 秒，替代空闲时 13.6 秒、满载时 2507 秒的同步审计。"
+    - metric: "故障自动指明层级"
+      detail: "用「先读文本、保留状态码与首 80 字节」的读取器替代裸 res.json()，反代中断时面板直接打印「HTTP 503 · <!DOCTYPE …」，不再是无法定位的 SyntaxError。"
+    - metric: "绝不显示假零"
+      detail: "新增 refreshing 标记与 cached_at 时间戳，前端显示「计算中…」并 3 秒后自动补取，避免把陈旧值渲染成合规相关计数器上的一个假 0。"
+  stack: ["FastAPI", "Python 线程", "nginx", "authentik", "Docker", "cgroups"]
+  jumpLinks:
+    business: "#the-card-that-blamed-javascript"
+    architecture: "#failure-mode-an-audit-inside-a-get"
+    result: "#the-result"
+dynamicCta: true
+---
+
+## 把责任推给 JavaScript 的卡片 <a id="the-card-that-blamed-javascript"></a>
+
+线上面板报上来只有一行字：
+
+```
+读取自动处理状态失败：SyntaxError: Unexpected token '<', "<!DOCTYPE "
+```
+
+字面上读，这句话是在指控前端。`JSON.parse` 遇到 `<` 才会抛 `SyntaxError`，于是第一反应必然是「打包缓存过期」「序列化写错」「`Content-Type` 配错」——排查方向被钉在了错误的进程里，一钉就是几个小时。
+
+真相是响应体本身就是 HTML。应用前面某一层吐出了一个以 `<!DOCTYPE` 开头的文档。JSON 路由上的应用服务器不会干这种事，反向代理会。所以这条错误信息其实是一张很精确的故障地图，只是画图的那一层**不是**出问题的那一层：浏览器只是老老实实报告「我拿到的是另一种文档」。
+
+下面是完整复盘：定位真因的几组实测数据，以及让这一类故障再也无法被误判的三处契约改动。
+
+---
+
+## 故障形态：藏在 GET 里的全库审计 <a id="failure-mode-an-audit-inside-a-get"></a>
+
+出问题的路由是发布控制台的一张状态卡片：
+
+```
+GET /api/automation
+```
+
+它返回三个开关和三个计数。两个计数很便宜，第三个叫 `tts_stale`，为了算它要跑一遍全库审计：枚举所有 markdown 笔记、逐篇切章节、对每章内容算哈希、再对每个目标音频文件 `stat` 一次。而这一切**就跑在请求线程里**，卡片每轮询一次就重算一次。
+
+```python
+# 出问题的写法：一个 GET，顺手把整个库量一遍
+@app.get("/api/automation")
+def automation_get():
+    notes = [p for p in sorted(CONTENT_DIR.glob("*.md")) if not p.stem.endswith(".en")]
+    missing_cover = [...]
+    stale = tts_mod.stale_targets(content_dir=CONTENT_DIR, audio_root=AUDIO_DIR)  # O(n) 审计
+    return {"counts": {"notes": len(notes), "tts_stale": len(stale)}, ...}
+```
+
+289 篇笔记时这是一次 13.6 秒的请求。光这个数字就已经足够取消它在轮询卡片上的资格，但让它从「慢」变成「坏」的是另一半原因：这个请求要穿过三层反向代理才摸到这个函数——一层 SSO 门禁、一层 portal nginx、再进容器网络——每一层都有自己的超时，而应用既设不了、也看不见。
+
+portal 的 `/api/` 位置在现行配置里是 `proxy_read_timeout 120s`，而它前面的 SSO 门禁放弃得更早。任何一层的计时器一到，它就按 nginx 的本分处理：停止等待、断开上游连接、把**自己的 HTML 错误页**交给浏览器。前端接着对这份文档执行 `await res.json()`，于是就有了那行 `SyntaxError`。
+
+整条链上没有任何一环返回 500。应用从头到尾都不知道这个请求存在过。
+
+---
+
+## 三条证据钉死「其实什么都没坏」
+
+三个产物合起来就能定位故障，不需要猜。单独看每一条都是歧义的，其中一条还会主动误导。
+
+| 证据 | 观测值 | 排除了什么 |
+|---|---|---|
+| portal 访问日志 | 该路径 7 次请求，**全是 `499`、响应体 0 字节**，无 4xx、无 5xx | 排除应用报错与鉴权拒绝 |
+| 应用日志（uvicorn） | 故障窗口内该路径**一条记录都没有** | 证明请求根本没到应用，是代理先放弃的 |
+| 容器内直连打点 | 同一调用直连应用：连续三次 **17.7 秒 / 98.5 秒 / 35.8 秒** | 确认慢是真的、且慢在审计内部，不是网络抖动 |
+
+`499` 是 nginx 在**客户端**先断开连接时写下的状态码。它不是服务端承认的错误，不是 5xx，FastAPI 的访问日志也永远看不到它——所以这张卡片可以坏上几个星期，而所有存活探测、错误率看板、「服务健康吗」的问答统统是绿的。真正描述这次故障的状态码，由放弃等待的那一层写下，指向的是一个应用从未收到的请求。
+
+而最响的那条证据恰好在误导：`SyntaxError`。它对文档的描述是准确的，对原因的判断是错的。
+
+---
+
+## 隐藏变量：空闲时 13.6 秒，满载时 2507 秒
+
+修之前，审计的耗时看起来像个常数。它不是。控制台容器被钉在单核（`cpuset "4"`），CPU 权重只有默认值的四分之一（`cpu_shares 256`），而宿主机上还跑着 HEVC 转码闸门和内容流水线。这场审计要跟别的任务抢那一个核。
+
+把审计挪出请求路径之后，应用开始自己记录耗时，假设才变成测量：
+
+```
+automation counts refreshed in 76.1s
+automation counts refreshed in 82.3s
+automation counts refreshed in 93.5s
+automation counts refreshed in 124.2s
+automation counts refreshed in 165.1s
+automation counts refreshed in 633.6s
+automation counts refreshed in 1282.5s
+automation counts refreshed in 2507.2s
+```
+
+同一份代码、同一个 341 篇的库，一个数量级的跨度，最坏值比空闲机上量到的数字**慢 184 倍**。这一条就足以否定那个「朴素修法」：把反代超时从 120 秒抬到 300 秒，解决不了一个 2507 秒的计算，只是把 120 秒失败改成 300 秒失败，晚五分钟、多占五分钟容量。
+
+这就是我在边缘层反复吃到的教训：**端点延迟不是代码的属性，而是它被允许借用多少 CPU 的属性。** 单核 cgroup 限流会把一次 O(n) 文件审计变成耗时由邻居决定的无界操作。
+
+---
+
+## 修法：把读路径和计算路径彻底拆开
+
+三处契约改动，每一处都小到可以独立验证。
+
+**一、读路径绝不计算。** 计数放进 TTL 缓存（300 秒，`AUTOMATION_COUNTS_TTL_SEC` 可调）。请求要么拿到新鲜缓存，要么立刻拿到上一次的值并带 `refreshing: true`，同时由一个后台 daemon 线程重算。单飞用一把锁加一个标记守住，成串的轮询不会变成成串的审计。缓存还会在应用 lifespan 里预热一次，第一个打开面板的人不用替所有人付这笔账。
+
+<details class="tech-deep-dive">
+<summary>🔍 查看 stale-while-revalidate 实现 —— 缓存、单飞刷新线程与启动预热（52 行）</summary>
+
+```python
+_AUTOMATION_TTL_SEC = float(os.environ.get("AUTOMATION_COUNTS_TTL_SEC", "300") or 300)
+_automation_cache: Dict[str, Any] = {"data": None, "at": 0.0}
+_automation_refreshing_flag = [False]
+_automation_lock = threading.RLock()
+
+
+@app.get("/api/automation", tags=["ops"])
+def automation_get(refresh: bool = False):
+    """面板绝不在审计上阻塞。"""
+    flags = autoflow.settings(db=db)
+    now = time.time()
+    cached = dict(_automation_cache)
+    fresh = cached["data"] is not None and (now - cached["at"]) < _AUTOMATION_TTL_SEC
+    if refresh or not fresh:
+        _start_automation_refresh()
+    return {
+        "flags": flags,
+        "counts": (cached["data"] or {}).get("counts")
+                  or {"notes": 0, "missing_cover": 0, "tts_stale": 0},
+        "refreshing": _automation_refreshing() or not fresh,
+        "cached_at": (datetime.fromtimestamp(cached["at"]).isoformat(timespec="seconds")
+                      if cached["at"] else None),
+    }
+
+
+def _automation_counts() -> Dict[str, Any]:
+    """慢的那一半：全库缺封面 + 过期朗读目标。"""
+    notes = [p for p in sorted(CONTENT_DIR.glob("*.md")) if not p.stem.endswith(".en")]
+    missing_cover = [...]
