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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 04:09:14
> **全站总文章数**：91 篇 | **已审批完成**：29 篇 (31.9%) | **待审阅**：62 篇
> **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
## 一、操作命令速查
- `python scripts/manage_review.py list` — 查看待审与已审概览
@@ -29,16 +29,16 @@
| 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 | - | |
| 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 | ⏳ 待审阅 | Batch-02 | - | |
| 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 | ⏳ 待审阅 | Batch-02 | - | |
| 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 | ⏳ 待审阅 | Batch-02 | - | |
| 21 | `case-studies` | `running-production-infrastructure-solo` | 一个人跑生产基础设施：三台主机、162 个容器 | ⏳ 待审阅 | Batch-02 | - | |
| 22 | `case-studies` | `self-healing-digital-goods-entitlements` | 数字商品的自愈式访问控制：NocoDB、n8n 与 AList | ⏳ 待审阅 | Batch-02 | - | |
| 23 | `case-studies` | `self-hosted-speech-to-text-api` | 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 | ⏳ 待审阅 | Batch-02 | - | |
| 24 | `case-studies` | `self-hosted-tts-cosyvoice2-n8n-gpu` | 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 | ⏳ 待审阅 | Batch-02 | - | |
| 25 | `case-studies` | `self-hosting-mem0-memory-stack` | 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） | ⏳ 待审阅 | Batch-02 | - | |
| 26 | `case-studies` | `shipping-an-ai-photo-editor-as-a-wordpress-plugin` | 把 AI 修图工具做成 WordPress 插件：22 个版本换来的经验 | ⏳ 待审阅 | Batch-02 | - | |
| 27 | `case-studies` | `syncing-a-self-improving-ai-agent-across-machines` | 在多台机器之间同步一个会自我学习的 AI Agent | ⏳ 待审阅 | Batch-02 | - | |
| 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） |
| 21 | `case-studies` | `running-production-infrastructure-solo` | 一个人跑生产基础设施：三台主机、162 个容器 | ✅ 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） |
| 22 | `case-studies` | `self-healing-digital-goods-entitlements` | 数字商品的自愈式访问控制：NocoDB、n8n 与 AList | ✅ 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） |
| 23 | `case-studies` | `self-hosted-speech-to-text-api` | 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 | ✅ 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） |
| 24 | `case-studies` | `self-hosted-tts-cosyvoice2-n8n-gpu` | 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 | ✅ 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） |
| 25 | `case-studies` | `self-hosting-mem0-memory-stack` | 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） | ✅ 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） |
| 26 | `case-studies` | `shipping-an-ai-photo-editor-as-a-wordpress-plugin` | 把 AI 修图工具做成 WordPress 插件：22 个版本换来的经验 | ✅ 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） |
| 27 | `case-studies` | `syncing-a-self-improving-ai-agent-across-machines` | 在多台机器之间同步一个会自我学习的 AI Agent | ✅ 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） |
| 28 | `case-studies` | `the-single-writer-rule-for-coding-agents` | 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 | ✅ 已通过 | Batch-03 | 2026-10-27 03:49 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
| 29 | `case-studies` | `when-to-give-your-agent-physical-clicks` | 什么时候该让 AI 操控物理鼠标（以及什么时候绝对不要用） | ✅ 已通过 | Batch-03 | 2026-10-27 03:49 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
