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review: apply external consultant editorial fixes and update audit tracker to 74/91 approved
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# 全站文章顾问审阅状态总控台 (Audit Tracker)
> **最后同步时间**：2026-10-27 04:23:31
> **全站总文章数**：91 篇 | **已审批完成**：39 篇 (42.9%) | **待审阅**：52 篇
> **最后同步时间**：2026-10-27 05:26:50
> **全站总文章数**：91 篇 | **已审批完成**：74 篇 (81.3%) | **待审阅**：17 篇
## 一、操作命令速查
- `python scripts/manage_review.py list` — 查看待审与已审概览
@@ -21,14 +21,14 @@
| 7 | `ai` | `running-tts-as-a-service-with-token-sidecars` | 我用两个 Cron 容器跑了一年的语音合成服务 | ✅ 已通过 | Batch-01 | 2026-10-27 03:00 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
| 8 | `ai` | `slashing-agent-context-with-a-code-graph` | 别再把整个 Repo 喂给 Agent：用 Code Graph 斩断 Token 膨胀与遗忘陷阱 | ✅ 已通过 | Batch-01 | 2026-10-27 03:00 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
| 9 | `ai` | `using-chinese-llm-apis-from-malaysia` | 从马来西亚使用中国大模型 API：真正可行的方法 | ✅ 已通过 | Batch-01 | 2026-10-27 03:00 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
| 10 | `ai` | `why-i-still-bought-a-local-gpu` | Claude 和 GPT 明明更强，我为什么还是买了 GPU 跑本地 AI | ⏳ 待审阅 | Batch-01 | - | |
| 11 | `ai` | `yue2-on-a-12gb-gpu-songs-that-lost-their-endings` | 为什么我的 AI 歌曲总是丢结尾：在 12GB 显卡上跑 YuE2 | ⏳ 待审阅 | Batch-01 | - | |
| 12 | `case-studies` | `ai-furniture-compositing-with-flux-kontext` | 我如何用 FLUX.1 Kontext 打造 AI 家具合成演示 | ⏳ 待审阅 | Batch-01 | - | |
| 13 | `case-studies` | `from-audio-to-a-4-minute-ai-music-video` | 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 | ⏳ 待审阅 | Batch-01 | - | |
| 14 | `case-studies` | `how-i-built-an-automated-music-video-pipeline` | 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 | ⏳ 待审阅 | Batch-01 | - | |
| 15 | `case-studies` | `how-i-built-the-digikedai-telegram-bot` | 我是如何构建 DigiKedai Telegram AI 客服机器人的 | ⏳ 待审阅 | Batch-01 | - | |
| 16 | `case-studies` | `how-i-host-this-blog` | 我是如何托管这个博客的：Astro、Gitea Actions 与自托管 CI/CD | ⏳ 待审阅 | Batch-01 | - | |
| 17 | `case-studies` | `how-i-made-my-own-songs-with-suno-ai` | 我用 Suno AI 做出自己的歌 | ⏳ 待审阅 | Batch-01 | - | |
| 10 | `ai` | `why-i-still-bought-a-local-gpu` | Claude 和 GPT 明明更强，我为什么还是买了 GPU 跑本地 AI | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 11 | `ai` | `yue2-on-a-12gb-gpu-songs-that-lost-their-endings` | 为什么我的 AI 歌曲总是丢结尾：在 12GB 显卡上跑 YuE2 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 12 | `case-studies` | `ai-furniture-compositing-with-flux-kontext` | 我如何用 FLUX.1 Kontext 打造 AI 家具合成演示 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 13 | `case-studies` | `from-audio-to-a-4-minute-ai-music-video` | 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 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 14 | `case-studies` | `how-i-built-an-automated-music-video-pipeline` | 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 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 15 | `case-studies` | `how-i-built-the-digikedai-telegram-bot` | 我是如何构建 DigiKedai Telegram AI 客服机器人的 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 16 | `case-studies` | `how-i-host-this-blog` | 我是如何托管这个博客的：Astro、Gitea Actions 与自托管 CI/CD | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 17 | `case-studies` | `how-i-made-my-own-songs-with-suno-ai` | 我用 Suno AI 做出自己的歌 | ✅ 已通过 | Batch-01 | 2026-10-27 05:26 | 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） |