+    stale = tts_mod.stale_targets(content_dir=CONTENT_DIR, audio_root=AUDIO_DIR)
+    return {"counts": {"notes": len(notes), "missing_cover": len(missing_cover),
+                       "tts_stale": len(stale)},
+            "missing_cover": missing_cover[:20]}
+
+
+def _start_automation_refresh() -> None:
+    with _automation_lock:
+        if _automation_refreshing_flag[0]:
+            return
+        _automation_refreshing_flag[0] = True
+
+    def _run() -> None:
+        started = time.time()
+        try:
+            data = _automation_counts()
+            _automation_cache.update({"data": data, "at": time.time()})
+        except Exception as exc:  # 审计坏了也不能把卡片打成 500
+            logging.warning("automation counts failed: %s", exc)
+        finally:
+            _automation_refreshing_flag[0] = False
+            logging.info("automation counts refreshed in %.1fs", time.time() - started)
+
+    threading.Thread(target=_run, name="automation-counts", daemon=True).start()
+```
+
+</details>
+
+**二、陈旧值必须自己说出来。** 响应里带 `refreshing` 与 `cached_at`，卡片在重算期间把「计算中…」挂在数字后面，3 秒后自动补取一次。反面做法——在数据到达前先显示 `0`——比慢更糟，因为积压计数器上的 0 与「确实没事可做」长得一模一样。
+
+**三、客户端绝不盲解析。** 真正躺在浏览器侧的缺陷是 `res.json()`：它把「收到了 HTML 错误页」推断成「JSON 格式错误」，顺手丢掉了状态码和本该指出故障层级的那段正文。
+
+<details class="tech-deep-dive">
+<summary>🔍 查看「先读文本」的响应读取器与重试契约（22 行）</summary>
+
+```javascript
+function autoReadJson(res) {
+  // 反代超时 / 502 / 503 回的是 HTML 错误页；裸 res.json() 会把它变成
+  // "Unexpected token '<'"，并把「哪一层挂了」这条信息彻底吞掉。
+  return res.text().then(function (text) {
+    try {
+      return { data: JSON.parse(text) };
+    } catch (e) {
+      var head = String(text || '').trim().slice(0, 80).replace(/\s+/g, ' ');
+      return { error: 'HTTP ' + res.status + ' · ' + (head || '空响应') };
+    }
+  });
+}
+
+// refreshing 时：先显示上一次的数字并标注状态，3 秒后再来一次
+document.getElementById('auto-counts').textContent =
+  '笔记 ' + counts.notes + ' · 缺封面 ' + counts.missing_cover
+  + ' · 待朗读 ' + counts.tts_stale + (data.refreshing ? ' · 计算中…' : '');
+if (data.refreshing) { autoRetryTimer = setTimeout(window.autoReload, 3000); }
+```
+
+</details>
+
+第四处改动更小但很关键：`?refresh=1` 强制重算。测试和人一样，都需要一条「立刻要新数字」的通道，否则整套测试只能靠 sleep 等 TTL 过期。
+
+测试契约跟着端点一起改了，这是大多数人会跳过的一步：用例现在轮询到后台线程落地为止，而不是对第一次响应就断言数字。28 个测试通过；DOM 契约检查仍然确认 16 张卡片、68 个按钮、124 个元素 id，说明前端那轮改写没有悄悄丢掉控件。
+
+---
+
+## 复盘：我此后对每个面板端点都套用的五条规矩
+
+1. **看板端点不是查询接口。** 它是后台里调用最频繁、缓存最少的表面，任何对用户数据的 O(n) 计算都属于后台任务加一次发布，不属于浏览器聚焦时轮询的那个 GET。
+2. **超时预算等于最小那一跳，不是各跳之和。** 四层反代各自「允许」120 秒并不叠加：请求死在最先到期的那个时钟上，而应用一个都看不见。应用侧的预算必须比最小的那个还低一个数量级。
+3. **`499` 值得配一条告警。** 它是唯一一个表达「调用方放弃了」的信号，且天然绕开所有基于 5xx 的监控。从访问日志抓单条路径上 499 与 200 的比值，几乎零成本覆盖这一整类故障。
+4. **在反代后面永远不要信 `res.json()`。** 先读文本，留下状态码，留下第一行。下一个接手的人手里只有这条错误信息。
+5. **stale-while-revalidate 优于一个更大的数字。** 抬高超时只是把墙往后推；把计算与读拆开才是把墙拆掉——而且拆掉的是我还没量到的那个最坏值（这里的 2507 秒），不只是量到的那个（13.6 秒）。
+
+---
+
+## 交付结果 <a id="the-result"></a>
+
+- **缓存读路径：连续五次容器内实测 200，0.24–0.36 秒**，中位 0.26 秒，对照它所替代的 13.6 秒审计——**中位快 52 倍，整个区间快 38–57 倍**。
+- **最坏情况不再暴露给使用者。** 宿主机饱和时审计仍要 2507 秒，但它现在只花掉一个后台线程，而不是一张坏掉的卡片，面板全程照常应答。
+- **正确性保留而非掩盖。** 撰写时的计数：341 篇笔记、1 个缺封面、47 篇待生成朗读——同一个计算，只是搬了位置。
+- **故障再也无法伪装。** 任何一跳再次中断，卡片会打印 `HTTP 503 · <!DOCTYPE html>…`，排查从正确的层级开始。
+
+整件事里最有用的一行，恰恰是那行说谎的 `Unexpected token '<'`。把 HTML 错误页递给一个 JSON 调用方，不是语法错误——那是反代用它唯一会说的语言在告诉我：我的代码还没醒，它就已经不等了。
+````
+
+---
+
+## 附录一：B 篇全文 `when-lowering-crf-does-nothing-maxrate-deadlock`
+
+### EN
+
+````markdown
+---
+ogImage: "/og/when-lowering-crf-does-nothing-maxrate-deadlock.jpg"
+banner: "/banners/when-lowering-crf-does-nothing-maxrate-deadlock.jpg"
+title: "When Lowering CRF Does Nothing: The -maxrate Ceiling and the SSIM Quality Deadlock"
+description: "Why dropping CRF by five steps improved SSIM by only 0.00003: discovering the mathematical conflict between -maxrate bitrate ceilings and quality gates in high-throughput video re-encoding."
+pubDate: 2026-10-27
+category: devops
+blueprint: self-hosted-infrastructure
+blueprintLayer: L1-compute-storage-network
+tags: ["ffmpeg", "transcoding", "hevc", "ssim", "video-engineering", "quality-gate"]
+draft: false
+summary:
+  audience: "Video Infrastructure Engineers, SREs & Platform Architects"
+  painPoint: "A high-throughput video space-reclamation pipeline repeatedly burned 106 hours across 487 encoding rounds because quality-gate retries (crf -2) produced zero metric improvement on capped bitrates."
+  impact:
+    - metric: "Exposed Deadlock"
+      detail: "Proved that crf 19 to crf 14 under an identical -maxrate ceiling yielded an SSIM shift of only +0.00003, rendering lower CRF retries mathematically inert."
+    - metric: "Two-Tier Quality Gate"
+      detail: "Introduced a format-aware gate accepting already-compatible streams (H.264+AAC) at 0.990 SSIM while reserving 0.995 for format-remediation encodes."
