# cc4pm 课程地图 — 单一事实来源
# 所有导航页脚、SKILL.md 课程表、健康报告均从此文件生成
# 运行 node scripts/sync-courseware.js 同步

meta:
  title: "cc4pm 交互式教学"
  subtitle: "为产品主理人打造的 AI 全生命周期产品系统指南"
  total_lessons: 26
  supplementary_lessons: 49
  default_max_lines: 400

stages:
  - id: stage-1
    title: "Claude Code 基础入门"
    lessons:
      - id: lesson-1
        file: lesson-1.md
        number: 1
        title: "cc4pm 全景：四大模块与产品思维"
        short_title: "cc4pm 全景"
        topics:
          - agent-loop
          - four-modules
          - cc4pm-overview
          - bmm-cis-wds-engineering

      - id: lesson-1.1
        file: lesson-1.1.md
        number: 1.1
        title: "Claude Code 工作原理——源码级深度解析"
        short_title: "CC 工作原理"
        supplementary: true
        topics:
          - cc-internals
          - agent-loop-11-steps
          - system-prompt-assembly
          - tool-system-50plus
          - command-catalog-95plus
          - source-code-structure
          - hidden-features
          - permission-model

      - id: lesson-2
        file: lesson-2.md
        number: 2
        title: "上下文窗口：你最重要的资源"
        short_title: "上下文窗口"
        topics:
          - context-window
          - clear-command
          - compact-command
          - cost-command
          - context-traps
          - strategic-manual-compact
          - mcp-cli-replacement

      - id: lesson-2.1
        file: lesson-2.1.md
        number: 2.1
        title: "Token 与语言税——你的隐性成本"
        short_title: "Token 与语言税"
        supplementary: true
        topics:
          - tokenization-bpe
          - language-tax
          - chinese-token-efficiency
          - tokenizer-vocabulary-size
          - cross-model-efficiency
          - effective-cost-calculation
          - context-capacity-chinese
          - count-tokens-api

      - id: lesson-3
        file: lesson-3.md
        number: 3
        title: "主动管理上下文"
        short_title: "主动管理上下文"
        topics:
          - context-management
          - session-lifecycle
          - continue-resume-fork
          - btw-side-question
          - rewind-checkpoints-esc
          - memory-command
          - escape-memory-combo

      - id: lesson-3.1
        file: lesson-3.1.md
        number: 3.1
        title: "Status Line——你的实时仪表盘"
        short_title: "Status Line"
        supplementary: true
        topics:
          - status-line
          - token-monitoring
          - claude-hud-statusline
          - statusline-stdin-json
          - transcript-jsonl-hud
          - statusline-command

      - id: lesson-3.2
        file: lesson-3.2.md
        number: 3.2
        title: "效率工作流：快捷键、编辑器与 tmux"
        short_title: "效率工作流"
        supplementary: true
        topics:
          - keyboard-shortcuts
          - shift-enter-multiline
          - tab-toggle-thinking
          - plan-vs-thinking
          - editor-integration
          - zed-vscode-cursor
          - tmux-sessions
          - git-worktree
          - dependency-isolation
          - docker-isolation
          - fork-command
          - voice-transcription
          - parallel-cascade
          - claude-code-viewer

      - id: lesson-4
        file: lesson-4.md
        number: 4
        title: "快速上手：第一次实操"
        short_title: "快速上手"
        topics:
          - prompt-precision
          - rich-input
          - screenshot-paste
          - claude-interview
          - llm-emotional-vectors
          - pua-vs-encouragement
          - first-hands-on

      - id: lesson-4.1
        file: lesson-4.1.md
        number: 4.1
        title: "压力光谱——用大厂 PUA 话术驱动 AI"
        short_title: "压力光谱"
        supplementary: true
        topics:
          - pua-pressure-spectrum
          - three-red-lines
          - 13-pua-flavors
          - pressure-level-selection
          - pua-skills-plugin
          - agency-activation
          - anthropic-emotion-research