| 18 | `case-studies` | `how-i-vetted-20-vps-providers-with-parallel-subagents` | 如何用并行子代理在三小时内核查 20 家 VPS 服务商 | ✅ 已通过 | Batch-02 | 2026-10-27 04:22 | 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） |
| 19 | `case-studies` | `loop-engineering-without-a-coding-agent` | 没有 Coding Agent 的 Loop Engineering：撑起我这套基础设施的 11 个定时任务 | ✅ 已通过 | Batch-02 | 2026-10-27 04:22 | 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） |
| 20 | `case-studies` | `one-prometheus-for-unraid-synology-and-a-vps` | 用一个 Prometheus 监控 unRaid、群晖 NAS 和 VPS：我做错的四件事 | ✅ 已通过 | Batch-02 | 2026-10-27 04:22 | 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） |
@@ -59,47 +59,47 @@
| 45 | `devops` | `putting-a-front-door-on-an-app-you-cant-modify` | 给自己改不了源码的应用装一扇前门 | ✅ 已通过 | Batch-04 | 2026-10-27 04:09 | 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） |
| 46 | `devops` | `read-only-nocodb-dashboard-for-a-remote-database` | 给另一台机器上的数据库配一个 NocoDB 只读看板 | ✅ 已通过 | Batch-04 | 2026-10-27 04:09 | 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） |
| 47 | `devops` | `replacing-rdpguard-with-ipban` | 用 IPBan 替换 RDPGuard：没人写出来的三个坑 | ✅ 已通过 | Batch-04 | 2026-10-27 04:09 | 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） |
| 48 | `devops` | `space-reclamation-wasnt-stuck-it-was-waiting` | 空间回收没卡住，它只是在等明天早上 09:29 | ⏳ 待审阅 | Batch-02 | - | |
| 49 | `devops` | `synology-spreadsheet-api-is-a-container` | Synology 电子表格 API 是一个容器，不是一个 API 端点 | ⏳ 待审阅 | Batch-02 | - | |
| 50 | `devops` | `that-dying-ssd-was-just-a-bad-sata-cable` | 我差点把这颗 SSD 送修——真正坏的是 SATA 数据线 | ⏳ 待审阅 | Batch-02 | - | |
| 51 | `devops` | `the-cause-was-trim-not-the-ssds` | 换了不同的硬盘，同样的损坏又来了——真凶是 TRIM，不是 SSD | ⏳ 待审阅 | Batch-02 | - | |
| 52 | `devops` | `the-upstream-was-deleted-then-came-back-rewritten` | 上游被删了，然后带着一个重写版回来 | ⏳ 待审阅 | Batch-02 | - | |
| 53 | `devops` | `unraid-stop-array-hangs-on-swapfile` | Unraid 停止阵列时卡死的真相：Swapfile 锁住挂载点 — 附修复方案 | ⏳ 待审阅 | Batch-02 | - | |
| 54 | `devops` | `uploading-large-videos-to-youtube-via-cdp` | 用 CDP 自动化上传百兆视频到 YouTube：跨越 DevTools 内存墙的 Docker 归档法 | ⏳ 待审阅 | Batch-02 | - | |
| 55 | `devops` | `vetting-an-open-source-dependency-before-you-bet-on-it` | 如何在押注前验证一个开源依赖：我用的六项检查 | ⏳ 待审阅 | Batch-02 | - | |
| 56 | `devops` | `when-smart-says-healthy-but-your-raid-is-corrupting-data` | SMART 显示健康，RAID 却在悄悄损坏数据 | ⏳ 待审阅 | Batch-02 | - | |
| 57 | `devops` | `why-chrome-forgets-its-tabs-in-a-container` | 为什么容器里的 Chrome 会忘记标签页 —— 以及我是怎么修好的 | ⏳ 待审阅 | Batch-02 | - | |
| 58 | `devops` | `why-telegram-bot-notifications-die` | Telegram 机器人通知为什么发不出去：IPv6、DNS 和一个折腾了一整天的 400 | ⏳ 待审阅 | Batch-02 | - | |
| 59 | `devops` | `why-your-cdp-clicks-silently-fail` | 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 | ⏳ 待审阅 | Batch-03 | - | |
| 60 | `devops` | `why-your-grafana-dashboard-shows-no-data` | Prometheus 明明有数据，Grafana 面板却全是 No data 的原因 | ⏳ 待审阅 | Batch-03 | - | |
| 61 | `devops` | `your-disk-full-alert-is-lying` | 你的“磁盘将满”告警在说谎：别再按百分比告警 | ⏳ 待审阅 | Batch-03 | - | |
| 62 | `engineering` | `adding-english-mode-to-a-chinese-only-web-app` | 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 | ⏳ 待审阅 | Batch-03 | - | |
| 63 | `engineering` | `debugging-remotion-video-jitter` | 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 | ⏳ 待审阅 | Batch-03 | - | |
| 64 | `engineering` | `embedding-fonts-so-a-pdf-looks-the-same-everywhere` | 把字体嵌进 PDF，让它在任何机器上都长一样 | ⏳ 待审阅 | Batch-03 | - | |