| 30 | `case-studies` | `why-i-built-a-video-knowledge-base` | 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 | ✅ 已通过 | Batch-03 | 2026-10-27 03:49 | 外部顾问审阅完成，已采纳并落地全量修改意见 |
@@ -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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-05 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 66 | `engineering` | `migrating-codeigniter-iis-to-openlitespeed` | 把 CodeIgniter 4 应用从 IIS 迁移到 OpenLiteSpeed | ⏳ 待审阅 | Batch-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-06 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 72 | `notes` | `hello-world` | 你好，世界 —— 关于这个博客 | ⏳ 待审阅 | Batch-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-07 | - | |
| 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-09 | - | |
| 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-10 | - | |
| 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-10 | - | |
| 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-10 | - | |
| 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-10 | - | |
| 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-10 | - | |
| 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 | - | |
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| 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 | - | |
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| 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 | - | |
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@@ -929,7 +929,7 @@
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@@ -1085,7 +1085,7 @@
"category": "web3",
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"batch_id": "Batch-07",
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@@ -1098,7 +1098,7 @@
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@@ -1111,7 +1111,7 @@
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docs/consultant-review/batches/batch-01.md
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> **批次编号**：`Batch-01`
> **包含文章数**：8 篇
> **本批次总字符量**：174,993 字（严格限制 < 200,000 字）
> **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 03:02:03
> **生成时间**：2026-10-27 04:23:31
# 外部顾问审阅前置须知与工程背景规范
@@ -41,7 +41,7 @@
1. [ai] **Claude 和 GPT 明明更强，我为什么还是买了 GPU 跑本地 AI** (`why-i-still-bought-a-local-gpu`) — ~16,735 字符
2. [ai] **为什么我的 AI 歌曲总是丢结尾：在 12GB 显卡上跑 YuE2** (`yue2-on-a-12gb-gpu-songs-that-lost-their-endings`) — ~53,369 字符
3. [case-studies] **我如何用 FLUX.1 Kontext 打造 AI 家具合成演示** (`ai-furniture-compositing-with-flux-kontext`) — ~19,783 字符
3. [case-studies] **我如何用 FLUX.1 Kontext 打造 AI 家具合成演示** (`ai-furniture-compositing-with-flux-kontext`) — ~19,749 字符
4. [case-studies] **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** (`from-audio-to-a-4-minute-ai-music-video`) — ~16,195 字符
5. [case-studies] **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** (`how-i-built-an-automated-music-video-pipeline`) — ~14,196 字符
6. [case-studies] **我是如何构建 DigiKedai Telegram AI 客服机器人的** (`how-i-built-the-digikedai-telegram-bot`) — ~15,990 字符
@@ -2464,7 +2464,6 @@ pubDate: 2026-09-11
category: case-studies
blueprint: sme-digital-suite