      - id: lesson-5
        file: lesson-5.md
        number: 5
        title: "CLAUDE.md：上下文治理的入口"
        short_title: "CLAUDE.md"
        topics:
          - claude-md
          - context-governance-entry
          - file-hierarchy
          - six-section-template
          - llm-wiki-metaphor
          - memory-md
          - auto-memory

      - id: lesson-5.1
        file: lesson-5.1.md
        number: 5.1
        title: "上下文治理分层：Memory、Rules 与 AGENTS.md"
        short_title: "上下文治理分层"
        supplementary: true
        topics:
          - context-governance-layers
          - agents-md
          - memory-boundaries
          - rules-paths
          - fact-source-principle
          - llm-wiki-directory-map
          - progressive-context-disclosure

      - id: lesson-5.2
        file: lesson-5.2.md
        number: 5.2
        title: "持久上下文运维：CLAUDE.md 与 Auto Memory 故障排查"
        short_title: "持久上下文运维"
        supplementary: true
        topics:
          - claude-md-load-order
          - claude-local-md
          - claude-md-imports
          - claude-md-excludes
          - managed-claude-md
          - auto-memory-storage
          - auto-memory-troubleshooting
          - instructions-loaded-hook

      - id: lesson-6
        file: lesson-6.md
        number: 6
        title: "命令与技能系统"
        short_title: "命令与技能"
        topics:
          - commands-system
          - skills-system
          - skill-md-format
          - context-budget
          - 48-commands-overview

      - id: lesson-6.1
        file: lesson-6.1.md
        number: 6.1
        title: "Skill 深度：新一代交互式软件"
        short_title: "Skill 深度"
        supplementary: true
        topics:
          - skill-delivery-form
          - progressive-disclosure
          - skill-creation-6steps
          - skill-gotchas-section
          - triggerability-test
          - reproducibility-test
          - skill-design-philosophy
          - model-inertia
          - minimal-complete-toolset
          - inert-knowledge-activation

      - id: lesson-6.2
        file: lesson-6.2.md
        number: 6.2
        title: "Skill 链式调用——Agent Loop 驱动的即时注入"
        short_title: "Skill 链式调用"
        supplementary: true
        topics:
          - skill-chain-mechanism
          - skill-just-in-time-invocation
          - agent-loop-driven-skill-execution
          - skill-as-instruction-template
          - composable-skill-design
          - skill-chain-vs-agent-teams

      - id: lesson-7
        file: lesson-7.md
        number: 7
        title: "代理系统：你的 AI 专家团"
        short_title: "代理系统"
        topics:
          - subagent-mechanism
          - builtin-subagents
          - custom-agents-18
          - agent-vs-skill
          - subagent-context-goal
          - iterative-retrieval
          - subagent-prompt-bias

      - id: lesson-7.1
        file: lesson-7.1.md
        number: 7.1
        title: "Agent Teams——多 Claude 协作团队"
        short_title: "Agent Teams"
        supplementary: true
        topics:
          - agent-teams
          - lead-teammates
          - iterm2-integration
          - multi-role-discussion
          - party-mode-vs-teams

      - id: lesson-7.2
        file: lesson-7.2.md
        number: 7.2
        title: "Agent View——大屏遥控你的 AI 团队"
        short_title: "Agent View"
        supplementary: true
        topics:
          - agent-view
          - background-sessions
          - claude-agents-command
          - bg-command
          - agent-view-dispatch
          - agent-view-supervisor
          - automatic-worktree-isolation
          - peek-attach-workflow
          - agent-view-vs-subagents-teams
          - agent-view-limitations

      - id: lesson-8
        file: lesson-8.md
        number: 8
        title: "Hooks 与 Rules：自动化守护"
        short_title: "Hooks 与 Rules"
        topics:
          - hooks-system
          - rules-system
          - five-event-types
          - exit-code-mechanism
          - env-file-block-hook
          - 21-hooks
          - 44-rules
          - memory-persistence-hooks