| 65 | `engineering` | `jpa-version-field-lost-update` | 那个把静默丢失更新变成 409 的 JPA 字段：@Version 乐观锁 | ⏳ 待审阅 | Batch-03 | - | |
| 66 | `engineering` | `migrating-codeigniter-iis-to-openlitespeed` | 把 CodeIgniter 4 应用从 IIS 迁移到 OpenLiteSpeed | ⏳ 待审阅 | Batch-03 | - | |
| 67 | `engineering` | `scraping-bot-walled-marketplace-warm-browser-session` | 用「热浏览器会话」爬取有反爬墙的电商网站 | ⏳ 待审阅 | Batch-03 | - | |
| 68 | `engineering` | `two-ways-a-javascript-file-stops-working-and-looks-fine` | JavaScript 文件静默失效的两种方式：而页面看上去一切正常 | ⏳ 待审阅 | Batch-03 | - | |
| 69 | `engineering` | `verifying-a-pdf-report-page-by-page` | 逐页验证一份 19 页的 PDF 报告 | ⏳ 待审阅 | Batch-03 | - | |
| 70 | `engineering` | `why-500000-lines-of-commit-churn-only-left-230000-in-production` | 30 天提交 51.8 万行，生产环境只留下 23.5 万行 | ⏳ 待审阅 | Batch-04 | - | |
| 71 | `notes` | `adding-a-domain-to-someone-elses-mail-server` | 给别人家的邮件服务器加一个域名 | ⏳ 待审阅 | Batch-04 | - | |
| 72 | `notes` | `hello-world` | 你好，世界 —— 关于这个博客 | ⏳ 待审阅 | Batch-04 | - | |
| 73 | `notes` | `my-backup-was-using-someone-elses-api-quota` | 我的备份爬得比爬虫还慢，因为我在用别人的 API 配额 | ⏳ 待审阅 | Batch-04 | - | |
| 74 | `notes` | `nocodb-sso-is-a-licensed-feature` | NocoDB SSO 是授权功能：环境变量不会告诉你的事 | ⏳ 待审阅 | Batch-04 | - | |
| 75 | `notes` | `reading-a-containers-own-api-docs` | 与其看供应商文档，不如直接读容器自带的 API 文档 | ⏳ 待审阅 | Batch-04 | - | |
| 76 | `notes` | `smartctl-exit-code-32-skips-the-disks-that-matter` | smartctl 退出码 32：专门跳过你最该看的硬盘的那个“错误” | ⏳ 待审阅 | Batch-04 | - | |
| 77 | `notes` | `stop-writing-agent-prompts-for-deterministic-work` | 确定性的活，别再用 Agent Prompt 去跑 | ⏳ 待审阅 | Batch-04 | - | |
| 78 | `notes` | `synology-api-401-with-the-correct-password` | 密码正确，Synology API 登录却返回 401，问题出在哪 | ⏳ 待审阅 | Batch-04 | - | |
| 79 | `notes` | `the-nocodb-attachment-that-wouldnt-update` | NocoDB 附件字段怎么改都不生效，和一个漏网的正则 | ⏳ 待审阅 | Batch-04 | - | |
| 80 | `notes` | `upgrading-codeigniter-46-to-47` | CodeIgniter 4.6 升级到 4.7：官方指南没说到的破坏性变更 | ⏳ 待审阅 | Batch-04 | - | |
| 81 | `notes` | `why-is-my-tts-model-repeating-percent` | 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 | ⏳ 待审阅 | Batch-04 | - | |
| 82 | `notes` | `why-multi-agent-coding-fails` | 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 | ⏳ 待审阅 | Batch-04 | - | |
| 83 | `notes` | `why-your-windows-mcp-calls-silently-fail` | 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 | ⏳ 待审阅 | Batch-04 | - | |
| 84 | `tutorials` | `calibrating-intel-quick-sync-hevc-quality` | 校准 Intel Quick Sync HEVC：28 与 30 之间的悬崖，和一个毫无作用的 preset | ⏳ 待审阅 | Batch-04 | - | |
| 85 | `tutorials` | `does-hevc-actually-shrink-your-files` | 转成 HEVC 到底会不会让文件变小？我实测了 | ⏳ 待审阅 | Batch-04 | - | |
| 86 | `tutorials` | `generating-full-length-songs-with-yue2-comfyui` | 用 YuE2 BF16 生成完整长歌：突破时长限制与音频硬截断 | ⏳ 待审阅 | Batch-06 | - | |
| 87 | `tutorials` | `generating-subtitles-for-songs-without-timestamps` | 给没有时间戳的歌曲自动生成字幕 | ⏳ 待审阅 | Batch-07 | - | |
| 88 | `tutorials` | `how-to-verify-a-hosting-provider-before-you-buy` | 购买主机前，如何核实一家服务商的真实情况 | ⏳ 待审阅 | Batch-07 | - | |
| 89 | `web3` | `chainlink-vrf-v2-lottery-contract` | 一个基于 Chainlink VRF v2.5 与 Automation 的自动化彩票合约 | ⏳ 待审阅 | Batch-07 | - | |
| 90 | `web3` | `fully-on-chain-svg-nfts` | 全链上 SVG NFT：把艺术作品放进合约里 | ⏳ 待审阅 | Batch-07 | - | |
| 91 | `web3` | `why-my-on-chain-nft-art-changed-on-windows` | 为什么在 Windows 上克隆后，我的链上 NFT 图像变了 | ⏳ 待审阅 | Batch-07 | - | |