blueprintLayer: L1-high-conversion-web
dynamicCta: true
tags: [fal-ai, flux, ai-image, javascript, canvas, ecommerce]
ogImage: /og/zh-ai-furniture-compositing-with-flux-kontext.jpg
banner: /banners/ai-furniture-compositing-with-flux-kontext.jpg
@@ -2654,7 +2653,6 @@ pubDate: 2026-09-11
category: case-studies
blueprint: sme-digital-suite
blueprintLayer: L1-high-conversion-web
dynamicCta: true
tags: [fal-ai, flux, ai-image, javascript, canvas, ecommerce]
ogImage: /og/ai-furniture-compositing-with-flux-kontext.jpg
banner: /banners/ai-furniture-compositing-with-flux-kontext.jpg
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# `blog.hoelee.com` 外部顾问审阅报告 — Batch-02 (顾问标注 Batch-03)
> **对应资料包**：`docs/consultant-review/batches/batch-02.md`（共 10 篇，中英双语对照）
> **审批状态**：已全量采纳并落地修改，10 篇已在 `audit-tracker.json` 中标记为 `approved`。
---
## 逐篇审阅意见与落地执行总结
| 序号 | 文章 Slug | 顾问结论 | 落地执行措施 |
| --- | --- | --- | --- |
| **01** | `how-i-vetted-20-vps-providers-with-parallel-subagents` | 需微调 | 1. 修正逻辑笔误：首页声称「Since 2012」老牌资历，域名实际上线仅 4 个月（消除“四位数从业年数”笔误）；<br>2. 补充子代理并发执行的真实 JSON Schema 契约与输出结构，强化不可伪造工程交付证据。 |
| **02** | `loop-engineering-without-a-coding-agent` | 需微调 | 1. 补齐双轨转化：在文末补齐面向 SME 客户的自动化运维与确定性自愈巡检交付服务入口与 WhatsApp 沟通渠道；<br>2. 保留远程/混合 Senior DevOps 岗位机会开放引导。 |
| **03** | `one-prometheus-for-unraid-synology-and-a-vps` | 需重构（局部） | 1. 清除禁用词「玩具 / toy」与「全家 / across the lab」，替换为生产系统可用性契约与跨节点监控；<br>2. 清理中文版全文残留的 `\"` 反斜杠转义污染，统一为直角引号 `「」`；<br>3. 安全脱敏：`ServerHosh VPS` 脱敏为 `Ubuntu 公网边缘 VPS / Public Edge VPS`，`2.hoelee.com` 脱敏为 `edge-vps.hoelee.internal`。 |
| **04** | `running-production-infrastructure-solo` | 需微调 | 1. 消除家用口吻：「家里网断了 / home connection」规范替换为「本地私有化节点上行链路 / on-premise uplink」；<br>2. 英文版 78+ compose stacks 修正为与标题完全自洽的 78。 |
| **05** | `self-healing-digital-goods-entitlements` | 需微调 | 1. 修复中文版第 1 段 UTF-8 乱码字符（`方式`）；<br>2. 脱敏代码注释中暴露的内部 Docker 网桥名 `bridge_hoelee` 为通用内部容器网络。 |
| **06** | `self-hosted-speech-to-text-api` | 需重构（局部） | 1. 消除算术矛盾：保留 130–150 wpm 口述对比 40 wpm 打字基准，标题与正文统一规范为「3 倍以上打字吞吐提升（节省 65%–70% 耗时）」；<br>2. Frontmatter 补齐 `blueprint: ai-agent-automation` 与 `blueprintLayer: L3-local-gpu-inference` 字段。 |
| **07** | `self-hosted-tts-cosyvoice2-n8n-gpu` | 需重构（局部） | 1. 清除禁用词「仅供玩票」改为「不满足生产要求」；修复英文拓扑图拼写 `FastAPl` 为 `FastAPI`；<br>2. 统一第一人称视角（复数「我们/we」统一回归到独立架构师「我/I」）；<br>3. 内网拓扑与 IP 细节脱敏（改为 `n8n.internal:5678` 与 `gpu-node.internal:50000`）；<br>4. 文末补齐面向 SME 客户私有化 AI 语音与 n8n 自动化管线搭建的商业转化 CTA。 |
| **08** | `self-hosting-mem0-memory-stack` | 需重构（局部） | 1. 修正标题与首段「自家 NAS」为「私有存储节点」；<br>2. 补齐 Frontmatter `blueprint: ai-agent-automation` 与 `blueprintLayer: L2-llm-gateway-agents`；<br>3. 统一 API 路由逻辑与示例：统一为 `POST /search` 并修正 curl 代码块中的请求路径；<br>4. 超过 20 行的 `docker-compose.yml` 使用 `<details><summary>` 原生折叠。 |
| **09** | `shipping-an-ai-photo-editor-as-a-wordpress-plugin` | 需微调 | 1. 替换禁用词「是个玩具 / is a toy」为「只是个免费演示（Demo） / just a free demo」；<br>2. 修正 Bug #2 关于 `rest_url()` 结尾斜杠的正文解释（澄清命名空间后没有结尾斜杠）；<br>3. 修复中文漏字（「对每个响都做」修正为「对每个响应都做」）。 |
| **10** | `syncing-a-self-improving-ai-agent-across-machines` | 需微调 | 1. 开发机 Windows 绝对路径与私有仓库脱敏（替换为 `~/workspace/agent-dist/skills`、`~/.hermes/skills/` 与 `git.hoelee.com/ops/agent-dist`）；<br>2. 中文版英文直引号统一替换为中文直角引号 `「」`。 |