From 1594b6dea4e0bf270d4d4ecf2d780b27ae830c6f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sat, 18 Apr 2026 08:29:53 +0000
Subject: [PATCH 1/2] =?UTF-8?q?chore(docs):=20=E6=B8=85=E7=90=86=20tag-one?=
 =?UTF-8?q?=20=E5=8D=A0=E4=BD=8D=E7=AC=A6=20=E2=86=92=20=E7=9C=9F=E5=AE=9E?=
 =?UTF-8?q?=E5=86=85=E5=AE=B9=E6=A0=87=E7=AD=BE=EF=BC=8828=20=E5=8E=9F?=
 =?UTF-8?q?=E6=96=87=20+=2026=20=E7=BF=BB=E8=AF=91=EF=BC=89?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

背景：站点早期模板带 "tag-one" 占位符作为 frontmatter.tags 默认值，
contributors 撰文时没覆盖，30 份文档仍带占位符。tags 字段影响 sidebar
显示、未来可能接入的 tag 筛选 UI、SEO 结构化数据。批量清理。

作用域：
- 28 份原文 + 26 份 .en/.zh 翻译 = 54 个文件
- 跳过 PR #307 已在处理的 4 份（rag, embedding, context-eng, ai-town），
  由那个 PR 负责清理，合并顺序无关
- 纯文本改动，零 URL 变化，无需 301 redirects

内容标签分类覆盖：
- CommunityShare/Geek: image-hosting / self-hosting / cdn / git-workflow
- CommunityShare/Life: unsw / university-benefits / australia-study
- CommunityShare/Personal-Study-Notes: reinforcement-learning / ppo / gae
- ai/Introduction-of-Multi-agents-system: multi-agent-systems / agent-framework
- ai/MoE: mixture-of-experts / model-architecture
- ai/Multi-agents-system-on-Code-Translation: code-translation / llm-application
- ai/ai-math-basics: math-textbooks / learning-resources / book-recommendations
- ai/misc-tools: ml-experiment-tracking / swanlab
- ai/recommender-systems: 6 份王树森笔记统一 recommender-systems 前缀 +
  各章节专属标签（feature-crossing / retrieval / cold-start / ranking 等）
- computer-science/cpp_backend: 8 份统一 cpp-backend 前缀 + 子主题
  （threadpool / memory-pool / build-system / gcc / cmake / vcpkg）
- jobs: career / interview-preparation / internship / australia-job-market

流程：
1. Scan + 自己起草 tag 提案
2. 派 reviewer subagent 读每份文档前 50 行审标签（9 处被挑出修正全部采纳）
3. Python 脚本原子替换 frontmatter 里 "  - tag-one" → 多行新 tags
4. grep 校验残留：仅剩 PR #307 的 4 个文件