      - id: lesson-9
        file: lesson-9.md
        number: 9
        title: "环境搭建：安装与验证"
        short_title: "环境搭建"
        topics:
          - installation
          - directory-structure
          - three-usage-modes
          - role-based-install
          - verification-checklist
          - dynamic-system-prompt
          - env-var-optimization
          - no-flicker-mode
          - attribution-header-cache
          - api-proxy-config

      - id: lesson-9.1
        file: lesson-9.1.md
        number: 9.1
        title: "环境变量完全手册"
        short_title: "环境变量手册"
        supplementary: true
        topics:
          - configuring-env-two-methods
          - non-anthropic-model-compat-env
          - model-selection-routing-env
          - network-proxy-env-vars
          - network-stability-env-vars
          - effort-level-thinking-env
          - context-compression-env
          - auto-compact-window-env
          - gpt55-reverse-proxy-context-tuning
          - behavior-switches-env
          - mcp-bash-debug-env
          - env-var-complete-catalog
          - disable-telemetry
          - env-scenario-templates
          - env-config-plugin-install
          - agent-plugins-marketplace

      - id: lesson-10
        file: lesson-10.md
        number: 10
        title: "综合实战：为 cc4pm 构思新功能"
        short_title: "综合实战"
        topics:
          - plan-mode
          - hands-on-exercise
          - subagent-verification
          - session-save

  - id: stage-2
    title: "产品主理人核心能力"
    subtitle: "BMM + CIS"
    lessons:
      - id: lesson-1
        file: lesson-1.md
        number: 11
        title: "头脑风暴：36种创意技巧生成100+想法"
        short_title: "头脑风暴"
        topics:
          - cis-overview
          - carson-agent
          - 36-creative-techniques
          - scamper
          - six-thinking-hats
          - first-principles
          - what-if
          - analogy-thinking

      - id: lesson-2
        file: lesson-2.md
        number: 12
        title: "创新策略：蓝海分析与商业模式设计"
        short_title: "创新策略"
        topics:
          - victor-agent
          - 30-innovation-frameworks
          - jtbd
          - blue-ocean-strategy
          - business-model-canvas
          - cis-to-bmm-bridge

      - id: lesson-2.1
        file: lesson-2.1.md
        number: 12.1
        title: "BMad 完整工作流：四个阶段与三条轨道"
        short_title: "BMad 工作流全景"
        supplementary: true
        topics:
          - bmad-four-phases
          - bmad-planning-tracks
          - bmad-help-skill
          - bmad-fresh-chats
          - bmad-project-context
          - prfaq-workflow
          - bmad-quick-dev
          - bmad-output-structure
          - bmad-build-cycle

      - id: lesson-3
        file: lesson-3.md
        number: 13
        title: "市场研究与领域分析"
        short_title: "市场研究"
        topics:
          - mary-agent
          - market-research
          - domain-research
          - technical-research
          - porter-five-forces
          - competitive-benchmarking
          - opportunity-matrix

      - id: lesson-3.1
        file: lesson-3.1.md
        number: 13.1
        title: "网站情报工具——竞品分析的实战利器"
        short_title: "网站情报工具"
        supplementary: true
        topics:
          - website-traffic-analysis
          - seo-audit
          - tech-stack-detection
          - adsense-detection
          - website-intelligence-tools
          - whatstheweb-extension
          - competitive-scan-workflow

      - id: lesson-4
        file: lesson-4.md
        number: 14
        title: "PRD 创建：AI 辅助的需求文档"
        short_title: "PRD 创建"
        topics:
          - john-agent
          - prd-creation
          - prd-validation
          - prd-editing
          - prd-template

      - id: lesson-5
        file: lesson-5.md
        number: 15
        title: "需求拆解：从 PRD 到 Epics 和 Stories"
        short_title: "需求拆解"
        topics:
          - epic-vs-story
          - create-epics
          - bdd-format
          - implementation-readiness