+    - metric: "Eliminated Wasted Compute"
+      detail: "Bypassed 100% of pointless re-encode cycles on capped files, cutting retry overhead from 106+ hours to zero on boundary video files."
+  stack: ["FFmpeg", "libx265", "SSIM", "Python", "Linux Dedicated Nodes"]
+  jumpLinks:
+    business: "#the-batch-that-burned-106-hours-doing-nothing"
+    architecture: "#the-architectural-solution-two-tier-gates-and-cap-awareness"
+    result: "#the-result"
+dynamicCta: true
+---
+
+## The batch that burned 106 hours doing nothing
+
+In a high-throughput transcoding pipeline running across dedicated on-premise infrastructure,
+one of my automated ingestion queues had a strict rule: **the output must never exceed the size
+of the source** (`SIZE_CEIL = 1.0`).
+
+The goal was automated space reclamation across tens of thousands of archived video files. If an
+HEVC transcode came out larger than the H.264 original, the pipeline rejected it as counterproductive.
+To enforce this, every encode passed `-maxrate <source_vbps>` and `-bufsize <source_vbps * 2.5>`
+to FFmpeg.
+
+At the same time, the pipeline guarded visual fidelity with an automated quality gate:
+every transcoded file had its structural similarity (SSIM) measured against the source frame by frame.
+If the mean SSIM fell below `0.995`, the item failed the quality gate. To recover borderline files,
+the supervisor triggered an automatic retry: `quality+2` (dropping CRF from 29 to 27 or 19 to 17).
+
+Then the production telemetry came in.
+
+Over a two-week run, **487 quality rounds failed**, consuming **106.2 hours of dedicated compute**.
+Worse: of 202 files that went through two consecutive rounds, **194 showed an SSIM movement of
+less than 0.0015**. The second round burned full CPU cycles to produce a file almost byte-for-byte
+identical to the one rejected ten minutes earlier.
+
+---
+
+## The anomaly in the lab
+
+To isolate why the quality ladder was failing to move the needle, I isolated a representative test
+video: a 720p@30 clip (`1280x720`, 96 seconds) with an original video bitrate of 1832 kbps.
+
+I ran three controlled encoding passes using `libx265`:
+
+```text
+Run 1 (Baseline):
+  Command:   -crf 19 -maxrate 1832k -bufsize 4580k
+  Size:      20.6 MB (87.5% of source)
+  SSIM Mean: 0.99192  --> REJECTED (below 0.995)
+
+Run 2 (The Aggressive Quality Retry):
+  Command:   -crf 14 -maxrate 1832k -bufsize 4580k  (5 quality steps lower!)
+  Size:      22.9 MB (97.3% of source)
+  SSIM Mean: 0.99195  --> REJECTED (below 0.995)
+  Delta:     +0.00003 SSIM improvement
+
+Run 3 (Uncapped Ceiling):
+  Command:   -crf 19 (no -maxrate, no -bufsize)
+  Size:      40.6 MB (172.5% of source)
+  SSIM Mean: 0.99648  --> PASS (above 0.995)
+```
+
+Look at the difference between Run 1 and Run 2: **dropping CRF by five full steps moved the mean
+SSIM by exactly 0.00003**.
+
+Yet in Run 3, the exact same CRF 19 sailed past the 0.995 bar to 0.99648—at the cost of expanding
+the file to **172%** of its original size.
+
+---
+
+## The mathematical trap between CRF and -maxrate
+
+The culprit was not the video encoder, the preset, or the content complexity. It was a fundamental
+contradiction in the pipeline's control architecture:
+
+1. **CRF is a quality target**, not a rate controller. It calculates the quantization parameter needed to maintain uniform visual fidelity across frames.
+2. **`-maxrate` is a hard bitrate ceiling enforced by the VBV (Video Buffer Verifier)** buffer.
+3. When complex scenes demand more bits to meet a lower CRF, the VBV governor intervenes and drops quality to honor the `-maxrate` ceiling.
+
+In high-motion, high-entropy scenes, reaching an SSIM mean of 0.995 required **at least 125% to
+170%** of the source's native bitrate. But the `SIZE_CEIL = 1.0` contract I enforced forbade giving
+the encoder those bits.
+
+Consequently, when an encode ran close to the ceiling (spending >= 97% of the allowable bits),
+lowering the CRF did not buy more detail—it simply forced the encoder to hit the ceiling earlier in
+the GOP and throw the extra bits away. The quality ladder stopped being a ladder.
+
+---
+
+## The architectural solution: Two-tier gates and cap awareness
+
+To eliminate the 106 hours of wasted compute, I refactored the supervisor's decision engine in three ways:
+
+### 1. Identifying the true business objective (`space_reclaim_source`)
+Why was a file being transcoded in the first place?
+* **Case A: Format Remediation.** If the source was VP9, AV1, or inside an MKV container with AC-3 audio, it could not play natively in mobile or web browsers without server-side transcoding. Here, fidelity is paramount: I enforce the strict `0.995` threshold.
+* **Case B: Pure Space Reclamation.** If the source was already an H.264 baseline MP4 with AAC audio, it already played everywhere natively. The *only* purpose of re-encoding was saving disk space. Holding a compatible file to a strict 0.995 bar that forces bitrate expansion is counterproductive.
+
+For Case B, the pipeline now accepts a secondary tier: `SSIM_MEAN_MIN_FALLBACK = 0.990`.
+
+### 2. Detecting the ceiling wall (`CAP_BOUND_SHARE`)
+If an encode used >= 97% of the allowable source bitrate (`obps >= vbps * SIZE_CEIL * 0.97`),
+the file was capped. Retrying with a lower CRF would mathematically yield zero benefit. The pipeline
+now detects this condition and cancels the retry immediately.
+
+<details>
+<summary>View pipeline quality-gate logic (Python excerpt)</summary>
+
+```python
+SIZE_CEIL = 1.0          # Output video bitrate must not exceed the source's
+CAP_BOUND_SHARE = 0.97   # Spent >= 97% of ceiling -> rate-limited, not gear-limited
+QUALITY_STEPS = 2        # Retry offset (crf - 2)
+
+def space_reclaim_source(info, src):
+    """True if the video and audio streams already decode natively on mobile/web targets."""
+    if info.get("vcodec") not in ("h264", "avc1"):
+        return False
+    if info.get("acodec") not in (None, "aac", "mp4a"):
+        return False
+    return os.path.splitext(src)[1].lower() in (".mp4", ".m4v", ".mov")
+
+def evaluate_quality_gate(info, src, mean_ssim, bad_share, vbps, obps):
+    capped = bool(vbps) and obps >= (vbps * SIZE_CEIL * CAP_BOUND_SHARE)
+    systematic = bad_share > MAX_BAD_SHARE or (mean_ssim < SSIM_TARGET)
+
+    # Second-tier relaxation for files that already play everywhere
+    if systematic and bad_share <= MAX_BAD_SHARE and mean_ssim >= SSIM_MEAN_MIN_FALLBACK:
+        if space_reclaim_source(info, src):
+            return "PASS_SECOND_TIER", "Accepted at secondary 0.990 threshold for space reclamation"
+
+    if systematic:
+        # If output is already hitting the bitrate ceiling, retry is mathematically inert
+        if capped:
+            return "FAIL_CAPPED", f"SSIM {mean_ssim:.4f} below bar, but output is capped ({obps/vbps*100:.1f}%) - retry skipped"
+        return "RETRY", f"Retry with crf - {QUALITY_STEPS}"
+
+    return "PASS", "Clean pass"
+```
+
+</details>
+
+---
+
+## The result
+
+After deploying this change to the production nodes:
+* The test file that previously bounced between `crf 19` and `crf 14` with a `FAIL quality 0.99192` now cleared on its first pass as `PASS_SECOND_TIER` (87.5% of original size, zero retries, 120s encode time).
+* The 106-hour wasted compute overhead on boundary files dropped to **zero**.
+* Pipeline throughput increased by **31%** across the archival queue because the supervisor stopped running provably inert second passes.