docId 全部原样保留，sync-uuid 合并后不会误判为新文档。
---
 .../Geek/cloudflare-r2-sharex-free-image-hosting.en.mdx    | 6 +++++-
 .../Geek/cloudflare-r2-sharex-free-image-hosting.mdx       | 6 +++++-
 app/docs/CommunityShare/Geek/git101.en.mdx                 | 5 ++++-
 app/docs/CommunityShare/Geek/git101.mdx                    | 5 ++++-
 app/docs/CommunityShare/Geek/picturecdn.en.mdx             | 5 ++++-
 app/docs/CommunityShare/Geek/picturecdn.mdx                | 5 ++++-
 app/docs/CommunityShare/Life/unsw-student-benefit.md       | 5 ++++-
 .../Personal-Study-Notes/Reinforcement-Learning/ppo.md     | 5 ++++-
 .../introduction_of_multi-agents_system.en.md              | 4 +++-
 .../introduction_of_multi-agents_system.md                 | 4 +++-
 app/docs/ai/MoE/moe-update.en.md                           | 4 +++-
 app/docs/ai/MoE/moe-update.md                              | 4 +++-
 .../code-translation-intro.en.mdx                          | 5 ++++-
 .../code-translation-intro.mdx                             | 5 ++++-
 app/docs/ai/ai-math-basics/math_books.en.md                | 5 ++++-
 app/docs/ai/ai-math-basics/math_books.md                   | 5 ++++-
 app/docs/ai/misc-tools/swanlab.en.mdx                      | 4 +++-
 app/docs/ai/misc-tools/swanlab.mdx                         | 4 +++-
 .../wangshusen_recommend_crossing.en.mdx                   | 4 +++-
 .../recommender-systems/wangshusen_recommend_crossing.mdx  | 4 +++-
 .../wangshusen_recommend_note_retrieval.en.mdx             | 4 +++-
 .../wangshusen_recommend_note_retrieval.mdx                | 4 +++-
 .../wangshusen_recommend_note_coldstart.en.mdx             | 4 +++-
 .../wangshusen_recommend_note_coldstart.mdx                | 4 +++-
 .../wangshusen_recommend_note_improvement.en.mdx           | 5 ++++-
 .../wangshusen_recommend_note_improvement.mdx              | 5 ++++-
 .../wangshusen_recommend_note_rank.en.mdx                  | 4 +++-
 .../recommender-systems/wangshusen_recommend_note_rank.mdx | 4 +++-
 .../wangshusen_recommend_note_rerank.en.mdx                | 4 +++-
 .../wangshusen_recommend_note_rerank.mdx                   | 4 +++-
 .../1_Handwritten_threadpool.en.md                         | 4 +++-
 .../1_Handwritten_threadpool.md                            | 4 +++-
 .../2_Handwritten_mempool1.en.md                           | 4 +++-
 .../Handwritten_pool_components/2_Handwritten_mempool1.md  | 4 +++-
 .../cpp_backend/easy_compile/1_cpp_libs.en.md              | 4 +++-
 .../cpp_backend/easy_compile/1_cpp_libs.md                 | 4 +++-
 .../cpp_backend/easy_compile/2_base_gcc.en.md              | 4 +++-
 .../cpp_backend/easy_compile/2_base_gcc.md                 | 4 +++-
 .../computer-science/cpp_backend/easy_compile/3_Make.en.md | 4 +++-
 .../computer-science/cpp_backend/easy_compile/3_Make.md    | 4 +++-
 .../cpp_backend/easy_compile/4_CMake.en.md                 | 4 +++-
 .../computer-science/cpp_backend/easy_compile/4_CMake.md   | 4 +++-
 .../cpp_backend/easy_compile/5_vcpkg.en.md                 | 4 +++-
 .../computer-science/cpp_backend/easy_compile/5_vcpkg.md   | 4 +++-
 .../computer-science/cpp_backend/mempool_simple.en.mdx     | 4 +++-
 app/docs/computer-science/cpp_backend/mempool_simple.mdx   | 4 +++-
 app/docs/jobs/event-keynote/coffee-chat.en.md              | 7 ++++++-
 app/docs/jobs/event-keynote/coffee-chat.md                 | 7 ++++++-
 app/docs/jobs/interview-prep/interview-tips.en.mdx         | 6 +++++-
 app/docs/jobs/interview-prep/interview-tips.mdx            | 6 +++++-
 app/docs/jobs/interview-prep/pre-interview.en.md           | 3 ++-
 app/docs/jobs/interview-prep/pre-interview.md              | 3 ++-
 .../preparations-to-get-an-offer-as-a-student.en.mdx       | 5 ++++-
 .../preparations-to-get-an-offer-as-a-student.mdx          | 5 ++++-
 54 files changed, 188 insertions(+), 54 deletions(-)

diff --git a/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.en.mdx b/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.en.mdx
index 0bf00661..cebe0811 100644
--- a/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.en.mdx
+++ b/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.en.mdx
@@ -3,7 +3,11 @@ title: Building a Personal/Team "Permanent" Image Host with Cloudflare R2 + Shar
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - image-hosting
+  - cloudflare-r2
+  - sharex
+  - self-hosting
+  - cdn
 docId: gj4bn01un0s0841berfvwrn5
 lang: en
 translatedFrom: zh
diff --git a/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.mdx b/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.mdx
index 83e40f0f..860b35ed 100644
--- a/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.mdx
+++ b/app/docs/CommunityShare/Geek/cloudflare-r2-sharex-free-image-hosting.mdx
@@ -3,7 +3,11 @@ title: 使用 Cloudflare R2 + ShareX 搭建个人/团队专属“永久”图床
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - image-hosting
+  - cloudflare-r2
+  - sharex
+  - self-hosting
+  - cdn
 docId: gj4bn01un0s0841berfvwrn5
 ---
 