      - id: lesson-6
        file: lesson-6.md
        number: 16
        title: "冲刺规划与进度追踪"
        short_title: "冲刺规划"
        topics:
          - bob-agent
          - sprint-planning
          - sprint-status
          - story-execution

      - id: lesson-6.1
        file: lesson-6.1.md
        number: 16.1
        title: "路线纠正与 Epic 回顾"
        short_title: "路线纠正与回顾"
        supplementary: true
        topics:
          - course-correction
          - epic-retrospective
          - sprint-change-proposal
          - party-mode-retrospective
          - pm-execution-role

  - id: stage-3
    title: "网页设计系统"
    subtitle: "WDS"
    lessons:
      - id: lesson-1
        file: lesson-1.md
        number: 17
        title: "WDS 概览：从用户心理到设计规范"
        short_title: "WDS 概览"
        topics:
          - wds-overview
          - wds-8-phases
          - saga-agent
          - freya-agent
          - alignment-signoff
          - product-brief
          - trigger-mapping-intro
          - design-system-intro

      - id: lesson-1.1
        file: lesson-1.1.md
        number: 17.1
        title: "UI 设计词典——108 个界面模式速查"
        short_title: "UI 设计词典"
        supplementary: true
        topics:
          - ui-navigation-patterns
          - ui-layout-patterns
          - ui-form-patterns
          - ui-data-display-patterns
          - ui-feedback-patterns
          - ui-content-patterns
          - ui-action-patterns
          - ui-mobile-patterns
          - ui-social-patterns
          - ui-onboarding-patterns
          - ui-media-patterns
          - ui-commerce-patterns
          - ui-advanced-patterns
          - ui-auth-patterns
          - ui-error-patterns

      - id: lesson-1.2
        file: lesson-1.2.md
        number: 17.2
        title: "AI 原型实验室——从场景到交互式 HTML"
        short_title: "AI 原型实验室"
        supplementary: true
        topics:
          - design-agent-workflow
          - html-prototyping
          - react-babel-inline
          - prototype-persistence
          - design-questions-ui
          - junior-designer-workflow
          - playwright-design-verification
          - html-to-pptx

      - id: lesson-1.3
        file: lesson-1.3.md
        number: 17.3
        title: "设计系统搭建——从 Tokens 到组件封装"
        short_title: "设计系统搭建"
        supplementary: true
        topics:
          - design-tokens
          - shadcn-ui-tailwind
          - ui-framework-comparison
          - tailwind-default-theme
          - tailwind-customization
          - component-classification
          - invisible-components
          - component-encapsulation-principles

      - id: lesson-1.4
        file: lesson-1.4.md
        number: 17.4
        title: "排版美学——从网格极简到杂志之场"
        short_title: "排版美学"
        supplementary: true
        topics:
          - swiss-typography
          - editorial-minimalism
          - neo-brutalism
          - maximalism
          - japanese-ma
          - style-to-prompt
          - style-token-mapping
          - typographic-decision-tree
          - anti-ai-slop

      - id: lesson-1.5
        file: lesson-1.5.md
        number: 17.5
        title: "风格识别——13 种网页设计风格速查"
        short_title: "风格识别"
        supplementary: true
        topics:
          - web-design-style-history
          - style-identification-4step
          - style-spectrum
          - style-recognition-card
          - bento-grid
          - brutalism
          - glassmorphism
          - ai-native-interface

      - id: lesson-1.6
        file: lesson-1.6.md
        number: 17.6
        title: "风格溯源——从美术运动到像素的演化之路"
        short_title: "风格溯源"
        supplementary: true
        topics:
          - art-history-influence-modes
          - bauhaus-philosophy
          - impressionism-web-design
          - cubism-visual-borrowing
          - style-evolution-patterns
          - art-to-web-conversion-framework

