resources.yaml

resources:
  # ── Python & 数学基础 ──────────────────────────────────────────────────────
  - id: r001
    title: "Python for Everybody (Dr. Chuck)"
    url: "https://www.py4e.com"
    type: course
    topics: [python, fundamentals]
    domain: [general]
    level: beginner
    duration_hours: 20
    description: "零基础入门Python，交互式练习"
    language: en
    free: true
    focus: foundational
    priority: supplementary

  - id: r002
    title: "Python 官方教程（中文版）"
    url: "https://docs.python.org/zh-cn/3/tutorial/"
    type: article
    topics: [python, fundamentals]
    domain: [general]
    level: beginner
    duration_hours: 8
    description: "官方文档，最权威的Python入门"
    language: zh
    free: true
    focus: foundational
    priority: supplementary

  - id: r003
    title: "3Blue1Brown：线性代数的本质"
    url: "https://www.bilibili.com/video/BV1ys411472E"
    type: video
    topics: [math, linear-algebra]
    domain: [general]
    level: beginner
    duration_hours: 5
    description: "可视化理解线性代数，ML必备数学基础"
    language: zh
    free: true
    focus: foundational
    priority: supplementary

  - id: r004
    title: "Khan Academy 微积分"
    url: "https://zh.khanacademy.org/math/calculus-1"
    type: course
    topics: [math, calculus]
    domain: [general]
    level: beginner
    duration_hours: 15
    description: "梯度下降的数学基础"
    language: zh
    free: true
    focus: foundational
    priority: supplementary

  # ── ML 基础 ───────────────────────────────────────────────────────────────
  - id: r005
    title: "吴恩达 Machine Learning Specialization"
    url: "https://www.coursera.org/specializations/machine-learning-introduction"
    type: course
    topics: [machine-learning, fundamentals]
    domain: [data-science]
    level: beginner
    duration_hours: 60
    description: "全球最受欢迎的ML入门课，可免费旁听"
    language: en
    free: true
    focus: foundational
    priority: supplementary

  - id: r006
    title: "sklearn 官方教程"
    url: "https://scikit-learn.org/stable/tutorial/index.html"
    type: article
    topics: [machine-learning, sklearn]
    domain: [data-science]
    level: beginner-to-intermediate
    duration_hours: 10
    description: "动手跑ML模型，sklearn是ML工程必备"
    language: en
    free: true
    focus: foundational
    priority: supplementary

  - id: r007
    title: "StatQuest：机器学习可视化讲解（B站）"
    url: "https://space.bilibili.com/528127428"
    type: video
    topics: [machine-learning, statistics]
    domain: [data-science]
    level: beginner
    duration_hours: 20
    description: "用极简可视化讲清楚每个ML算法原理"
    language: en
    free: true
    focus: foundational
    priority: supplementary

  # ── 深度学习 ──────────────────────────────────────────────────────────────
  - id: r008
    title: "fast.ai：实用深度学习"
    url: "https://course.fast.ai"
    type: course
    topics: [deep-learning, vision, nlp]
    domain: [data-science]
    level: intermediate
    duration_hours: 40
    description: "自顶向下，以实战驱动，最实用的深度学习课"
    language: en
    free: true
    focus: both

  - id: r009
    title: "Andrej Karpathy：Neural Networks: Zero to Hero"
    url: "https://karpathy.ai/zero-to-hero.html"
    type: course
    topics: [deep-learning, llm, from-scratch]
    domain: [data-science, llm-app]
    level: intermediate
    duration_hours: 25
    description: "从零手写GPT，理解LLM底层原理的最佳资源"
    language: en
    free: true
    focus: both

  - id: r010
    title: "动手学深度学习（d2l.ai 中文版）"
    url: "https://zh.d2l.ai"
    type: book
    topics: [deep-learning, nlp, vision, pytorch, cnn, rnn, transformers]
    domain: [data-science]
    level: intermediate
    duration_hours: 80
    description: "李沐等著，面向中文读者的权威深度学习教材，配套代码与B站视频，从零基础到CV/NLP实战"
    language: zh
    free: true
    focus: both

  - id: r011
    title: "李沐论文精读系列"
    url: "https://space.bilibili.com/1567748478/channel/collectiondetail?sid=32744"
    type: video
    topics: [deep-learning, research, paper-reading, transformers, vision, nlp]
    domain: [research, data-science]
    level: intermediate-to-advanced
    duration_hours: 40
    description: "李沐逐篇精读ResNet/Transformer/BERT等经典论文，中文深度讲解，科研/工程必看"
    language: zh
    free: true
    focus: both
    verified_date: "2026-04-06"

