pengxiao
219232de74
以讲义内容为骨架迁移到标准目录格式： - officefile/ 主内容（12章 + 附录 + CC4SI补充） - dofile/ 代码示例（11个Python脚本） - data/ 图片资源 - output/ 生成输出（忽略） - Archive/ 归档旧目录（忽略） - .claude/skills/ 保留markdown-to-docx工具链 - .pandoc/ 保留CSL和本地化配置 Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
120 lines
5.5 KiB
Markdown
120 lines
5.5 KiB
Markdown
# CLAUDE.md
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This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
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## Project Overview
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This is **设计人工智能：基础与应用** — a textbook project for design AI education. The book covers AI fundamentals (principles, perception, generation, agents) and their applications across design domains (digital media, industrial design, environmental design, urban planning).
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A supplementary volume, **CC4SI (Claude Code for Spatial Intelligence)**, is preserved in `officefile/supplements/` and focuses on spatial intelligence and autonomous design using Claude Code.
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**Key Characteristics:**
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- Educational content organized as a book with 12 chapters + 9 appendices
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- Mixed Chinese/English documentation and code
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- Git-based workflow with Obsidian integration for content editing
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- Pandoc-based export to Word (DOCX) with publisher template
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- Standard research project directory structure
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## Directory Structure
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```
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2026_DesignAI/
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├── data/ # Data and resources
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│ ├── pics/ # Book illustrations
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│ └── references/ # Bibliography data
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├── dofile/ # Code and scripts
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│ └── examples/ # Python code examples
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│ ├── 00-introduction/ # Setup first assistant
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│ ├── 01-foundations/ # State machines, modularity, etc.
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│ └── 02-spatial-intelligence/ # Spatial analysis examples
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├── officefile/ # Main book content
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│ ├── 00-frontmatter/ # 自序 (Preface), 目录 (TOC)
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│ ├── 01-introduction/ # Ch1: AI development history
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│ ├── 02-framework/ # Ch2: AI theoretical framework
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│ ├── 03-1d-sequence/ # Ch3: Sequence & text (RNN→LLM)
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│ ├── 04-2d-vision/ # Ch4: Images & vision (CNN)
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│ ├── 05-3d-spatial/ # Ch5: Spatial & 3D (PointNet)
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│ ├── 06-reinforcement/ # Ch6: Reinforcement learning
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│ ├── 07-generative-ai/ # Ch7: Generative AI (Diffusion)
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│ ├── 08-agent/ # Ch8: AI Agent
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│ ├── 09-digital-media/ # Ch9: Digital media design
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│ ├── 10-industrial-design/ # Ch10: Industrial design
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│ ├── 11-environmental-landscape/ # Ch11: Environmental & landscape
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│ ├── 12-urban-ecology/ # Ch12: Urban & ecological planning
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│ ├── appendix/ # Appendices 1-9
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│ └── supplements/ # CC4SI supplementary material
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│ ├── 00-05/ # Spatial intelligence chapters
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│ └── appendix/ # Academic writing workflow
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├── output/ # Generated outputs
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│ └── docx/ # Word exports
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├── Archive/ # Archived original directories
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├── .claude/skills/markdown-to-docx/ # DOCX conversion skill
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├── .pandoc/ # Pandoc config (CSL, Zotero JSON)
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└── .obsidian/ # Obsidian vault configuration
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```
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## Book Structure
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### Upper Volume: Principles & Technology
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| Chapter | Topic | Lines | Status |
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|---------|-------|-------|--------|
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| 01 | AI development history & paradigm evolution | 367 | Complete |
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| 02 | Theoretical framework (functional perspective, MLP) | 897 | Complete |
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| 03 | 1D data: Sequence & text (RNN → LLM) | 1595 | Complete |
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| 04 | 2D data: Images & vision (CNN → ViT) | 867 | Complete |
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| 05 | 3D data: Spatial & 3D (PointNet → Spatial AI) | 1421 | Complete |
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| 06 | Reinforcement learning (Q-Learning → RLHF) | 896 | Complete |
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| 07 | Generative AI (VAE/GAN → Diffusion) | 496 | Complete |
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| 08 | AI Agent (rules → LLM Agent) | 581 | Complete |
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### Lower Volume: Design Applications
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| Chapter | Topic | Lines | Status |
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|---------|-------|-------|--------|
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| 09 | Digital media design | 161 | Thin |
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| 10 | Industrial & product design | 145 | Thin |
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| 11 | Environmental & landscape design | 153 | Thin |
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| 12 | Urban & ecological planning | 317 | Moderate |
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### Appendices
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9 appendices covering programming basics, Vibe Coding, academic writing, web tools, references, glossary, and tips.
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## Working with This Repository
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### For Content Editing
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- Edit `.md` files in `officefile/` — they are the book source
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- Use Obsidian for rich editing (vault at project root)
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- Git commits follow conventional format: `docs(ch01): description`
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### For DOCX Export
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- Use the `markdown-to-docx` skill in `.claude/skills/`
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- Publisher template: `machinery-industry-press-writing-template.dotx`
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- Output goes to `output/docx/`
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### For Python Examples
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- Examples in `dofile/examples/` are self-contained
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- Run directly: `python dofile/examples/01-foundations/state_machine.py`
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- No global test suite — verify examples individually
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## Language Considerations
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- **Documentation**: Primarily Chinese with English technical terms
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- **Code**: Variable names and comments in English
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- **File names**: Mix of Chinese and English — use proper encoding
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## Commit Convention
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```
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<type>(<scope>): <subject>
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Types: feat, fix, docs, style, refactor, chore
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Scopes: ch01-ch12, appendix, supplements, examples
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Examples:
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- docs(ch03): 补充 Transformer 注意力机制详解
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- feat(examples): 新增空间推理示例
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- fix(ch05): 修正 PointNet 结构描述
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```
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