+
+When building automated transcoding pipelines, never evaluate quality metrics in isolation from your rate-control constraints. When CRF meets `-maxrate`, the ceiling always wins.
+````
+
+### ZH
+
+````markdown
+---
+ogImage: "/og/zh-when-lowering-crf-does-nothing-maxrate-deadlock.jpg"
+banner: "/banners/when-lowering-crf-does-nothing-maxrate-deadlock.jpg"
+title: "当降低 CRF 毫无效果：视频转码中 -maxrate 封顶与 SSIM 质量门禁的死锁"
+description: "为什么将 CRF 下调 5 档仅让 SSIM 微升 0.00003：深度拆解高吞吐视频转码管线中 -maxrate 码率天花板与客观质量门禁之间的数学死锁与两档放行解法。"
+pubDate: 2026-10-27
+category: devops
+blueprint: self-hosted-infrastructure
+blueprintLayer: L1-compute-storage-network
+tags: ["ffmpeg", "transcoding", "hevc", "ssim", "video-engineering", "quality-gate"]
+draft: false
+summary:
+  audience: "视频基础设施工程师、SRE 与平台架构师"
+  painPoint: "私有高吞吐转码管线在 487 轮转码中空转了 106 小时算力，原因是质量门禁的自动重试（CRF -2）在硬性码率上限拦截下完全失效。"
+  impact:
+    - metric: "揭露死锁根因"
+      detail: "实测证明在相同 -maxrate 上限下，CRF 从 19 降至 14 仅让 SSIM 提升 0.00003，重试在数学上完全惰性。"
+    - metric: "二档差异化门禁"
+      detail: "引入业务目标分流：全平台可播的原生 H.264+AAC 源按 0.990 空间回收档放行，非兼容格式保持 0.995 严格修复档。"
+    - metric: "消除无效算力损耗"
+      detail: "彻底旁路封顶文件的无效重试，将临界视频的重试开销从 106 小时直接清零。"
+  stack: ["FFmpeg", "libx265", "SSIM", "Python", "Linux 生产节点"]
+  jumpLinks:
+    business: "#消耗了-106-小时却毫无进展的转码批次"
+    architecture: "#架构重构二档门禁与封顶自适应旁路"
+    result: "#交付结果"
+dynamicCta: true
+---
+
+## 消耗了 106 小时却毫无进展的转码批次
+
+在我所维护的私有高吞吐媒体转码基础设施中，自动化入库队列设定了一条铁律：**转码输出文件体积绝对不可超过原文件**（`SIZE_CEIL = 1.0`）。
+
+这套管线的核心业务目标是自动化磁盘空间瘦身。如果一次 HEVC（H.265）转码输出的文件比原来的 H.264 原档还要大，系统会直接将其判定为负收益并废弃。为了在编码期严格约束体积，调度器在调用 FFmpeg 时强制注入了 `-maxrate <原视频码率>` 与 `-bufsize <原视频码率 * 2.5>`。
+
+与此同时，管线引入了端到端客观画质门禁：每一个转码产物都必须与原视频逐帧比对结构相似性（SSIM）。如果整片 SSIM 均值低于 `0.995`，该文件就会触发质量拦截。为了抢救临界画质文件，系统设计了自动化重试梯队：`quality+2`（将 CRF 调低 2 档重新编码）。
+
+然而随后的生产监控日志揭露了一个反常现象。
+
+在连续两周的运行中，**系统记录了 487 次质量门禁拦截**，白白消耗了 **106.2 小时的高性能算力**。更严重的是：在经历连续两次编码的 202 个文件中，**有 194 个文件的 SSIM 变动幅度低于 0.0015**。第二次重试在消耗了完全相同的 CPU 周期后，产出了一个与 10 分钟前被拒收的文件近乎完全相同的结果。
+
+---
+
+## 实验室受控排查与数据断点
+
+为了彻底查清为什么质量梯队无法拉动指标，我从队列中抽取了一个典型测试样本：一段 720p@30 规格的视频（`1280x720`，时长 96 秒，原视频码率为 1832 kbps）。
+
+在相同的硬件与 `libx265` 环境下，我进行了三组对照实验：
+
+```text
+第 1 组（基线配置）：
+  参数：     -crf 19 -maxrate 1832k -bufsize 4580k
+  体积：     20.6 MB（原片 87.5%）
+  SSIM 均值：0.99192  --> 拦截拒收（低于 0.995）
+
+第 2 组（激进画质重试）：
+  参数：     -crf 14 -maxrate 1832k -bufsize 4580k  (整整调优 5 档！)
+  体积：     22.9 MB（原片 97.3%）
+  SSIM 均值：0.99195  --> 拦截拒收（低于 0.995）
+  指标增量： +0.00003 SSIM 提升
+
+第 3 组（解除码率天花板）：
+  参数：     -crf 19（不设置 -maxrate，不设置 -bufsize）
+  体积：     40.6 MB（原片 172.5%）
+  SSIM 均值：0.99648  --> 顺利通过（高于 0.995）
+```
+
+仔细对比第 1 组与第 2 组：**CRF 整整下调了 5 档，但测得的 SSIM 均值仅仅前进了 0.00003**。
+
+而在第 3 组中，完全相同的 CRF 19 参数毫无压力地达到了 0.99648——代价是生成的文件膨胀到了原文件的 **172%**。
+
+---
+
+## CRF 与 -maxrate 之间的数学死锁
+
+导致这 106 个小时算力空转的根因不是编码器 Bug，也不是视频场景过于复杂，而是管线控制架构上的内在逻辑冲突：
+
+1. **CRF 是画质目标控制器**，而非码率分配器。它根据帧内复杂度动态计算量化步长，试图维持恒定的视觉保真度。
+2. **`-maxrate` 是硬性码率天花板**，由 VBV（Video Buffer Verifier）缓冲队列物理强制执行。
+3. 当复杂的运动场景需要更多比特来达成更低的 CRF 时，VBV 机制强制介入削减码率，以确保不突破 `-maxrate` 上限。
+
+在纹理密集的高熵场景中，想要达到 0.995 的极端高保真度，物理上需要消耗原片 **125% 到 170%** 的码率。但我设定的 `SIZE_CEIL = 1.0` 契约明令禁止给编码器分配这些比特。
+
+因此，当一次编码输出的码率已经逼近上限（消耗了超过 97% 的天花板容量）时，继续调低 CRF 根本无法换来画质细节——它只会让编码器在 GOP 的开头更快撞墙，然后把多余的比特全部丢弃。所谓的质量梯阶在上限面前彻底失去了调节能力。
+
+---
+
+## 架构重构：二档门禁与封顶自适应旁路
+
+为了根除算力浪费，我对调度器的裁决引擎进行了三重重构：
+
+### 1. 拆解真实业务目标（`space_reclaim_source`）
+一个视频为什么要被送入转码队列？
+* **场景 A：格式兼容性修复**。如果原片是 VP9、AV1 编码，或是封装在 MKV 容器中带 AC-3 音轨，它无法直接在移动端或浏览器内硬解播放。此时兼容性是第一要务：我坚持死守 `0.995` 门禁。
+* **场景 B：纯粹的磁盘瘦身**。如果原片本身已经是标准的 H.264+AAC MP4 封装，在所有设备上都能原生硬解，转码的唯一目标就是省空间。如果对本来就能播的文件死守 0.995，最终只会逼迫码率膨胀，本末倒置。
+
+针对场景 B，管线引入了二档放行标准：`SSIM_MEAN_MIN_FALLBACK = 0.990`。
+
+### 2. 封顶阻断判定（`CAP_BOUND_SHARE`）
+如果编码输出已经消耗了源视频码率的 97%（`obps >= vbps * SIZE_CEIL * 0.97`），说明该视频已经撞死在码率墙上。此时调低 CRF 重试在数学上注定无效。调度器检测到此状态后，直接取消重试并记录原因。
+
+<details>
+<summary>点击查看质量门禁自适应裁决核心代码（Python 关键片段）</summary>
+
+```python
+SIZE_CEIL = 1.0          # 输出码率严禁超过源视频
+CAP_BOUND_SHARE = 0.97   # 达到上限 97% 表明已触顶，调节阶梯失效
+QUALITY_STEPS = 2        # 重试步长 (crf - 2)
+
+def space_reclaim_source(info, src):
+    """判定原视频图像与音频层是否均已具备原生硬件解码能力"""
+    if info.get("vcodec") not in ("h264", "avc1"):
+        return False
+    if info.get("acodec") not in (None, "aac", "mp4a"):
+        return False
+    return os.path.splitext(src)[1].lower() in (".mp4", ".m4v", ".mov")
+
+def evaluate_quality_gate(info, src, mean_ssim, bad_share, vbps, obps):
+    capped = bool(vbps) and obps >= (vbps * SIZE_CEIL * CAP_BOUND_SHARE)
+    systematic = bad_share > MAX_BAD_SHARE or (mean_ssim < SSIM_TARGET)
+
+    # 针对原生兼容格式启用二档空间回收门禁 (0.990)
+    if systematic and bad_share <= MAX_BAD_SHARE and mean_ssim >= SSIM_MEAN_MIN_FALLBACK:
+        if space_reclaim_source(info, src):
+            return "PASS_SECOND_TIER", "原生全兼容文件：按二档 0.990 空间回收门禁放行"
+
+    if systematic:
+        # 如果输出已触碰码率封顶，重试在数学上完全惰性，立即阻断
+        if capped:
+            return "FAIL_CAPPED", f"SSIM {mean_ssim:.4f} 未达标，但码率已触顶 ({obps/vbps*100:.1f}%) - 跳过无效重试"
+        return "RETRY", f"启动画质补偿重试 (CRF - {QUALITY_STEPS})"
+
+    return "PASS", "完美通过"
+```
+
+</details>
+
+---
+
+## 交付结果
+
+将新策略部署至生产节点后：
+* 此前在 `crf 19` 与 `crf 14` 之间死循环报错 `FAIL quality 0.99192` 的测试文件，在首轮直接以 `PASS_SECOND_TIER` 顺利入库（体积为原片的 87.5%，零重试，单次编码用时 120 秒）。
+* 临界文件上的 106 小时无效算力浪费被**彻底清零**。
+* 由于不再对封顶文件发起注定失败的第二轮重转，长队列的整体处理吞吐量提升了 **31%**。
+
+在构建大规模自动化转码管线时，切忌脱离码率控制策略去孤立考核客观画质指标。当 CRF 遇上 `-maxrate`，退让的永远是画质，而不是天花板。
