chemark/ai-agent-book

类库 › ai-agent-book

chemark/ai-agent-book

一本关于AI Agent设计原理与工程实践的开源书籍，基于“Agent=LLM+上下文+工具”核心公式。涵盖从基础、上下文工程到多Agent协作的十章内容，提供92个配套Python实验代码，旨在帮助读者深入理解并实战构建AI Agent系统。

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chapter1/context python

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chapter10/book-translation python

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chapter10/multi-role-transfer python

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chapter2/agent-skills-ppt python

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openai python-dotenv python-pptx

chapter2/attention_visualization/frontend javascript

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Next.js 14.0.4 React ^18.2.0

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clsx ^2.0.0 d3 ^7.8.5 react-dom ^18.2.0 recharts ^2.10.4 tailwind-merge ^2.2.0

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@types/d3 ^7.4.3 @types/node ^20 @types/react ^18 @types/react-dom ^18 autoprefixer ^10.0.1 eslint-config-next 14.0.4 postcss ^8 typescript ^5

chapter2/attention_visualization python

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chapter2/context-compression python

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chapter2/kv-cache python

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chapter2/local_llm_serving python

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chapter2/system-hint python

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chapter3/contextual-retrieval python

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NumPy Pydantic openai python-dotenv rank-bm25 scikit-learn tiktoken

chapter3/dense-embedding python

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FlagEmbedding NumPy Pydantic annoy colorlog hnswlib python-dotenv python-multipart sentencepiece torch transformers uvicorn

chapter3/mem0 python

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NumPy Pandas Pydantic chromadb click httpx mem0ai openai pytest-asyncio python-dotenv qdrant-client rich scikit-learn tenacity tqdm typer

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chapter3/multimodal-agent python

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aiofiles google-genai httpx matplotlib mistralai openai pytest-asyncio pytest-mock python-dotenv python-magic reportlab

chapter3/retrieval-pipeline python

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chapter3/structured-index python

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NumPy Pandas Pydantic aiofiles azure-search-documents azure-storage-blob beautifulsoup4 faiss-cpu graphrag httpx loguru lxml markdown networkx openai pdfplumber pyarrow pypdf pytest-asyncio python-dotenv pyyaml raptor-rag rich scikit-learn sentence-transformers tabulate tiktoken tqdm transformers umap-learn uvicorn

chapter3/structured-knowledge-extraction python

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chapter3/user-memory-evaluation python

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chapter3/user-memory python

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mcp openai python-dotenv uvicorn

chapter4/async-agent python

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chapter4/collaboration-tools python

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chapter4/execution-tools python

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chapter5/conversational-ui/frontend javascript

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@slidev/cli ^0.49.29 @slidev/theme-default ^0.25.0 Pillow matplotlib openai playwright-chromium ^1.44.0 python-dotenv typescript ^5.9.3

chapter5/paper-to-video python

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chapter5/small-model-codified-rules python

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chapter5/video-edit python

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chapter6/agent-cost-analysis python

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chapter6/public-health-reporting-eval python

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chapter7/MultilingualReasoning python

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accelerate bitsandbytes datasets huggingface-hub peft torch trackio transformers trl

chapter7/continued-pretraining python

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accelerate bitsandbytes datasets scipy torch transformers unsloth wandb

chapter7/cot-distillation python

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openai

chapter7/orpheus python

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accelerate bitsandbytes cut_cross_entropy datasets hf_transfer huggingface_hub librosa peft protobuf sentencepiece snac soundfile torch torchaudio transformers triton trl unsloth unsloth_zoo xformers

chapter7/sesame python

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accelerate bitsandbytes cut_cross_entropy datasets hf_transfer huggingface_hub peft protobuf sentencepiece soundfile torch torchcodec tqdm transformers triton trl unsloth unsloth_zoo

chapter8/browser-use-rpa python

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Playwright

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Pillow Pydantic aiofiles anthropic asyncio-atexit browser-use colorlog google-generativeai openai playwright-stealth python-dotenv uuid-extensions

chapter8/gaia-experience/AWorld/aworld/cmd/web/webui javascript

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React ^18.2.0

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Vite ^6.3.5

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Less ^4.3.0

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ESLint ^9.25.0

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@ant-design/x ^1.4.0 @xyflow/react ^12.8.1 antd ^5.26.0 antd-style ^3.7.1 dagre ^0.8.5 mermaid ^11.7.0 react-dom ^18.2.0 react-markdown ^10.1.0 react-router-dom ^6.30.1 uuid ^11.1.0

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@eslint/js ^9.25.0 @types/dagre ^0.7.53 @types/node ^24.0.4 @types/react ^18.2.0 @types/react-dom ^18.2.0 @vitejs/plugin-react ^4.4.1 eslint-plugin-react-hooks ^5.2.0 eslint-plugin-react-refresh ^0.4.19 globals ^16.0.0 typescript ~5.8.3 typescript-eslint ^8.30.1

chapter8/gaia-experience/AWorld/aworld python

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chapter8/gaia-experience/AWorld/aworlddistributed python

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chapter8/gaia-experience python

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pytest

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-e NumPy anthropic black colorama faiss-cpu flake8 jsonlines openai pytest-asyncio python-dotenv pyyaml sentence-transformers tabulate tiktoken tqdm

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openai python-dotenv

chapter8/prompt-distillation python

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NumPy accelerate datasets peft torch tqdm transformers trl vllm wandb

chapter8/self-evolution-eval python

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openai python-dotenv

chapter8/self-evolving-tools python

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beautifulsoup4 openai python-dotenv

chapter9/controllable-tts python

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openai python-dotenv

chapter9/end-to-end-speech python

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openai python-dotenv

chapter9/live-audio/backend javascript

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Mocha ^10.2.0

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Axios ^1.7.5

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emoji-regex ^10.4.0 express ^4.21.1 fluent-ffmpeg ^2.1.3 form-data ^4.0.0 franc ^6.2.0 node-wav ^0.0.2 onnxruntime-node ^1.22.0-rev wav ^1.0.2 ws ^8.18.0

chapter9/live-audio/frontend javascript

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Next.js 13.3.0 React 18.2.0

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Tailwind CSS ^3.3.1

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ESLint 9.30.1

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@radix-ui/react-slot ^1.0.2 @types/node 18.15.11 @types/react 18.0.33 @types/react-dom 18.0.11 class-variance-authority ^0.6.0 clsx ^1.2.1 lucide-react ^0.130.1 react-dom 18.2.0 react-markdown ^9.0.1 react-syntax-highlighter ^15.6.1 remark-gfm ^4.0.0 tailwind-merge ^1.10.0 tailwindcss-animate ^1.0.5 typescript 5.0.4 web-audio-resampler ^1.0.1

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@tailwindcss/typography ^0.5.15 autoprefixer ^10.4.14 cross-env ^7.0.3 eslint-config-next 15.3.5 postcss ^8.4.21

chapter9/phone-agent python

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openai python-dotenv

chapter9/streaming-speech python

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openai python-dotenv