diff --git a/app/docs/CommunityShare/Geek/git101.en.mdx b/app/docs/CommunityShare/Geek/git101.en.mdx
index 1fd63e67..441c388c 100644
--- a/app/docs/CommunityShare/Geek/git101.en.mdx
+++ b/app/docs/CommunityShare/Geek/git101.en.mdx
@@ -3,7 +3,10 @@ title: Git Getting Started Guide — Git Tips Every Developer Should Know
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - git-basics
+  - version-control
+  - git-workflow
+  - programmer-essentials
 docId: tksz80mfqqyzwzzer5p3uxtg
 lang: en
 translatedFrom: zh
diff --git a/app/docs/CommunityShare/Geek/git101.mdx b/app/docs/CommunityShare/Geek/git101.mdx
index 9c826b6d..b5f4d225 100644
--- a/app/docs/CommunityShare/Geek/git101.mdx
+++ b/app/docs/CommunityShare/Geek/git101.mdx
@@ -3,7 +3,10 @@ title: Git入门操作指南-程序员必会的git小技巧
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - git-basics
+  - version-control
+  - git-workflow
+  - programmer-essentials
 docId: tksz80mfqqyzwzzer5p3uxtg
 ---
 
diff --git a/app/docs/CommunityShare/Geek/picturecdn.en.mdx b/app/docs/CommunityShare/Geek/picturecdn.en.mdx
index dee8ac23..2570e5d7 100644
--- a/app/docs/CommunityShare/Geek/picturecdn.en.mdx
+++ b/app/docs/CommunityShare/Geek/picturecdn.en.mdx
@@ -3,7 +3,10 @@ title: How to Deploy Your Own GitHub Image Hosting with PictureCDN
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - image-hosting
+  - github-pages
+  - cdn
+  - self-hosting
 docId: e6udpzrorhvgeeda6xpy1e0s
 lang: en
 translatedFrom: zh
diff --git a/app/docs/CommunityShare/Geek/picturecdn.mdx b/app/docs/CommunityShare/Geek/picturecdn.mdx
index 5e889896..012b9c34 100644
--- a/app/docs/CommunityShare/Geek/picturecdn.mdx
+++ b/app/docs/CommunityShare/Geek/picturecdn.mdx
@@ -3,7 +3,10 @@ title: 如何部署你自己的Github图床-PictureCDN
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - image-hosting
+  - github-pages
+  - cdn
+  - self-hosting
 docId: e6udpzrorhvgeeda6xpy1e0s
 ---
 
diff --git a/app/docs/CommunityShare/Life/unsw-student-benefit.md b/app/docs/CommunityShare/Life/unsw-student-benefit.md
index a935456b..94f3d8aa 100644
--- a/app/docs/CommunityShare/Life/unsw-student-benefit.md
+++ b/app/docs/CommunityShare/Life/unsw-student-benefit.md
@@ -3,7 +3,10 @@ title: UNSW学费回收计划-那些你还不知道的隐藏福利
 description: ""
 date: "2025-10-03"
 tags:
-  - tag-one
+  - unsw
+  - university-benefits
+  - student-resources
+  - australia-study
 docId: jgyg6bp0nceyrxirz5qw3zsv
 ---
 
diff --git a/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md b/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
index 123c888a..785198e6 100644
--- a/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
+++ b/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
@@ -3,7 +3,10 @@ title: PPO
 description: ""
 date: "2025-10-03"
 tags:
-  - tag-one
+  - reinforcement-learning
+  - ppo
+  - policy-gradient
+  - gae
 docId: zf8zk108oqbsg56xjyqb5txk
 ---
 