      - id: lesson-1.7
        file: lesson-1.7.md
        number: 17.7
        title: "风格落地——跨平台设计的选择与实现"
        short_title: "风格落地"
        supplementary: true
        topics:
          - mobile-vs-web-differences
          - ios-hig-vs-material-design
          - mobile-unique-patterns
          - style-selection-decision-tree
          - style-to-ai-prompt-template
          - cross-platform-design-strategy

      - id: lesson-1.8
        file: lesson-1.8.md
        number: 17.8
        title: "品牌资产协议与设计交付——从品牌色到动画成片"
        short_title: "品牌资产与设计交付"
        supplementary: true
        topics:
          - brand-asset-protocol
          - design-direction-consultant
          - five-dimension-review
          - motion-design-engine
          - tweaks-variants
          - infographic-design

      - id: lesson-1.9
        file: lesson-1.9.md
        number: 17.9
        title: "AI 品牌视觉趋势——14 种视觉信号与 5 个品牌原型"
        short_title: "AI 品牌视觉趋势"
        supplementary: true
        topics:
          - ai-brand-visual-trends
          - 14-ai-visual-signals
          - ai-brand-archetypes
          - visual-trend-decision
          - off-white-organic-gradients
          - digital-impressionism-lomo
          - technical-illustrations-generative-art
          - brand-signal-mapping

      - id: lesson-2
        file: lesson-2.md
        number: 18
        title: "Trigger Map：用户心理→功能映射"
        short_title: "Trigger Map"
        topics:
          - trigger-map
          - four-layer-structure
          - what-why-when-pattern
          - four-workshops
          - feature-impact-analysis
          - trigger-map-validation

      - id: lesson-3
        file: lesson-3.md
        number: 19
        title: "UX 场景与用户旅程设计"
        short_title: "UX 场景"
        topics:
          - scenario-outline
          - 8-scenario-components
          - 9-step-workflow
          - trigger-to-scenario
          - scenario-validation

      - id: lesson-4
        file: lesson-4.md
        number: 20
        title: "故事讲述：产品叙事与演示"
        short_title: "故事讲述"
        topics:
          - sophia-agent
          - caravaggio-agent
          - mirror-neurons
          - story-stickiness
          - 10-step-story-workflow
          - ux-scenario-to-story

      - id: lesson-4.1
        file: lesson-4.1.md
        number: 20.1
        title: "26 个故事框架——从启蒙到冲突的完整工具箱"
        short_title: "故事框架"
        supplementary: true
        topics:
          - 26-story-frameworks
          - awakening-stories
          - transformation-stories
          - connection-stories
          - learning-stories
          - inspiration-stories
          - conflict-stories
          - framework-selection

      - id: lesson-4.2
        file: lesson-4.2.md
        number: 20.2
        title: "7 种产品演示类型——从概念演示到交互工作坊"
        short_title: "产品演示类型"
        supplementary: true
        topics:
          - seven-demo-types
          - concept-demo
          - feature-demo
          - scenario-demo
          - comparison-demo
          - user-success-demo
          - technical-demo
          - workshop-demo
          - demo-selection-guide

  - id: stage-4
    title: "工程工具链"
    lessons:
      - id: lesson-1
        file: lesson-1.md
        number: 21
        title: "工程协作概览：产品主理人的交付引擎"
        short_title: "工程协作概览"
        topics:
          - plan-command
          - 18-agents-overview
          - model-selection-logic
          - plan-test-dev-review
          - github-actions-cicd
          - github-actions-workflow-yaml
          - deploy-check-script

      - id: lesson-2
        file: lesson-2.md
        number: 22
        title: "测试与代码审查：质量保障三板斧"
        short_title: "测试与审查"
        topics:
          - tdd-command
          - e2e-command
          - code-review-command
          - build-fix-command
          - red-green-refactor
          - coverage-standards
          - verification-loops
          - pass-at-k
          - docs-first-test-first
          - knowledge-engineering
          - ai-era-human-role