| 48 | `devops` | `space-reclamation-wasnt-stuck-it-was-waiting` | 空间回收没卡住，它只是在等明天早上 09:29 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 49 | `devops` | `synology-spreadsheet-api-is-a-container` | Synology 电子表格 API 是一个容器，不是一个 API 端点 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 50 | `devops` | `that-dying-ssd-was-just-a-bad-sata-cable` | 我差点把这颗 SSD 送修——真正坏的是 SATA 数据线 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 51 | `devops` | `the-cause-was-trim-not-the-ssds` | 换了不同的硬盘，同样的损坏又来了——真凶是 TRIM，不是 SSD | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 52 | `devops` | `the-upstream-was-deleted-then-came-back-rewritten` | 上游被删了，然后带着一个重写版回来 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 53 | `devops` | `unraid-stop-array-hangs-on-swapfile` | Unraid 停止阵列时卡死的真相：Swapfile 锁住挂载点 — 附修复方案 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 54 | `devops` | `uploading-large-videos-to-youtube-via-cdp` | 用 CDP 自动化上传百兆视频到 YouTube：跨越 DevTools 内存墙的 Docker 归档法 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 55 | `devops` | `vetting-an-open-source-dependency-before-you-bet-on-it` | 如何在押注前验证一个开源依赖：我用的六项检查 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 56 | `devops` | `when-smart-says-healthy-but-your-raid-is-corrupting-data` | SMART 显示健康，RAID 却在悄悄损坏数据 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 57 | `devops` | `why-chrome-forgets-its-tabs-in-a-container` | 为什么容器里的 Chrome 会忘记标签页 —— 以及我是怎么修好的 | ✅ 已通过 | Batch-02 | 2026-10-27 05:21 | 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） |
| 58 | `devops` | `why-telegram-bot-notifications-die` | 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 | ✅ 已通过 | Batch-02 | 2026-10-27 05:23 | 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） |
| 59 | `devops` | `why-your-cdp-clicks-silently-fail` | 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 | ⏳ 待审阅 | Batch-02 | - | |
| 60 | `devops` | `why-your-grafana-dashboard-shows-no-data` | Prometheus 明明有数据，Grafana 面板却全是 No data 的原因 | ⏳ 待审阅 | Batch-02 | - | |
| 61 | `devops` | `your-disk-full-alert-is-lying` | 你的“磁盘将满”告警在说谎：别再按百分比告警 | ⏳ 待审阅 | Batch-02 | - | |
| 62 | `engineering` | `adding-english-mode-to-a-chinese-only-web-app` | 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 | ⏳ 待审阅 | Batch-02 | - | |
| 63 | `engineering` | `debugging-remotion-video-jitter` | 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 | ⏳ 待审阅 | Batch-02 | - | |
| 64 | `engineering` | `embedding-fonts-so-a-pdf-looks-the-same-everywhere` | 把字体嵌进 PDF，让它在任何机器上都长一样 | ⏳ 待审阅 | Batch-02 | - | |
| 65 | `engineering` | `jpa-version-field-lost-update` | 那个把静默丢失更新变成 409 的 JPA 字段：@Version 乐观锁 | ⏳ 待审阅 | Batch-02 | - | |
| 66 | `engineering` | `migrating-codeigniter-iis-to-openlitespeed` | 把 CodeIgniter 4 应用从 IIS 迁移到 OpenLiteSpeed | ⏳ 待审阅 | Batch-02 | - | |
| 67 | `engineering` | `scraping-bot-walled-marketplace-warm-browser-session` | 用「热浏览器会话」爬取有反爬墙的电商网站 | ⏳ 待审阅 | Batch-02 | - | |
| 68 | `engineering` | `two-ways-a-javascript-file-stops-working-and-looks-fine` | JavaScript 文件静默失效的两种方式：而页面看上去一切正常 | ⏳ 待审阅 | Batch-02 | - | |
| 69 | `engineering` | `verifying-a-pdf-report-page-by-page` | 逐页验证一份 19 页的 PDF 报告 | ⏳ 待审阅 | Batch-02 | - | |