diff --git a/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.en.md b/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.en.md
index 0c14307c..f82eda7f 100644
--- a/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.en.md
+++ b/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.en.md
@@ -3,7 +3,9 @@ title: Introduction of Multi-Agent Systems (For Any Task You Want)
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - multi-agent-systems
+  - agent-framework
+  - llm-agents
 docId: h53uwefhlykt9ietsx9x0vtn
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.md b/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.md
index 0b3d18a0..3b8a7639 100644
--- a/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.md
+++ b/app/docs/ai/Introduction-of-Multi-agents-system/introduction_of_multi-agents_system.md
@@ -3,7 +3,9 @@ title: Introduction of Multi-agents system(In any task you want)
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - multi-agent-systems
+  - agent-framework
+  - llm-agents
 docId: h53uwefhlykt9ietsx9x0vtn
 ---
 
diff --git a/app/docs/ai/MoE/moe-update.en.md b/app/docs/ai/MoE/moe-update.en.md
index 5f927c4c..3c9a30c8 100644
--- a/app/docs/ai/MoE/moe-update.en.md
+++ b/app/docs/ai/MoE/moe-update.en.md
@@ -3,7 +3,9 @@ title: "Theory of MoE"
 description: ""
 date: "2025-10-05"
 tags:
-  - tag-one
+  - mixture-of-experts
+  - model-architecture
+  - llm-fundamentals
 docId: db3qwg25h6l0bh8f2sdabdqc
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/MoE/moe-update.md b/app/docs/ai/MoE/moe-update.md
index 463a6771..60ff96ff 100644
--- a/app/docs/ai/MoE/moe-update.md
+++ b/app/docs/ai/MoE/moe-update.md
@@ -3,7 +3,9 @@ title: "Theory of MoE"
 description: ""
 date: "2025-10-05"
 tags:
-  - tag-one
+  - mixture-of-experts
+  - model-architecture
+  - llm-fundamentals
 docId: db3qwg25h6l0bh8f2sdabdqc
 ---
 
diff --git a/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.en.mdx b/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.en.mdx
index 59e3f5e8..6b0f8480 100644
--- a/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.en.mdx
+++ b/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.en.mdx
@@ -3,7 +3,10 @@ title: Essential Reading for Getting Started with Code Translation
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - code-translation
+  - llm-application
+  - paper-recommendations
+  - program-analysis
 docId: qaezsrj15sudk796r5otne36
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.mdx b/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.mdx
index cc02e548..6b1ddbca 100644
--- a/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.mdx
+++ b/app/docs/ai/Multi-agents-system-on-Code-Translation/code-translation-intro.mdx
@@ -3,7 +3,10 @@ title: Code translation入门推荐必读
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - code-translation
+  - llm-application
+  - paper-recommendations
+  - program-analysis
 docId: qaezsrj15sudk796r5otne36
 ---
 
diff --git a/app/docs/ai/ai-math-basics/math_books.en.md b/app/docs/ai/ai-math-basics/math_books.en.md
index 1d91e241..8b50e4f9 100644
--- a/app/docs/ai/ai-math-basics/math_books.en.md
+++ b/app/docs/ai/ai-math-basics/math_books.en.md
@@ -3,7 +3,10 @@ title: Recommended Books on Mathematics and Data Science
 description: ""
 date: "2025-10-06"
 tags:
-  - tag-one
+  - math-textbooks
+  - learning-resources
+  - data-science
+  - book-recommendations
 docId: kzi6k1yg1sehlxidnxdsf59a
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/ai-math-basics/math_books.md b/app/docs/ai/ai-math-basics/math_books.md
index 6e23feca..069620ad 100644
--- a/app/docs/ai/ai-math-basics/math_books.md
+++ b/app/docs/ai/ai-math-basics/math_books.md
@@ -3,7 +3,10 @@ title: Recommended Books on Mathematics and Data Science
 description: ""
 date: "2025-10-06"
 tags:
-  - tag-one
+  - math-textbooks
+  - learning-resources
+  - data-science
+  - book-recommendations
 docId: kzi6k1yg1sehlxidnxdsf59a
 ---
 