      - id: lesson-2.1
        file: lesson-22.1.md
        number: 22.1
        title: "Eval-Driven Development (EDD)——量化 AI 的表现"
        short_title: "EDD 实战"
        supplementary: true
        topics:
          - eval-driven-development
          - pass-at-k-metrics
          - generator-evaluator-split
          - capability-vs-regression-evals
          - code-vs-model-graders
          - model-grader-randomness
          - model-grader-homogeneity
          - false-convergence-illusion
          - agent-eval-agent-pitfalls

      - id: lesson-2.2
        file: lesson-22.2.md
        number: 22.2
        title: "视觉校验——让 AI 拥有“眼睛”"
        short_title: "视觉校验"
        supplementary: true
        topics:
          - design-verification
          - fork-verifier-agent
          - mentioned-element-feedback
          - screen-labeling

      - id: lesson-2.3
        file: lesson-22.3.md
        number: 22.3
        title: "六大编码原则——驯服 AI 代码的魔法词"
        short_title: "编码原则"
        supplementary: true
        topics:
          - brief-principle
          - kiss-principle
          - yagni-principle
          - dry-principle
          - spot-principle
          - solid-principles
          - ai-code-review-principles

      - id: lesson-2.4
        file: lesson-22.4.md
        number: 22.4
        title: "TDD Prompt 模板——从需求到代码的结构化桥梁"
        short_title: "TDD Prompt 模板"
        supplementary: true
        topics:
          - tdd-prompt-templates
          - requirement-to-test-scenarios
          - test-detail-refinement
          - human-review-gate
          - three-stage-tdd-pipeline
          - knowledge-engineering-tdd

      - id: lesson-2.5
        file: lesson-22.5.md
        number: 22.5
        title: "无人评测架构——消灭判断，只留验证"
        short_title: "无人评测架构"
        supplementary: true
        topics:
          - judgment-to-verification
          - claim-extract-verify-pattern
          - adversarial-attack-eval
          - cross-model-disagreement
          - reference-corpus-anchoring
          - hallucination-aware-pipeline

      - id: lesson-2.6
        file: lesson-22.6.md
        number: 22.6
        title: "AI 编程即训练模型——心智模型的根本切换"
        short_title: "AI 编程即训练"
        supplementary: true
        topics:
          - coding-as-training-model
          - requirements-as-loss-function
          - tests-as-validation-set
          - agent-as-model-architecture
          - iterations-as-training-steps
          - codebase-as-weights
          - reward-hacking-in-coding
          - overfitting-data-leakage-drift-in-coding
          - goodharts-law-coding
          - keras-of-ai-coding
          - programmer-to-ml-engineer-shift

      - id: lesson-2.7
        file: lesson-22.7.md
        number: 22.7
        title: "超级甲方——AI 时代的人类角色升级"
        short_title: "超级甲方"
        supplementary: true
        topics:
          - super-client-mindset
          - ai-as-super-contractor
          - problem-definition-brief
          - motivation-inquiry
          - tradeoff-explicitness
          - acceptance-rubric
          - responsibility-closure
          - sounding-board-collaboration
          - ai-creative-diversity-risk
          - role-migration-metrics

      - id: lesson-3
        file: lesson-3.md
        number: 23
        title: "自动化工作流：Hooks、Rules 和质量门禁"
        short_title: "自动化工作流"
        max_lines: 480
        topics:
          - hooks-deep-dive
          - hook-triggers-6
          - hook-exit-codes
          - hook-profiles
          - hook-feedback-loops
          - rules-layered-architecture
          - quality-gate
          - three-layer-automation

      - id: lesson-3.1
        file: lesson-3.1.md
        number: 23.1
        title: "Harness 设计哲学：来自 Anthropic 工程团队的实战经验"
        short_title: "Harness 设计哲学"
        supplementary: true
        topics:
          - harness-engineering-philosophy
          - generator-evaluator-pattern
          - context-anxiety
          - context-reset-vs-compaction
          - sprint-contracts
          - task-completion-clarity
          - harness-evolution
          - harness-cost-data
          - evaluator-value-boundary
          - criteria-shape-outputs