+````
+
+---
+
+## 附录二：C 篇全文 `why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux`
+
+### EN
+
+````markdown
+---
+ogImage: "/og/why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux.jpg"
+banner: "/banners/why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux.jpg"
+title: "Why ffmpeg -map 0 Breaks Your Remux: The Hidden Matrix of Multi-Track MP4 and Matroska"
+description: "Why using -map 0 silently aborts Matroska muxers, drops subtitle fonts, and corrupts Apple playback: an empirical teardown of container constraints across multi-track media pipelines."
+pubDate: 2026-10-27
+category: engineering
+blueprint: self-hosted-infrastructure
+blueprintLayer: L1-compute-storage-network
+tags: ["ffmpeg", "containers", "mp4", "matroska", "subtitles", "media-pipeline"]
+draft: false
+summary:
+  audience: "Media Systems Engineers, Full-Stack Architects & Streaming DevOps"
+  painPoint: "A media remuxing daemon using naive -map 0 silently crashed on container conversions, dropped stylised subtitles, and broke track selection on iOS clients."
+  impact:
+    - metric: "Zero Muxer Aborts"
+      detail: "Isolated incompatible QuickTime chapters and mobile timecode streams (tmcd) that caused Matroska muxers to fatal-error on generic -map 0 invocations."
+    - metric: "100% Subtitle Survival"
+      detail: "Architected deterministic conversion from ASS/SRT into mov_text for MP4 while preserving bit-exact font attachments in Matroska."
+    - metric: "Cross-Platform Metadata"
+      detail: "Dual-wrote track titles to both udta/name (Apple) and hdlr (ffprobe/VLC), solving the silent loss of track names during secondary remux passes."
+  stack: ["FFmpeg", "ffprobe", "Python", "Matroska/MP4 Specifications"]
+  jumpLinks:
+    business: "#the-naive-map-0-that-breaks-in-production"
+    architecture: "#the-hidden-matrix-of-container-behavior"
+    result: "#the-result"
+dynamicCta: true
+---
+
+## The naive `-map 0` that breaks in production
+
+Every developer automating FFmpeg reaches for the same shortcut when preserving secondary
+tracks during a transcode:
+
+```bash
+ffmpeg -i source.mkv -map 0 -c:v libx265 -c:a copy output.mp4
+```
+
+The logic seems bulletproof: map all streams (`-map 0`), transcode the video stream to save bits,
+and copy every accompanying audio track, subtitle, and chapter without losing data.
+
+In production across a large, diverse video archive, this command fails catastrophically in three
+distinct ways:
+
+1. **It hard-crashes on Matroska output**: If an MP4 source contains Apple QuickTime text chapters (`bin_data`) or iPhone timecode tracks (`tmcd`), FFmpeg aborts instantly:
+   `Only audio, video, and subtitles are supported for Matroska.`
+2. **It hard-crashes on MP4 output**: In standard stream copy mode (`-c:s copy`), any ASS, SSA, SRT, or graphical Bitmap (PGS) subtitle triggers fatal aborts:
+   `Could not find tag for codec ass in stream #2, codec not currently supported in container.`
+   Even when enabling subtitle transcoding to `-c:s mov_text`, graphical bitmap subtitles (`hdmv_pgs_subtitle` or `dvd_subtitle`) cannot be converted into text atoms and cause identical muxer crashes.
+3. **It silently strips font attachments**: When remuxing into MP4, attached `.ttf` or `.otf` styling fonts cause fatal errors: `Could not find tag for codec ttf`.
+4. **It silently wipes audio track names on iOS**: Apple devices read track labels from `udta/name`, whereas VLC, ExoPlayer, and ffprobe read from `hdlr/handler_name`. FFmpeg's demuxer only reads `handler_name` back, so a secondary remux silently drops the Apple tag.
+
+To build an automated, crash-proof media pipeline, you cannot treat containers as transparent
+envelopes. You need an explicit, policy-driven stream planner.
+
+---
+
+## The hidden matrix of container behavior
+
+Through automated test fixtures and packet-level MD5 hashing across thousands of source files,
+I mapped the exact boundaries between MP4 and Matroska (`.mkv`):
+
+| Feature / Track Type | MP4 (`.mp4`) Constraints | Matroska (`.mkv`) Behavior |
+|---|---|---|
+| **Audio Codecs** | Officially supports AAC. AC-3/E-AC-3 work on Apple, but Android player matrices break. | Accepts anything bit-exact (FLAC, DTS-HD, TrueHD, Opus, AAC). |
+| **Text Subtitles** | **Only accepts `mov_text` (tx3g)**. ASS, SRT, WebVTT cause immediate muxer fatal aborts. | Copies ASS, SSA, SRT verbatim without re-encoding. |
+| **Subtitle Styling** | `mov_text` strips fonts, positioning, shadows, and karaoke fades. Only basic bold/italic survives. | Preserves all Aegisub styling, override tags, and positioning. |
+| **Font Attachments** | **Refused outright**. `Could not find tag for codec ttf`. | Carried verbatim bit-for-bit via `0:t` stream mapping. |
+| **Timecode / Chapter Data** | Holds QuickTime text and `tmcd` streams natively. | **Fatal error** if passed raw QuickTime/timecode data tracks. |
+| **Metadata Preservation** | Drops `creation_time` without `-map_metadata 0`; drops custom tags without `-movflags +use_metadata_tags`. | Preserves arbitrary key-value tags natively. |
+
+Notice the asymmetry: **MP4 is an end-user distribution container with strict parser gates,
+while Matroska is a high-fidelity archival container.** Treating them identically with `-map 0`
+guarantees pipeline crashes.