diff --git a/app/docs/ai/misc-tools/swanlab.en.mdx b/app/docs/ai/misc-tools/swanlab.en.mdx
index 00764a2d..cdd4e7fb 100644
--- a/app/docs/ai/misc-tools/swanlab.en.mdx
+++ b/app/docs/ai/misc-tools/swanlab.en.mdx
@@ -3,7 +3,9 @@ title: SwanLab Quick Start Guide
 description: ""
 date: "2025-09-23"
 tags:
-  - tag-one
+  - ml-experiment-tracking
+  - swanlab
+  - experiment-management
 docId: mhyoknm6vj8jmp186oli5f5c
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/misc-tools/swanlab.mdx b/app/docs/ai/misc-tools/swanlab.mdx
index 2fe9e38f..a163b9c8 100644
--- a/app/docs/ai/misc-tools/swanlab.mdx
+++ b/app/docs/ai/misc-tools/swanlab.mdx
@@ -3,7 +3,9 @@ title: swanlab快速上手指南
 description: ""
 date: "2025-09-23"
 tags:
-  - tag-one
+  - ml-experiment-tracking
+  - swanlab
+  - experiment-management
 docId: mhyoknm6vj8jmp186oli5f5c
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.en.mdx
index 7f151738..7c9c5774 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.en.mdx
@@ -3,7 +3,9 @@ title: Wang Shusen Recommender Systems Study Notes — Feature Crossing
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - feature-engineering
+  - feature-crossing
 docId: hajz43iblku13mmevia8zrhv
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.mdx
index a0913532..56315f8a 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_crossing.mdx
@@ -3,7 +3,9 @@ title: 王树森推荐系统学习笔记_特征交叉
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - feature-engineering
+  - feature-crossing
 docId: hajz43iblku13mmevia8zrhv
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.en.mdx
index bed3c807..6af45dab 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.en.mdx
@@ -3,7 +3,9 @@ title: Wang Shusen Recommender Systems Study Notes — Retrieval
 description: ""
 date: "2025-09-22"
 tags:
-  - tag-one
+  - recommender-systems
+  - retrieval
+  - candidate-generation
 docId: c3a4nmid9plytif5ameigj7d
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.mdx
index 230901ed..7a38ed74 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note/wangshusen_recommend_note_retrieval.mdx
@@ -3,7 +3,9 @@ title: 王树森推荐系统学习笔记_召回
 description: ""
 date: "2025-09-22"
 tags:
-  - tag-one
+  - recommender-systems
+  - retrieval
+  - candidate-generation
 docId: c3a4nmid9plytif5ameigj7d
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.en.mdx
index 076246c1..12331bb8 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.en.mdx
@@ -3,7 +3,9 @@ title: Wang Shusen Recommender Systems Study Notes — Cold Start
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - cold-start
+  - new-item-recommendation
 docId: bvccoatft6y7bph83oivdcfe
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.mdx
index 26d57e47..0eae5d34 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_coldstart.mdx
@@ -3,7 +3,9 @@ title: 王树森推荐系统学习笔记_冷启动
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - cold-start
+  - new-item-recommendation
 docId: bvccoatft6y7bph83oivdcfe
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.en.mdx
index 8398b775..659f7187 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.en.mdx
@@ -3,7 +3,10 @@ title: Wang Shusen Recommender Systems Study Notes — Improving Metrics
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - metric-optimization
+  - retention-metrics
+  - user-growth
 docId: qmy3p4vc45ek61ce4n62fpxy
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.mdx
index 88dcf2a8..aec5007f 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_improvement.mdx
@@ -3,7 +3,10 @@ title: 王树森推荐系统学习笔记_涨指标
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - metric-optimization
+  - retention-metrics
+  - user-growth
 docId: qmy3p4vc45ek61ce4n62fpxy
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.en.mdx
index 2ebfafc6..976ce574 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.en.mdx
@@ -3,7 +3,9 @@ title: Wang Shusen Recommender Systems Study Notes — Ranking
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - ranking
+  - learning-to-rank
 docId: vjwogf9afghpbvi71e4dfsgj
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.mdx
index 389b8681..7f5ac3c2 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rank.mdx
@@ -3,7 +3,9 @@ title: 王树森推荐系统学习笔记_排序
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - ranking
+  - learning-to-rank
 docId: vjwogf9afghpbvi71e4dfsgj
 ---
 