| 70 | `engineering` | `why-500000-lines-of-commit-churn-only-left-230000-in-production` | 30 天提交 51.8 万行，生产环境只留下 23.5 万行 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 71 | `notes` | `adding-a-domain-to-someone-elses-mail-server` | 给别人家的邮件服务器加一个域名 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 72 | `notes` | `hello-world` | 你好，世界 —— 关于这个博客 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 73 | `notes` | `my-backup-was-using-someone-elses-api-quota` | 我的备份爬得比爬虫还慢，因为我在用别人的 API 配额 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 74 | `notes` | `nocodb-sso-is-a-licensed-feature` | NocoDB SSO 是授权功能：环境变量不会告诉你的事 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 75 | `notes` | `reading-a-containers-own-api-docs` | 与其看供应商文档，不如直接读容器自带的 API 文档 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 76 | `notes` | `smartctl-exit-code-32-skips-the-disks-that-matter` | smartctl 退出码 32：专门跳过你最该看的硬盘的那个“错误” | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 77 | `notes` | `stop-writing-agent-prompts-for-deterministic-work` | 确定性的活，别再用 Agent Prompt 去跑 | ✅ 已通过 | Batch-03 | 2026-10-27 05:22 | 外部顾问审阅通过并落地修改 |
| 78 | `notes` | `synology-api-401-with-the-correct-password` | 密码正确，Synology API 登录却返回 401，问题出在哪 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 79 | `notes` | `the-nocodb-attachment-that-wouldnt-update` | NocoDB 附件字段怎么改都不生效，和一个漏网的正则 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 80 | `notes` | `upgrading-codeigniter-46-to-47` | CodeIgniter 4.6 升级到 4.7：官方指南没说到的破坏性变更 | ✅ 已通过 | Batch-03 | 2026-10-27 05:22 | 外部顾问审阅通过并落地修改 |
| 81 | `notes` | `why-is-my-tts-model-repeating-percent` | 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 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 82 | `notes` | `why-multi-agent-coding-fails` | 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 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 83 | `notes` | `why-your-windows-mcp-calls-silently-fail` | 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 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 84 | `tutorials` | `calibrating-intel-quick-sync-hevc-quality` | 校准 Intel Quick Sync HEVC：28 与 30 之间的悬崖，和一个毫无作用的 preset | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 85 | `tutorials` | `does-hevc-actually-shrink-your-files` | 转成 HEVC 到底会不会让文件变小？我实测了 | ✅ 已通过 | Batch-04 | 2026-10-27 05:21 | 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） |
| 86 | `tutorials` | `generating-full-length-songs-with-yue2-comfyui` | 用 YuE2 BF16 生成完整长歌：突破时长限制与音频硬截断 | ⏳ 待审阅 | Batch-04 | - | |
| 87 | `tutorials` | `generating-subtitles-for-songs-without-timestamps` | 给没有时间戳的歌曲自动生成字幕 | ⏳ 待审阅 | Batch-05 | - | |
| 88 | `tutorials` | `how-to-verify-a-hosting-provider-before-you-buy` | 购买主机前，如何核实一家服务商的真实情况 | ⏳ 待审阅 | Batch-05 | - | |
| 89 | `web3` | `chainlink-vrf-v2-lottery-contract` | 一个基于 Chainlink VRF v2.5 与 Automation 的自动化彩票合约 | ⏳ 待审阅 | Batch-05 | - | |
| 90 | `web3` | `fully-on-chain-svg-nfts` | 全链上 SVG NFT：把艺术作品放进合约里 | ⏳ 待审阅 | Batch-05 | - | |
| 91 | `web3` | `why-my-on-chain-nft-art-changed-on-windows` | 为什么在 Windows 上克隆后，我的链上 NFT 图像变了 | ⏳ 待审阅 | Batch-05 | - | |
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"notes": "",
"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
}
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> **包含文章数**：8 篇
> **本批次总字符量**：174,959 字（严格限制 < 200,000 字）
> **模式**：BILINGUAL
> **生成时间**：2026-10-27 04:23:31
> **生成时间**：2026-10-27 05:23:38
# 外部顾问审阅前置须知与工程背景规范
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