  # ── NLP & Transformers ────────────────────────────────────────────────────
  - id: r012
    title: "HuggingFace NLP Course"
    url: "https://huggingface.co/learn/nlp-course"
    type: course
    topics: [nlp, transformers, huggingface]
    domain: [llm-app]
    level: intermediate
    duration_hours: 20
    description: "官方Transformers教程，理论+实战，必学"
    language: en
    free: true
    focus: both

  - id: r013
    title: "The Illustrated Transformer"
    url: "https://jalammar.github.io/illustrated-transformer/"
    type: article
    topics: [transformers, attention, nlp]
    domain: [llm-app]
    level: intermediate
    duration_hours: 2
    description: "最好的Transformer可视化解释，必读"
    language: en
    free: true
    focus: both

  - id: r014
    title: "Stanford CS224n：NLP with Deep Learning"
    url: "https://web.stanford.edu/class/cs224n/"
    type: course
    topics: [nlp, deep-learning, research]
    domain: [research]
    level: advanced
    duration_hours: 50
    description: "斯坦福NLP旗舰课，讲义+视频全公开"
    language: en
    free: true
    focus: both

  # ── LLM 应用 ──────────────────────────────────────────────────────────────
  - id: r015
    title: "吴恩达 Prompt Engineering for Developers"
    url: "https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/"
    type: course
    topics: [llm, prompt-engineering]
    domain: [llm-app]
    level: beginner-to-intermediate
    duration_hours: 3
    description: "1小时速成Prompt Engineering，LLM应用起点"
    language: en
    free: true
    focus: both

  - id: r016
    title: "LangChain 官方文档"
    url: "https://python.langchain.com/docs/introduction/"
    type: article
    topics: [llm, langchain, rag]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 15
    description: "LLM应用开发框架，RAG/Agent必备"
    language: en
    free: true
    focus: both

  - id: r017
    title: "吴恩达 Building Systems with the ChatGPT API"
    url: "https://www.deeplearning.ai/short-courses/building-systems-with-chatgpt/"
    type: course
    topics: [llm, system-design]
    domain: [llm-app]
    level: intermediate
    duration_hours: 3
    description: "用LLM构建完整系统，从单prompt到pipeline"
    language: en
    free: true
    focus: both

  - id: r018
    title: "吴恩达 LangChain for LLM Application Development"
    url: "https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/"
    type: course
    topics: [llm, langchain]
    domain: [llm-app]
    level: intermediate
    duration_hours: 3
    description: "LangChain官方合作课，快速上手"
    language: en
    free: true
    focus: both

  # ── RAG ───────────────────────────────────────────────────────────────────
  - id: r019
    title: "吴恩达 Building and Evaluating Advanced RAG"
    url: "https://www.deeplearning.ai/short-courses/building-evaluating-advanced-rag/"
    type: course
    topics: [rag, llm, vector-db]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 3
    description: "RAG进阶：评估、优化、高级检索策略"
    language: en
    free: true
    focus: both

  - id: r020
    title: "LlamaIndex 官方文档"
    url: "https://docs.llamaindex.ai/en/stable/"
    type: article
    topics: [rag, llm, llamaindex]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 10
    description: "RAG专门框架，比LangChain更专注于索引检索"
    language: en
    free: true
    focus: both

  - id: r021
    title: "Pinecone：向量数据库学习中心"
    url: "https://www.pinecone.io/learn/"
    type: article
    topics: [rag, vector-db, embeddings]
    domain: [llm-app]
    level: intermediate
    duration_hours: 8
    description: "向量检索原理与实践，RAG基础设施"
    language: en
    free: true
    focus: both

  - id: r022
    title: "RAG from Scratch（LangChain官方系列）"
    url: "https://github.com/langchain-ai/rag-from-scratch"
    type: repo
    topics: [rag, langchain, from-scratch]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 10
    description: "从零实现RAG的完整代码仓库，附视频"
    language: en
    free: true
    focus: applied

  # ── Agent ─────────────────────────────────────────────────────────────────
  - id: r023
    title: "吴恩达 AI Agents in LangGraph"
    url: "https://www.deeplearning.ai/short-courses/ai-agents-in-langgraph/"
    type: course
    topics: [agent, langgraph, llm]
    domain: [ai-agent]
    level: intermediate-to-advanced
    duration_hours: 4
    description: "用LangGraph构建可靠的AI Agent"
    language: en
    free: true
    focus: both

  - id: r024
    title: "HuggingFace Agents Course"
    url: "https://huggingface.co/learn/agents-course"
    type: course
    topics: [agent, llm, tools]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 15
    description: "HuggingFace官方Agent课程，含smolagents框架"
    language: en
    free: true
    focus: applied