+
+**Why not standardize exclusively on MKV?** Because container selection is dictated by downstream client decoding contracts. Native Apple playback engines (`AVPlayer` on iOS/macOS and WebKit `<video>`) strictly require ISOBMFF/MP4 containers, hardware-decode only `tx3g` (`mov_text`) closed-caption tracks, and read track labels exclusively from the `udta/name` atom. Conversely, dedicated desktop and custom media clients (`mpv`, `VLC`, or `libass`-backed players) natively parse Matroska attachments, rendering vector ASS subtitles with embedded TTF/OTF fonts bit-for-bit. A production remuxing pipeline cannot force users to change players; it must deterministically adapt container internals to the target runtime.
+
+---
+
+## Architecting a deterministic tracks planner
+
+Instead of handing raw streams to FFmpeg's default muxer heuristics, I designed a pure,
+testable stream-planning module (`tracks.py`).
+
+The design follows three rules:
+1. **Never use `-map 0`**: Every video, audio, and subtitle stream is mapped by its explicit ordinal index (`-map 0:v:0`, `-map 0:a:0`, `-map 0:s:0`).
+2. **Explicit codec gating**:
+   * For MP4: all non-AAC audio is normalized to AAC with channel-preservation (5.1 stays 5.1); text subtitles are transcoded to `mov_text`; bitmap subtitles and font attachments are explicitly filtered with clear logs.
+   * For MKV: every track is copied bit-for-bit (`-c copy`), and font attachments are mapped via `-map 0:t`.
+3. **Dual metadata synchronization**: Whenever a track has a human-readable title, write both keys:
+   `-metadata:s:a:0 title="Commentary"` and `-metadata:s:a:0 handler_name="Commentary"`.
+
+<details>
+<summary>View tracks.py pure planning implementation (Python excerpt)</summary>
+
+```python
+TEXT_SUB = {"subrip", "srt", "ass", "ssa", "webvtt", "mov_text", "text"}
+BITMAP_SUB = {"hdmv_pgs_subtitle", "dvd_subtitle", "dvb_subtitle"}
+
+def plan(js, container="mp4"):
+    """Takes ffprobe JSON and generates an explicit, safe mapping plan."""
+    container = container.lower()
+    audio = []
+    for n, st in enumerate(js.get("streams", [])):
+        if st.get("codec_type") != "audio":
+            continue
+        codec = (st.get("codec_name") or "").lower()
+        target_codec = "copy" if (container == "mkv" or codec == "aac") else "aac"
+        audio.append({
+            "sel": f"0:a:{len(audio)}",
+            "codec": target_codec,
+            "channels": int(st.get("channels") or 2),
+            "title": (st.get("tags", {}).get("title") or "").strip()
+        })
+
+    subtitles = []
+    for n, st in enumerate(js.get("streams", [])):
+        if st.get("codec_type") != "subtitle":
+            continue
+        codec = (st.get("codec_name") or "").lower()
+        if container == "mp4":
+            if codec in TEXT_SUB:
+                subtitles.append({"sel": f"0:s:{len(subtitles)}", "codec": "mov_text"})
+            # Bitmap subtitles (PGS) cannot enter MP4 without fatal muxer error - skip them
+        else: # MKV accepts all subtitles bit-exact
+            subtitles.append({"sel": f"0:s:{len(subtitles)}", "codec": "copy"})
+
+    return {"container": container, "audio": audio, "subtitles": subtitles}
+
+def build_ffmpeg_args(plan):
+    args = ["-map", "0:v:0"]
+    for a in plan["audio"]:
+        args += ["-map", a["sel"]]
+    for s in plan["subtitles"]:
+        args += ["-map", s["sel"]]
+    
+    # In MKV, carry font attachments; never use generic -map 0
+    if plan["container"] == "mkv":
+        args += ["-map", "0:t?"]
+
+    args += ["-map_metadata", "0", "-map_chapters", "0"]
+
+    # Codecs & dual-tagging
+    for i, a in enumerate(plan["audio"]):
+        args += [f"-c:a:{i}", a["codec"]]
+        if a["title"]:
+            args += [f"-metadata:s:a:{i}", f"title={a['title']}"]
+            if plan["container"] == "mp4":
+                args += [f"-metadata:s:a:{i}", f"handler_name={a['title']}"]
+
+    for i, s in enumerate(plan["subtitles"]):
+        args += [f"-c:s:{i}", s["codec"]]
+
+    if plan["container"] == "mp4":
+        args += ["-movflags", "+faststart+use_metadata_tags"]
+
+    return args
+```
+
+</details>
+
+---
+
+## Verifying the output at packet level
+
+A plan is only as good as its verification gate. After remuxing, how do you prove that an audio
+stream copied with `-c:a copy` was genuinely untouched?
+
+Standard duration checks are insufficient because timestamps can drift across containers. My validation gate
+uses **packet payload MD5 hashing**:
+
+```python
+def stream_signature(path, stream_selector):
+    """Computes exact MD5 of raw concatenated packet payloads via -f data."""
+    cmd = ["ffmpeg", "-v", "error", "-i", path, "-map", f"0:{stream_selector}",
+           "-c", "copy", "-f", "data", "-"]
+    proc = subprocess.Popen(cmd, stdout=subprocess.PIPE)
+    h = hashlib.md5()
+    while chunk := proc.stdout.read(1 << 20):
+        h.update(chunk)
+    return h.hexdigest()
+```
+
+By streaming `-f data -`, FFmpeg outputs only the raw decoded/demuxed elementary stream packets,
+stripping away container headers, timebases, and cluster IDs. The same audio stream demuxed from
+MKV and MP4 hashes to the exact same MD5 digest.
+
+---
+
+## The result
+
+By replacing `-map 0` with an explicit container-aware tracks planner:
+* **Muxer aborts dropped to 0**: Over 14,000 heterogeneous media files processed across my nodes without a single container-level crash.
+* **Apple compatibility restored**: Multi-track files retain their labels across iOS, macOS, Android, and desktop players.
+* **Preserved styling where possible**: Archival jobs retain 100% of ASS styling and embedded fonts in MKV, while distribution jobs gracefully degrade to standard `mov_text` for web playback.
+
+Containers are not dumb envelopes. Treat stream mapping as a first-class architectural boundary.
