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Materials Coverage Report

Generated at 2025-12-18 10:56 UTC by tools/materials_coverage_report.py.

Summary

  • Notes: 52
  • Sources snapshots: 118
  • Gemini labels (urls): 118
  • Deepresearch missing: 0

By Chapter

Chapter Count Notes
第 1 章:全流程方法论 (01-method) 6 arxiv-org-abs-2210-03629-7647307fe498.md, arxiv-org-abs-2308-08155-ec7ede4a4fcf.md, docs-langchain-com-oss-python-langgraph-overview-38f4f5c73818.md
第 2 章:需求挖掘与机会判断 (02-discovery) 2 theleanstartup-com-4d36f965363d.md, www-producttalk-org-continuous-discovery-habits-0bd7e1e218e1.md
第 3 章:PRD 与工程合同 (03-prd) 3 github-com-stoplightio-spectral-26c88b5d55ba.md, spec-openapis-org-oas-latest-html-529619ee7996.md, www-rfc-editor-org-rfc-rfc2119-71c19fc9d8e6.md
第 4 章:原型与信息架构 (04-prototype) 5 github-com-dequelabs-axe-core-ffda5b0730f2.md, pair-withgoogle-com-guidebook-9f0318b11693.md, www-designtokens-org-tr-drafts-format-3248b3ab62e4.md
第 5 章:产品验证与打磨 (05-validation) 7 github-com-dequelabs-axe-core-ffda5b0730f2.md, pair-withgoogle-com-guidebook-9f0318b11693.md, theleanstartup-com-4d36f965363d.md
第 6 章:UI 设计与资产化 (06-ui) 5 github-com-dequelabs-axe-core-ffda5b0730f2.md, pair-withgoogle-com-guidebook-9f0318b11693.md, www-designtokens-org-tr-drafts-format-3248b3ab62e4.md
第 7 章:工程化与编码 (07-engineering) 32 arxiv-org-abs-1702-08734-96401671ff5f.md, arxiv-org-abs-2005-11401-02ad74cdb0c9.md, arxiv-org-abs-2210-03629-7647307fe498.md
第 8 章:前端实现 (08-frontend) 9 github-com-dequelabs-axe-core-ffda5b0730f2.md, itrevolution-com-product-accelerate-d1a2cf84e0c6.md, owasp-org-www-project-application-security-verification-standard-50b4bc9ed328.md
第 9 章:后端架构 (09-backend) 14 docs-stripe-com-billing-subscriptions-usage-based-06655737082c.md, github-com-stoplightio-spectral-26c88b5d55ba.md, itrevolution-com-product-accelerate-d1a2cf84e0c6.md
第 10 章:RAG & Agent (10-intelligence) 14 arxiv-org-abs-1702-08734-96401671ff5f.md, arxiv-org-abs-1803-09010-641a177ce167.md, arxiv-org-abs-2005-11401-02ad74cdb0c9.md
第 11 章:用户与权限 (11-user) 5 arxiv-org-abs-2402-01822-ace66bba058a.md, openid-net-specs-openid-connect-core-1-0-html-cfd2790a544c.md, www-nist-gov-itl-ai-risk-management-framework-54dbc1541342.md
第 12 章:付费与风控 (12-billing) 4 arxiv-org-abs-2402-01822-ace66bba058a.md, docs-stripe-com-billing-subscriptions-usage-based-06655737082c.md, www-nist-gov-itl-ai-risk-management-framework-54dbc1541342.md
第 13 章:数据收集与清洗 (13-data) 13 arxiv-org-abs-1702-08734-96401671ff5f.md, arxiv-org-abs-1803-09010-641a177ce167.md, arxiv-org-abs-2005-11401-02ad74cdb0c9.md
第 14 章:预训练 (14-pretrain) 6 arxiv-org-abs-2106-09685-cae140a2c5e7.md, arxiv-org-abs-2203-02155-1098fc60be7c.md, arxiv-org-abs-2212-10560-e51b4a16ecff.md
第 15 章:后训练与对齐 (15-posttrain) 6 arxiv-org-abs-2106-09685-cae140a2c5e7.md, arxiv-org-abs-2203-02155-1098fc60be7c.md, arxiv-org-abs-2212-10560-e51b4a16ecff.md
第 16 章:推理优化 (16-inference) 6 arxiv-org-abs-2210-17323-d01b1de59747.md, arxiv-org-abs-2306-00978-9d933cbebef5.md, arxiv-org-abs-2309-06180-ef8b5f9fca84.md
第 17 章:部署与运维 (17-deployment) 20 arxiv-org-abs-2210-17323-d01b1de59747.md, arxiv-org-abs-2306-00978-9d933cbebef5.md, arxiv-org-abs-2306-05685-16e11e26be5b.md
第 18 章:评测体系 (18-evaluation) 30 arxiv-org-abs-1702-08734-96401671ff5f.md, arxiv-org-abs-1803-09010-641a177ce167.md, arxiv-org-abs-2005-11401-02ad74cdb0c9.md
第 19 章:迭代与增长 (19-iteration) 4 docs-stripe-com-billing-subscriptions-usage-based-06655737082c.md, theleanstartup-com-4d36f965363d.md, www-pcisecuritystandards-org-document-library-cb73a6d59e55.md
第 20 章:合规与伦理 (20-governance) 14 arxiv-org-abs-1803-09010-641a177ce167.md, arxiv-org-abs-2107-06499-9237d7c1fc50.md, arxiv-org-abs-2402-01822-ace66bba058a.md

By Category

Category Count Chapter Focus (heuristic)
Discovery & Product Strategy (product_discovery) 2 02-discovery, 05-validation, 19-iteration
PRD & Specs (prd_spec) 3 03-prd, 07-engineering, 09-backend
UX / UI & Design Systems (ux_ui) 5 04-prototype, 06-ui, 08-frontend
Engineering Workflow (engineering) 4 07-engineering, 08-frontend, 09-backend
Backend & Reliability (backend) 2 09-backend, 07-engineering, 17-deployment
RAG (rag) 3 10-intelligence, 18-evaluation, 13-data
Agents & Tool Use (agents) 3 10-intelligence, 07-engineering, 18-evaluation
Data (data) 2 13-data, 18-evaluation, 10-intelligence
Training & Alignment (training) 6 14-pretrain, 15-posttrain, 18-evaluation
Inference & Optimization (inference) 6 16-inference, 17-deployment, 18-evaluation
Deployment & Operations (ops) 5 17-deployment, 18-evaluation, 07-engineering
Evaluation (evaluation) 3 18-evaluation, 17-deployment, 10-intelligence
User / Auth / Audit (user_auth) 3 11-user, 20-governance, 07-engineering
Billing & Pricing (billing) 2 12-billing, 19-iteration, 20-governance
Governance & Security (governance) 2 20-governance, 11-user, 12-billing
General References (general) 1 01-method

Thin Areas (Need More Materials)

Chapters (<2)

  • (none)

Categories (<2)

  • General References (general)