  # ── 微调 Fine-tuning ──────────────────────────────────────────────────────
  - id: r025
    title: "吴恩达 Finetuning Large Language Models"
    url: "https://www.deeplearning.ai/short-courses/finetuning-large-language-models/"
    type: course
    topics: [fine-tuning, llm]
    domain: [llm-app]
    level: intermediate-to-advanced
    duration_hours: 3
    description: "LLM微调原理与实践"
    language: en
    free: true
    focus: both

  - id: r026
    title: "HuggingFace PEFT 文档"
    url: "https://huggingface.co/docs/peft"
    type: article
    topics: [fine-tuning, lora, peft]
    domain: [llm-app]
    level: advanced
    duration_hours: 8
    description: "LoRA/QLoRA等参数高效微调的官方指南"
    language: en
    free: true
    focus: both

  - id: r027
    title: "Unsloth：快速LLM微调教程"
    url: "https://github.com/unslothai/unsloth"
    type: repo
    topics: [fine-tuning, lora, efficiency]
    domain: [llm-app]
    level: intermediate
    duration_hours: 5
    description: "2x速度、70%内存的开源微调框架，Colab可直接运行"
    language: en
    free: true
    focus: applied

  # ── 模型部署 ─────────────────────────────────────────────────────────────
  - id: r028
    title: "FastAPI 官方教程"
    url: "https://fastapi.tiangolo.com/zh/"
    type: article
    topics: [deployment, api, fastapi]
    domain: [mlops]
    level: intermediate
    duration_hours: 10
    description: "Python最快的API框架，模型服务化标配"
    language: zh
    free: true
    focus: applied

  - id: r029
    title: "Docker 官方入门教程"
    url: "https://docs.docker.com/get-started/"
    type: article
    topics: [deployment, docker, mlops]
    domain: [mlops]
    level: intermediate
    duration_hours: 6
    description: "容器化部署，让模型到处能跑"
    language: en
    free: true
    focus: applied

  - id: r030
    title: "Streamlit 官方文档"
    url: "https://docs.streamlit.io"
    type: article
    topics: [deployment, streamlit, demo]
    domain: [mlops]
    level: beginner
    duration_hours: 4
    description: "最快速构建ML演示应用，从想法到Demo只需1小时"
    language: en
    free: true
    focus: applied

  # ── 实战项目 ──────────────────────────────────────────────────────────────
  - id: r031
    title: "Build a Large Language Model From Scratch（书）"
    url: "https://github.com/rasbt/LLMs-from-scratch"
    type: book
    topics: [llm, from-scratch, deep-learning]
    domain: [llm-app, research]
    level: intermediate-to-advanced
    duration_hours: 40
    description: "Sebastian Raschka著，从零实现GPT，代码全开源"
    language: en
    free: true
    focus: both

  - id: r032
    title: "Full Stack LLM Bootcamp"
    url: "https://fullstackdeeplearning.com/llm-bootcamp/"
    type: course
    topics: [llm, full-stack, deployment]
    domain: [llm-app]
    level: intermediate
    duration_hours: 20
    description: "工程师视角的LLM全栈开发，从prompt到生产"
    language: en
    free: true
    focus: applied

  - id: r033
    title: "Weights & Biases MLOps Course"
    url: "https://www.wandb.courses/courses/mlops-zoomcamp"
    type: course
    topics: [mlops, experiment-tracking, deployment]
    domain: [mlops]
    level: intermediate
    duration_hours: 20
    description: "MLOps实践，实验追踪+模型管理+监控"
    language: en
    free: true
    focus: applied

  - id: r034
    title: "Kaggle Learn"
    url: "https://www.kaggle.com/learn"
    type: course
    topics: [machine-learning, deep-learning, nlp, practice]
    domain: [data-science]
    level: beginner-to-intermediate
    duration_hours: 25
    description: "Kaggle官方微课，每门1-3小时，边学边做"
    language: en
    free: true
    focus: both
    priority: supplementary

  # ── 中文资源 ──────────────────────────────────────────────────────────────
  - id: r035
    title: "智谱AI大模型技术课（B站）"
    url: "https://space.bilibili.com/1920972958"
    type: video
    topics: [llm, chinese, fine-tuning]
    domain: [llm-app]
    level: intermediate
    duration_hours: 15
    description: "国内LLM技术课，涵盖GLM系列模型使用与微调"
    language: zh
    free: true
    focus: both

  - id: r036
    title: "魔搭社区（ModelScope）教程"
    url: "https://modelscope.cn/docs"
    type: article
    topics: [llm, chinese, fine-tuning, deployment]
    domain: [llm-app]
    level: intermediate
    duration_hours: 10
    description: "阿里达摩院开源社区，国内模型首发地，含实战教程"
    language: zh
    free: true
    focus: both