+````
+
+### ZH
+
+````markdown
+---
+ogImage: "/og/zh-why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux.jpg"
+banner: "/banners/why-ffmpeg-map-0-breaks-your-mp4-and-mkv-remux.jpg"
+title: "为什么 ffmpeg -map 0 会搞崩混流：跨容器多音轨、字幕与字体的深水区"
+description: "为什么无脑使用 -map 0 会导致 Matroska 混流器直接报错退出、字幕字体静默丢失以及 Apple 客户端音轨失效：跨格式多媒体管线中的容器兼容性实战拆解。"
+pubDate: 2026-10-27
+category: engineering
+blueprint: self-hosted-infrastructure
+blueprintLayer: L1-compute-storage-network
+tags: ["ffmpeg", "containers", "mp4", "matroska", "subtitles", "media-pipeline"]
+draft: false
+summary:
+  audience: "多媒体系统工程师、全栈架构师与流媒体 DevOps"
+  painPoint: "后台转码服务使用朴素的 -map 0 命令进行混流，在跨容器转换时遭遇混流器崩溃、特效字幕丢失以及 iOS 客户端音轨名消失等隐蔽故障。"
+  impact:
+    - metric: "混流崩溃清零"
+      detail: "精准隔离导致 Matroska 混流器报错退出的 QuickTime 章节文本轨与手机时间码轨（tmcd），根除泛化 -map 0 带来的硬故障。"
+    - metric: "字幕完整性保留"
+      detail: "实现分级策略：MP4 容器确定性转码至 mov_text，MKV 容器则 bit-for-bit 完整保留 ASS 字幕与嵌入的 TTF 字体资产。"
+    - metric: "跨平台元数据对齐"
+      detail: "音轨与字幕名称同时双写至 udta/name（Apple 规范）与 hdlr（ffprobe/VLC 规范），解决二次混流导致的标签丢失。"
+  stack: ["FFmpeg", "ffprobe", "Python", "Matroska/MP4 规范"]
+  jumpLinks:
+    business: "#生产环境中频繁暴雷的朴素--map-0"
+    architecture: "#跨容器兼容性矩阵真相"
+    result: "#交付结果"
+dynamicCta: true
+---
+
+## 生产环境中频繁暴雷的朴素 `-map 0`
+
+任何使用自动化脚本调用 FFmpeg 的开发者，在需要保留原片多音轨与字幕时，都会自然写下这条看似稳妥的命令：
+
+```bash
+ffmpeg -i source.mkv -map 0 -c:v libx265 -c:a copy output.mp4
+```
+
+从直觉上看，这个逻辑无懈可击：映射所有流（`-map 0`），转码视频层以节约体积，同时将原片伴随的所有多语言音轨、字幕以及章节完整复制（`copy`）。
+
+然而在跨越数万个多源视频文件的私有转码流水线中，这条命令引发了三类严重的生产故障：
+
+1. **目标为 Matroska（MKV）时直接崩溃**：如果源 MP4 文件中包含 Apple QuickTime 章节文本轨（`data/bin_data/text`）或手机录制带入的时间码轨（`tmcd`），FFmpeg 的 Matroska 混流器会立即报错中断退出：
+   `Only audio, video, and subtitles are supported for Matroska.`
+2. **目标为 MP4 时直接崩溃**：在直接流复制模式（`-c:s copy`）下，源 MKV 文件若包含 ASS、SSA、SRT 或图形字幕（如蓝光 PGS），FFmpeg 会抛错退出：
+   `Could not find tag for codec ass in stream #2, codec not currently supported in container.`
+   即便显式开启了字幕转码（`-c:s mov_text`），图形位图字幕（PGS/DVD）也无法转为文本流，依然会直接抛错崩溃。
+3. **字体附件直接炸裂**：尝试将带有嵌入 `.ttf` / `.otf` 字体的源文件 remux 到 MP4 时，混流器会无情报错：`Could not find tag for codec ttf`。
+4. **iOS 设备上的音轨名称神秘消失**：Apple 设备从 MP4 的 `udta/name` 字段读取音轨显示名，而 VLC、ExoPlayer 与 ffprobe 则读取 `hdlr/handler_name`。FFmpeg 的 demuxer 在回读 MP4 时仅提取 `handler_name`，导致文件在二次混流后，Apple 端的音轨名称直接被静默抹除。
+
+在企业级媒体工程中，容器绝对不能被简单视作无差别的“透明包装箱”。你必须建立基于策略的显式轨道规划体系。
+
+---
+
+## 跨容器兼容性矩阵真相
+
+通过搭建受控的自动化测试用例，并在包级别计算解复用数据包的 MD5 签名，我整理出了 MP4 与 Matroska（`.mkv`）在多轨处理上的边界差异：
+
+| 特性 / 轨道类型 | MP4 (`.mp4`) 严格约束 | Matroska (`.mkv`) 工业行为 |
+|---|---|---|
+| **音频编码** | 原生兼容 AAC。AC-3/E-AC-3 虽可在 Apple 设备硬解，但 Android 端极易无声。 | 允许任何音频编码原样 bit-for-bit 封包（FLAC、DTS-HD、TrueHD、Opus）。 |
+| **文本字幕** | **仅接受 `mov_text`（tx3g）**。输入 ASS、SRT、WebVTT 会导致混流器直接报错崩溃。 | 完整支持 ASS、SSA、SRT 原格式封包，无需二次转码。 |
+| **字幕渲染特效** | 转为 `mov_text` 后会丢失所有排版定位、阴影、特效及卡拉 OK 动效，仅保留基础加粗/斜体。 | 100% 完美保留 Aegisub 制作的所有动效标签与像素级定位。 |
+| **字体附件** | **绝对拒收**。尝试写入会报错 `Could not find tag for codec ttf`。 | 原生支持 `0:t` 映射，字体文件作为附件原样封包。 |
+| **时间码/数据轨** | 允许 QuickTime 文本与手机 `tmcd` 数据轨共存。 | **直接崩溃**：遇到未知的 QuickTime 数据轨立即报错退出。 |
+| **元数据保留** | 缺少 `-map_metadata 0` 会丢弃 `creation_time`；缺少 `-movflags +use_metadata_tags` 会静默丢弃自定义元数据。 | 原生支持任意 key-value 格式标签。 |
+
+这个对比揭示了一个核心本质：**MP4 是面向最终用户的轻量级分发容器，拥有严格的解析器防线；而 Matroska 是面向母带保真归档的工业级容器。** 使用泛化的 `-map 0` 去混流两者，注定遭遇生产崩溃。
+
+**为什么不干脆全量统一为 MKV 容器？** 因为容器封装格式是由下游终端的解码契约决定的。Apple 原生播放引擎（iOS/macOS 上的 `AVPlayer` 及 WebKit 内核）强制要求 ISOBMFF/MP4 容器，在字幕层仅原生解析 `tx3g`（`mov_text`）格式，且仅从 `udta/name` 原子节点读取音轨名称；而桌面端或内嵌 `libass` 渲染引擎的专用客户端（如 `mpv`、`VLC`）则能原生解析 Matroska 容器中的矢量 ASS 字幕与内嵌 TTF/OTF 字体流。生产级混流管线不能要求终端用户更换播放器，而必须在入库期根据目标运行时确定性地适配容器内部结构。
+
+---
+
+## 确定性轨道规划器架构
+
+为了替代 FFmpeg 脆弱的默认推断逻辑，我设计了一个无副作用、纯数据驱动的轨道规划模块（`tracks.py`）。
+
+该模块遵循三大工程法则：
+1. **彻底废除 `-map 0`**：每一条视频、音频和字幕轨道均按绝对序号显式声明（`-map 0:v:0`, `-map 0:a:0`, `-map 0:s:0`）。
+2. **显式类型分流与格式降级**：
+   * 针对 MP4：将所有非 AAC 音频显式转码为 AAC，同时严格保留原生声道数（5.1 环绕声保持 5.1）；文本字幕统一降级转码为 `mov_text`；图形字幕与字体附件予以安全跳过并在日志中明确告警。
+   * 针对 MKV：所有音轨与字幕默认直通复制（`-c copy`），字体附件通过 `-map 0:t` 完整保留。
+3. **跨平台双标签元数据同步**：当音轨或字幕存在命名时，同时注入两组元数据：
+   `-metadata:s:a:0 title="解说轨"` 配合 `-metadata:s:a:0 handler_name="解说轨"`。
+
+<details>
+<summary>点击查看 tracks.py 核心规划实现（Python 关键片段）</summary>
+
+```python
+TEXT_SUB = {"subrip", "srt", "ass", "ssa", "webvtt", "mov_text", "text"}
+BITMAP_SUB = {"hdmv_pgs_subtitle", "dvd_subtitle", "dvb_subtitle"}
+
+def plan(js, container="mp4"):
+    """基于 ffprobe JSON 输出生成显式安全的映射规划"""
+    container = container.lower()
+    audio = []
+    for n, st in enumerate(js.get("streams", [])):
+        if st.get("codec_type") != "audio":
+            continue
+        codec = (st.get("codec_name") or "").lower()
+        # MKV 模式或源已经是 AAC 时执行直通复制，否则必须标准化为 AAC
+        target_codec = "copy" if (container == "mkv" or codec == "aac") else "aac"
+        audio.append({
+            "sel": f"0:a:{len(audio)}",
+            "codec": target_codec,
+            "channels": int(st.get("channels") or 2),
+            "title": (st.get("tags", {}).get("title") or "").strip()
+        })
+
+    subtitles = []
+    for n, st in enumerate(js.get("streams", [])):
+        if st.get("codec_type") != "subtitle":
+            continue
+        codec = (st.get("codec_name") or "").lower()
+        if container == "mp4":
+            if codec in TEXT_SUB:
+                subtitles.append({"sel": f"0:s:{len(subtitles)}", "codec": "mov_text"})
+            # 图形字幕（如 PGS）无法进入 MP4 容器，主动过滤以防混流器崩溃
+        else:
+            # MKV 容器完美支持所有字幕格式直通
+            subtitles.append({"sel": f"0:s:{len(subtitles)}", "codec": "copy"})
+
+    return {"container": container, "audio": audio, "subtitles": subtitles}
+
+def build_ffmpeg_args(plan):
+    args = ["-map", "0:v:0"]
+    for a in plan["audio"]:
+        args += ["-map", a["sel"]]
+    for s in plan["subtitles"]:
+        args += ["-map", s["sel"]]
+    
+    # 针对 MKV 携带字体附件，坚决不使用泛化的 -map 0
+    if plan["container"] == "mkv":
+        args += ["-map", "0:t?"]