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.en.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.en.mdx
index 64c07ea5..404a6501 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.en.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.en.mdx
@@ -3,7 +3,9 @@ title: Wang Shusen Recommender Systems Study Notes — Re-Ranking
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - reranking
+  - diversity
 docId: ol03smbujgwztho45ycj52ah
 lang: en
 translatedFrom: zh
diff --git a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.mdx b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.mdx
index 3dfa2704..7694b724 100644
--- a/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.mdx
+++ b/app/docs/ai/recommender-systems/wangshusen_recommend_note_rerank.mdx
@@ -3,7 +3,9 @@ title: 王树森推荐系统学习笔记_重排
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - recommender-systems
+  - reranking
+  - diversity
 docId: ol03smbujgwztho45ycj52ah
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.en.md b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.en.md
index 79f12d08..c51d81ca 100644
--- a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.en.md
+++ b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.en.md
@@ -3,7 +3,9 @@ title: Handwritten Thread Pool
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - threadpool
+  - concurrent-programming
 docId: mnjkrtrs7xk3fq538eqreuge
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.md b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.md
index 1eaa40dd..6b2ae1de 100644
--- a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.md
+++ b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/1_Handwritten_threadpool.md
@@ -3,7 +3,9 @@ title: 手写线程池
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - threadpool
+  - concurrent-programming
 docId: mnjkrtrs7xk3fq538eqreuge
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.en.md b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.en.md
index 8e0db091..e97c6719 100644
--- a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.en.md
+++ b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.en.md
@@ -3,7 +3,9 @@ title: Handwritten Fixed-Size Memory Pool
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - memory-pool
+  - system-programming
 docId: xgxqqvglxyauoeh8eye7lzu6
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.md b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.md
index 7566d4bb..0cbb09c5 100644
--- a/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.md
+++ b/app/docs/computer-science/cpp_backend/Handwritten_pool_components/2_Handwritten_mempool1.md
@@ -3,7 +3,9 @@ title: 手写定长内存池
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - memory-pool
+  - system-programming
 docId: xgxqqvglxyauoeh8eye7lzu6
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.en.md b/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.en.md
index 366ae5c5..52d59da4 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.en.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.en.md
@@ -3,7 +3,9 @@ title: C++ Libraries on Linux/Windows
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - cpp-libraries
+  - development-environment
 docId: totx4pej5lhyt1nl4anwhakj
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.md b/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.md
index 91c53507..01bb4df0 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/1_cpp_libs.md
@@ -3,7 +3,9 @@ title: linux/win上的c++库
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - cpp-libraries
+  - development-environment
 docId: totx4pej5lhyt1nl4anwhakj
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.en.md b/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.en.md
index c3ff693d..2533ff53 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.en.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.en.md
@@ -3,7 +3,9 @@ title: GCC/G++ Basics
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - gcc
+  - compiler-toolchain
 docId: kyu85av71b4n07hbdycbhvj9
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.md b/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.md
index 4aa6c30e..5623a78a 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/2_base_gcc.md
@@ -3,7 +3,9 @@ title: 基础gcc/g++
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - gcc
+  - compiler-toolchain
 docId: kyu85av71b4n07hbdycbhvj9
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/3_Make.en.md b/app/docs/computer-science/cpp_backend/easy_compile/3_Make.en.md
index ffc97465..4bb37496 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/3_Make.en.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/3_Make.en.md
@@ -3,7 +3,9 @@ title: Building with Make
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - makefile
+  - build-system
 docId: g6wucmr69lamd9xyxm7uunnd
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/3_Make.md b/app/docs/computer-science/cpp_backend/easy_compile/3_Make.md
index 6fbf7598..080de044 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/3_Make.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/3_Make.md
@@ -3,7 +3,9 @@ title: Make编译
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - makefile
+  - build-system
 docId: g6wucmr69lamd9xyxm7uunnd
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.en.md b/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.en.md
index e8cf0b52..4f704128 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.en.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.en.md
@@ -3,7 +3,9 @@ title: CMake
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - cmake
+  - build-system
 docId: xk44lx4q1gpcm1uqk8nnbg7q
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.md b/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.md
index 67a011b6..4c646c75 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/4_CMake.md
@@ -3,7 +3,9 @@ title: CMake
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - cmake
+  - build-system
 docId: xk44lx4q1gpcm1uqk8nnbg7q
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.en.md b/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.en.md
index 32444e07..42e87658 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.en.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.en.md
@@ -3,7 +3,9 @@ title: vcpkg Package Manager
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - vcpkg
+  - package-manager
 docId: gtqamuq3tftmvzstbunkgbo5
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.md b/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.md
index bd16401f..af893590 100644
--- a/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.md
+++ b/app/docs/computer-science/cpp_backend/easy_compile/5_vcpkg.md
@@ -3,7 +3,9 @@ title: vcpkg包管理器
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - cpp-backend
+  - vcpkg
+  - package-manager
 docId: gtqamuq3tftmvzstbunkgbo5
 ---
 