      - id: lesson-3.2
        file: lesson-3.2.md
        number: 23.2
        title: "Harness 实操：循环模式、编排与审计"
        short_title: "Harness 实操"
        supplementary: true
        topics:
          - continuous-agent-loop
          - loop-patterns-4
          - relay-running
          - shared-task-notes
          - harness-audit-scorecard
          - harness-optimizer
          - orchestrate-command
          - stall-detection-recovery
          - cost-control-limits
          - de-sloppify-pattern

      - id: lesson-3.3
        file: lesson-3.3.md
        number: 23.3
        title: "实战案例：HelixVerify 的 114 次自举迭代"
        short_title: "实战案例"
        supplementary: true
        topics:
          - agent-bootstrapping
          - hybrid-verification-engine
          - e2e-for-agents
          - verify-bench
          - badcase-auto-diagnosis
          - tp-adversarial-validation
          - staircase-validation
          - loop-infrastructure

      - id: lesson-3.4
        file: lesson-3.4.md
        number: 23.4
        title: "架构演进：解耦大脑、双手与会话"
        short_title: "架构演进"
        supplementary: true
        topics:
          - agent-architecture-decoupling
          - brain-hands-session-abstraction
          - cattle-vs-pets-agent
          - token-isolation-security
          - session-log-as-context
          - lazy-provisioning-ttft

      - id: lesson-3.5
        file: lesson-23.5.md
        number: 23.5
        title: "ccc 实战：国产大模型切换与严格 Supervisor 模式"
        short_title: "ccc 实战"
        supplementary: true
        topics:
          - ccc-supervisor-mode
          - ccc-fork-evaluation
          - ccc-provider-switching
          - kimi-glm-integration
          - ccc-patch-claude

      - id: lesson-3.6
        file: lesson-23.6.md
        number: 23.6
        title: "CLIProxyAPI 实战：用 Gemini 免费额度驱动 Claude Code"
        short_title: "CLIProxyAPI 实战"
        supplementary: true
        topics:
          - cliproxyapi
          - gemini-oauth-free-tier
          - api-proxy-config
          - multi-account-rotation
          - token-cost-optimization
          - provider-switching

      - id: lesson-3.7
        file: lesson-23.7.md
        number: 23.7
        title: "Goal 模式——给 Claude 一个可验收的终点"
        short_title: "Goal 模式"
        supplementary: true
        topics:
          - goal-command
          - completion-condition
          - goal-vs-loop-stop-hook
          - loop-command
          - schedule-command
          - timed-agent-automation
          - measurable-goal-writing
          - goal-evaluator
          - goal-status-clear-resume
          - non-interactive-goal
          - hooks-requirements

  - id: stage-5
    title: "高级应用与持续优化"
    lessons:
      - id: lesson-1
        file: lesson-1.md
        number: 24
        title: "高级特性：MCP 集成与持续学习"
        short_title: "高级特性"
        topics:
          - mcp-servers
          - learn-command
          - skill-create-command
          - continuous-learning

      - id: lesson-1.1
        file: lesson-1.1.md
        number: 24.1
        title: "MCP 生态与文档工具"
        short_title: "MCP 生态"
        supplementary: true
        topics:
          - mcp-three-tiers
          - mcp-permission-auto-approve
          - agent-web-strategy
          - web-access-skill
          - site-experience-accumulation
          - context7-mcp
          - grep-mcp

      - id: lesson-1.2
        file: lesson-1.2.md
        number: 24.2
        title: "插件架构与 SDK"
        short_title: "插件与 SDK"
        supplementary: true
        topics:
          - plugins-system
          - plugin-marketplace
          - official-plugin-repo
          - plugin-structure-standard
          - internal-vs-external-plugins
          - plugin-discover-browse
          - skill-creator-official
          - plugin-security-trust
          - mgrep
          - claude-code-sdk