+
+    args += ["-map_metadata", "0", "-map_chapters", "0"]
+
+    # 编解码器配置与双标签防丢失注入
+    for i, a in enumerate(plan["audio"]):
+        args += [f"-c:a:{i}", a["codec"]]
+        if a["title"]:
+            args += [f"-metadata:s:a:{i}", f"title={a['title']}"]
+            if plan["container"] == "mp4":
+                args += [f"-metadata:s:a:{i}", f"handler_name={a['title']}"]
+
+    for i, s in enumerate(plan["subtitles"]):
+        args += [f"-c:s:{i}", s["codec"]]
+
+    if plan["container"] == "mp4":
+        args += ["-movflags", "+faststart+use_metadata_tags"]
+
+    return args
+```
+
+</details>
+
+---
+
+## 基于数据包有效载荷的二进制校验门禁
+
+任何转码策略如果缺乏闭环验收机制，都是盲目的。在混流完成后，如何确切证明声称 `copy` 的音频轨没有被重采样或静默改动？
+
+普通的视频时长检查在跨容器时容易产生微秒级的时间基漂移。我在线上验收阶段采用了**流数据包有效载荷 MD5 哈希校验**：
+
+```python
+def stream_signature(path, stream_selector):
+    """通过 -f data 管道输出裸流 payload 并计算精确 MD5 哈希"""
+    cmd = ["ffmpeg", "-v", "error", "-i", path, "-map", f"0:{stream_selector}",
+           "-c", "copy", "-f", "data", "-"]
+    proc = subprocess.Popen(cmd, stdout=subprocess.PIPE)
+    h = hashlib.md5()
+    while chunk := proc.stdout.read(1 << 20):
+        h.update(chunk)
+    return h.hexdigest()
+```
+
+通过指定 `-f data -`，FFmpeg 仅输出解复用后的裸包数据，剥离了容器头部、时间基转换与聚类块 ID。同一段音频无论是在 MKV 还是 MP4 中，其数据载荷算出的 MD5 完全一致，从而形成了坚固的回归校验网。
+
+---
+
+## 交付结果
+
+将显式轨道规划器投入生产环境后：
+* **混流层致命错误降为 0**：在处理跨越不同来源的 14,000+ 视频文件过程中，再未发生过因未知轨道或不支持编码导致的容器崩溃。
+* **Apple 生态播放体验完全正常**：多音轨多字幕文件在 iOS、macOS、Android 与桌面播放器中均能正确呈现本地化轨道标题。
+* **分级保留工业资产**：归档类任务完整保留 100% 的 ASS 渲染特效与内置字体，公网分发任务则优雅兼容平稳回落至 `mov_text`。
+
+容器不是无脑打包盒。在架构中将流映射提升为一等防线，是流媒体服务高可用不可或缺的底层基石。
+````
+
+---
+
+## 七、四维评分表（目标 5.0/5.0，按 Batch-01~05 同一口径）
+
+| 维度 | 审什么 | 自评 | 您的评分与批注 |
+|---|---|---|---|
+| **A 事实与技术真实性** | 数字能否复算、因果是否成立、有没有把"同一个函数耗时"写成"网络/代理问题"、有没有夸大 | 自评 4.5（缺 access log 分位与 2507 s 归因拆段，已在第五章交底） | |
+| **B 人设与定位** | 是否第一人称、是否工程师而非店主、是否对 US/EU/SG 招聘官有效、A 篇是否够"跨层定位能力"的证据 | 自评 5.0 | |
+| **C CRO 与转化** | Bento 摘要卡是否直击痛点、`jumpLinks` 是否与真实 H2 一一对应（中文用 `<a id>` 补锚）、`dynamicCta` 是否落在合适位置 | 自评 4.5（A 篇属纯技术稿，转化意图天然弱，未额外堆 CTA） | |
+| **D 代码质量与 OPSEC** | 长代码是否折叠且 `<summary>` 写明产物与行数、有无绝对路径/内网 IP/密钥、代码是否可直接复现 | 自评 5.0（违规 0 命中，已复查） | |
+
+**请给的结论格式**（沿用前几批，便于我回填台账）：
+
+1. 每篇一个总评：`通过` / `需微调` / `需重写` / `建议下线`。
+2. `需微调` 请直接给替换句（我可以照抄进双语版，不需要您重写全文）。
+3. 是否同意 A 篇的证据边界表述（第五章 Q-A / Q-B）——若不同意，请指明需要补的实验，我来跑，不辩解。
+4. B、C 两篇是否同意维持现状（已在线上），或需要按您先前对 Batch-06 的意见再改。
+
+---
+
+## 八、台账回填与后续流程（您不需要看，留给业主留档）
+
+- 本包生成后，`docs/consultant-review/audit-tracker.json` 已新增 3 条 `status: pending`、`batch_id: Batch-07`；您给结论后，我改成 `approved` 并写入 `approved_at` 与本次意见摘要，同时在 `docs/consultant-review/reports/` 下留 `report-batch-07.md`。
+- 若结论是"需微调"：先改英文、再镜像中文（同 commit），重新 `check-assets` + `build` + 部署，线上两个语言页各验一次标题、`exec-summary`、`dynamic-cta` 与中文锚点，然后才回填 `approved`。
+- 若结论是"建议下线"：把 `draft` 改回 `true` 并重新部署，线上立即 404，文章保留在仓库里不删除。
+- 下两篇候选（队列已记入 `docs/project-state.md` §4f）：Home Assistant 容器跨十版升级（4 跳梯度、recorder schema 50→53、Python 3.13→3.14、`http:` YAML→UI、exit 137 → `stop_grace_period: 60s`）；Inno Setup `#13#10` 在 `[Messages]` 里不换行（静默装卸 18/18 全绿、两包 91.5 MB / 129.9 MB）。
+
+---
+
+## 九、附：本轮可复核的原始事实清单
+
+| 事实 | 值 | 来源 |
+|---|---|---|
+| 端点改造后缓存读（5 连测） | 0.244 / 0.257 / 0.259 / 0.262 / 0.361 s，HTTP 200 | 容器内 `curl -w '%{time_total}'` |
+| 同端点同步时期 | 13.6 s；连续三次 17.7 / 98.5 / 35.8 s | 生产实测 + 容器内直连打点 |
+| 后台审计自记耗时（8 次） | 76.1 / 82.3 / 93.5 / 124.2 / 165.1 / 633.6 / 1282.5 / 2507.2 s | 应用日志 `automation counts refreshed in %.1fs` |
+| 故障期 portal 访问日志 | 7 次请求全 `499`，响应体 0 字节，无 4xx/5xx | portal access log |
+| 故障期应用日志 | 该路径 0 条 | uvicorn access log |
+| portal `/api/` 超时配置 | `proxy_read_timeout 120s` | 容器内现行 conf |
+| 容器 CPU 边界 | `cpuset "4"`、`cpu_shares 256`（默认 1024 的 1/4） | Docker inspect / cgroup |
+| 数据规模 | 289 篇（事故时）→ 341 篇（成稿时） | 同一审计函数返回 |
+| 缓存 TTL | 300 s（`AUTOMATION_COUNTS_TTL_SEC` 可调） | 实现 |
+| 测试与 DOM 契约 | 28 项测试通过；16 卡片 / 68 按钮 / 124 id | 测试套件输出 |