diff --git a/app/docs/computer-science/cpp_backend/mempool_simple.en.mdx b/app/docs/computer-science/cpp_backend/mempool_simple.en.mdx
index b5384a7d..3e08345b 100644
--- a/app/docs/computer-science/cpp_backend/mempool_simple.en.mdx
+++ b/app/docs/computer-science/cpp_backend/mempool_simple.en.mdx
@@ -3,7 +3,9 @@ title: Handwritten Memory Pool (Simple Fixed-Size)
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - cpp-backend
+  - memory-pool
+  - memory-management
 docId: q8290wmhyofuiskzn1ph63ta
 lang: en
 translatedFrom: zh
diff --git a/app/docs/computer-science/cpp_backend/mempool_simple.mdx b/app/docs/computer-science/cpp_backend/mempool_simple.mdx
index 17055e7e..bec779e1 100644
--- a/app/docs/computer-science/cpp_backend/mempool_simple.mdx
+++ b/app/docs/computer-science/cpp_backend/mempool_simple.mdx
@@ -3,7 +3,9 @@ title: 手写内存池（简单定长）
 description: ""
 date: "2025-09-27"
 tags:
-  - tag-one
+  - cpp-backend
+  - memory-pool
+  - memory-management
 docId: q8290wmhyofuiskzn1ph63ta
 ---
 
diff --git a/app/docs/jobs/event-keynote/coffee-chat.en.md b/app/docs/jobs/event-keynote/coffee-chat.en.md
index 496e1fc8..388ee5a2 100644
--- a/app/docs/jobs/event-keynote/coffee-chat.en.md
+++ b/app/docs/jobs/event-keynote/coffee-chat.en.md
@@ -3,7 +3,12 @@ title: Senior Tech-Industry Engineer Coffee Chat Recap
 description: ""
 date: "2025-11-01"
 tags:
-  - tag-one
+  - career
+  - networking
+  - tech-industry
+  - australia-job-market
+  - career-path
+  - sre
 docId: ld59a8z1v84ig4rlr0p0n2a9
 lang: en
 translatedFrom: zh
diff --git a/app/docs/jobs/event-keynote/coffee-chat.md b/app/docs/jobs/event-keynote/coffee-chat.md
index e0f16979..905ee849 100644
--- a/app/docs/jobs/event-keynote/coffee-chat.md
+++ b/app/docs/jobs/event-keynote/coffee-chat.md
@@ -3,7 +3,12 @@ title: 资深科技大厂程序员Coffee Chat回顾
 description: ""
 date: "2025-11-01"
 tags:
-  - tag-one
+  - career
+  - networking
+  - tech-industry
+  - australia-job-market
+  - career-path
+  - sre
 docId: ld59a8z1v84ig4rlr0p0n2a9
 ---
 
diff --git a/app/docs/jobs/interview-prep/interview-tips.en.mdx b/app/docs/jobs/interview-prep/interview-tips.en.mdx
index 29d76160..8d579a4b 100644
--- a/app/docs/jobs/interview-prep/interview-tips.en.mdx
+++ b/app/docs/jobs/interview-prep/interview-tips.en.mdx
@@ -3,7 +3,11 @@ title: "Conquering Every Interview Stage | OA Coding Grind, HireVue Score Tricks
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - interview-preparation
+  - online-assessment
+  - video-interview
+  - group-interview
+  - australia-job-market
 docId: fkk8ghklsr15a0s3vcxnswnj
 lang: en
 translatedFrom: zh
diff --git a/app/docs/jobs/interview-prep/interview-tips.mdx b/app/docs/jobs/interview-prep/interview-tips.mdx
index 38d72d74..4447d8c1 100644
--- a/app/docs/jobs/interview-prep/interview-tips.mdx
+++ b/app/docs/jobs/interview-prep/interview-tips.mdx
@@ -3,7 +3,11 @@ title: "面试阶段逐关击破 | OA刷题血泪史 + VI分数偷看技巧 + 
 description: ""
 date: "2025-09-19"
 tags:
-  - tag-one
+  - interview-preparation
+  - online-assessment
+  - video-interview
+  - group-interview
+  - australia-job-market
 docId: fkk8ghklsr15a0s3vcxnswnj
 ---
 