      - id: lesson-1.3
        file: lesson-1.3.md
        number: 24.3
        title: "Karpathy's LLM Wiki——知识编译与 Agentic 知识库"
        short_title: "LLM Wiki"
        supplementary: true
        topics:
          - llm-wiki
          - claude-md-as-wiki-entry
          - knowledge-compilation
          - agentic-knowledge-management
          - knowledge-ingest-query-inspect
          - obsidain-as-ide
          - qmd-local-rag
          - qmd-mcp-integration

      - id: lesson-1.4
        file: lesson-1.4.md
        number: 24.4
        title: "Next AI Draw.io：AI 驱动的架构绘图专家"
        short_title: "AI 绘图 (Draw.io)"
        supplementary: true
        topics:
          - next-ai-drawio
          - ai-diagramming
          - drawio-mcp
          - visual-architecture

      - id: lesson-1.5
        file: lesson-1.5.md
        number: 24.5
        title: "graphify——用知识图谱秒懂任意知识库"
        short_title: "graphify 知识图谱"
        supplementary: true
        topics:
          - graphify-skill
          - knowledge-graph-from-codebase
          - god-nodes
          - token-efficiency-benchmark
          - multimodal-corpus-ingestion
          - design-rationale-extraction
          - graphify-hook-integration
          - graph-query-cli
          - confidence-scores-inferred
          - leiden-community-detection

      - id: lesson-1.6
        file: lesson-1.6.md
        number: 24.6
        title: "cc-connect 实战：通过微信远程控制 Claude Code"
        short_title: "微信远程控制 CC"
        supplementary: true
        topics:
          - cc-connect
          - ilink-protocol
          - wechat-bot-gateway
          - remote-claude-control
          - subprocess-jsonl
          - daemon-mode
          - cron-scheduling
          - provider-env-config
          - weixin-setup
          - multi-platform-bridge

      - id: lesson-1.7
        file: lesson-1.7.md
        number: 24.7
        title: "微信读书 Skill——把读过的书变成 AI 的私人语料库"
        short_title: "微信读书 Skill"
        supplementary: true
        topics:
          - weread-skill
          - weread-api-gateway
          - skill-version-handshake
          - personal-corpus-as-rag
          - crowd-highlight-wisdom
          - weread-graphify-pipeline
          - deep-link-schema
          - bookid-resolution-flow

      - id: lesson-1.8
        file: lesson-1.8.md
        number: 24.8
        title: "OpenAI 生图 Skill——从提示词到本地 PNG"
        short_title: "OpenAI 生图 Skill"
        supplementary: true
        topics:
          - openai-image-skill
          - openai-compatible-image-generation
          - provider-memory
          - image-generation-orchestration
          - ppt-image-batch-generation
          - lovstudio-any2deck
          - deck-generation-workflow
          - slide-image-orchestration
          - base64-image-output
          - codex-image-oauth
          - local-image-output-verification

      - id: lesson-2
        file: lesson-2.md
        number: 25
        title: "完整项目实战：从零到发布"
        short_title: "完整项目实战"
        topics:
          - full-workflow
          - key-handoff-points
          - project-launch-checklist
          - agent-collaboration-panorama
          - dual-instance-bootstrap

      - id: lesson-2.1
        file: lesson-2.1.md
        number: 25.1
        title: "开发者工作流：从 Issue 到 PR 的完整闭环"
        short_title: "Issue→PR 工作流"
        supplementary: true
        topics:
          - issue-driven-workflow
          - multi-workspace-claude
          - unrestricted-mode
          - external-ai-review
          - pr-feedback-loop
          - command-abstraction

      - id: lesson-3
        file: lesson-3.md
        number: 26
        title: "课程总结：你的 AI 产品主理人工具箱"
        short_title: "课程总结"
        topics:
          - knowledge-map
          - command-cheatsheet
          - abbreviation-reference
          - learning-path
          - course-finale