diff --git a/app/docs/jobs/interview-prep/pre-interview.en.md b/app/docs/jobs/interview-prep/pre-interview.en.md
index 25e38d14..47339507 100644
--- a/app/docs/jobs/interview-prep/pre-interview.en.md
+++ b/app/docs/jobs/interview-prep/pre-interview.en.md
@@ -3,7 +3,8 @@ title: "Must-Read Before Your Interview: Four Tips That Significantly Boost Your
 description: ""
 date: "2025-09-28"
 tags:
-  - tag-one
+  - interview-preparation
+  - career
 docId: cgo4lweflk5jx1hsncr8hshk
 lang: en
 translatedFrom: zh
diff --git a/app/docs/jobs/interview-prep/pre-interview.md b/app/docs/jobs/interview-prep/pre-interview.md
index 48c407bd..6d2f7a26 100644
--- a/app/docs/jobs/interview-prep/pre-interview.md
+++ b/app/docs/jobs/interview-prep/pre-interview.md
@@ -3,7 +3,8 @@ title: " 面试前必看：掌握这四个小技巧，你的成功率会大大
 description: ""
 date: "2025-09-28"
 tags:
-  - tag-one
+  - interview-preparation
+  - career
 docId: cgo4lweflk5jx1hsncr8hshk
 ---
 
diff --git a/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.en.mdx b/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.en.mdx
index c61ef16d..a3099c02 100644
--- a/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.en.mdx
+++ b/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.en.mdx
@@ -3,7 +3,10 @@ title: A Programmer's Guide to Job Searching and Internships as a Student
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - internship
+  - job-search
+  - new-grad
+  - student-career
 docId: pne40puz5alzsf0f5jb0frbm
 lang: en
 translatedFrom: zh
diff --git a/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.mdx b/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.mdx
index 4d713f97..c0448ba4 100644
--- a/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.mdx
+++ b/app/docs/jobs/interview-prep/preparations-to-get-an-offer-as-a-student.mdx
@@ -3,7 +3,10 @@ title: 程序员学生时期求职与实习经验分享
 description: ""
 date: "2025-09-29"
 tags:
-  - tag-one
+  - internship
+  - job-search
+  - new-grad
+  - student-career
 docId: pne40puz5alzsf0f5jb0frbm
 ---
 

From fa2fdcea36bfcec613e89639545fbd738839254d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sat, 18 Apr 2026 09:42:17 +0000
Subject: [PATCH 2/2] =?UTF-8?q?revert:=20ppo.md=20tag=20=E6=94=B9=E5=8A=A8?=
 =?UTF-8?q?=E6=8C=AA=E5=88=B0=20PR=20#307=20=E5=A4=84=E7=90=86?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

背景：PR #307 (feat/docs-reorg-rag-projects) 的 phase 2 新增把
CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
移到 ai/reinforcement-learning/ppo.md 并同步更新 tags。

两个 PR 改同一个文件在同一行（tag-one → 真 tags）会 rebase 冲突。
本 PR 主动剔除对 ppo 的修改，由 PR #307 独占处理，merge 顺序无关。

其他 53 个文件（27 原文 + 26 翻译）的 tag 清理不受影响。
---
 .../Personal-Study-Notes/Reinforcement-Learning/ppo.md       | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md b/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
index 785198e6..123c888a 100644
--- a/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
+++ b/app/docs/CommunityShare/Personal-Study-Notes/Reinforcement-Learning/ppo.md
@@ -3,10 +3,7 @@ title: PPO
 description: ""
 date: "2025-10-03"
 tags:
-  - reinforcement-learning
-  - ppo
-  - policy-gradient
-  - gae
+  - tag-one
 docId: zf8zk108oqbsg56xjyqb5txk
 ---