  - id: r037
    title: "吃瓜教程：机器学习白板推导"
    url: "https://space.bilibili.com/327617676"
    type: video
    topics: [machine-learning, math, theory]
    domain: [data-science, research]
    level: intermediate
    duration_hours: 30
    description: "用数学公式推导ML算法，适合想深入理论的同学"
    language: zh
    free: true
    focus: both
    priority: supplementary

  - id: r038
    title: "HuggingFace Diffusion Models Course"
    url: "https://huggingface.co/learn/diffusion-course"
    type: course
    topics: [diffusion, image-generation, stable-diffusion]
    domain: [aigc]
    level: intermediate
    duration_hours: 15
    description: "扩散模型官方课程，图像生成方向必学"
    language: en
    free: true
    focus: both

  - id: r039
    title: "Andrej Karpathy：Intro to Large Language Models（讲座）"
    url: "https://www.youtube.com/watch?v=zjkBMFhNj_g"
    type: video
    topics: [llm, overview, intuition]
    domain: [llm-app]
    level: beginner
    duration_hours: 1
    description: "1小时直觉理解LLM，最好的LLM科普"
    language: en
    free: true
    focus: both

  - id: r040
    title: "吴恩达 MLOps Specialization"
    url: "https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops"
    type: course
    topics: [mlops, deployment, monitoring]
    domain: [mlops]
    level: intermediate-to-advanced
    duration_hours: 40
    description: "ML系统工程化全流程，从实验到生产"
    language: en
    free: true
    focus: applied

  # ── 软件测试 × AI ──────────────────────────────────────────────────────────
  - id: r041
    title: "pytest 官方文档"
    url: "https://docs.pytest.org/en/stable/"
    type: article
    topics: [testing, pytest, python]
    domain: [software-testing]
    level: beginner
    duration_hours: 8
    description: "Python最主流测试框架，自动化测试人员必学基础"
    language: en
    free: true
    focus: applied

  - id: r042
    title: "Playwright for Python 官方文档"
    url: "https://playwright.dev/python/"
    type: article
    topics: [testing, playwright, browser-automation, python]
    domain: [software-testing]
    level: beginner-to-intermediate
    duration_hours: 10
    description: "微软出品的现代Web自动化测试框架，支持录制回放和AI辅助"
    language: en
    free: true
    focus: applied

  - id: r043
    title: "Selenium with Python 官方文档"
    url: "https://selenium-python.readthedocs.io/"
    type: article
    topics: [testing, selenium, browser-automation, python]
    domain: [software-testing]
    level: beginner
    duration_hours: 8
    description: "Web自动化测试经典框架，招聘需求覆盖率最高"
    language: en
    free: true
    focus: applied

  - id: r044
    title: "DeepEval：LLM 应用测试框架"
    url: "https://docs.confident-ai.com/"
    type: article
    topics: [testing, llm-evaluation, rag-evaluation, ai-testing]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 8
    description: "专为LLM应用设计的测评框架，含RAG评估、幻觉检测、pytest集成"
    language: en
    free: true
    focus: applied

  - id: r045
    title: "promptfoo：LLM 测试与多模型对比"
    url: "https://promptfoo.dev/docs/intro/"
    type: article
    topics: [testing, llm-evaluation, prompt-testing]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 5
    description: "开源LLM测试工具，支持多模型并行对比和提示词回归测试"
    language: en
    free: true
    focus: applied

  - id: r046
    title: "Ragas：RAG 系统评估框架"
    url: "https://docs.ragas.io/en/stable/"
    type: article
    topics: [testing, rag-evaluation, llm-evaluation]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 5
    description: "RAG专用评测框架，覆盖忠实度/答案相关性/上下文召回率等核心指标"
    language: en
    free: true
    focus: applied

  - id: r047
    title: "Hamel Husain：如何构建LLM评估系统"
    url: "https://hamel.dev/blog/posts/evals/"
    type: article
    topics: [testing, llm-evaluation, ai-testing, best-practices]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 4
    description: "业内最实用的LLM评估教程，系统讲透如何为实际项目设计evals"
    language: en
    free: true
    focus: applied

  - id: r048
    title: "吴恩达 Automated Testing for LLMOps"
    url: "https://www.deeplearning.ai/short-courses/automated-testing-llmops/"
    type: course
    topics: [testing, llm-evaluation, llmops, ci-cd]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 3
    description: "LLM应用自动化测试流水线，集成CI/CD的工程化实践"
    language: en
    free: true
    focus: applied

  - id: r049
    title: "Giskard：AI 模型质量检测平台"
    url: "https://docs.giskard.ai/en/stable/"
    type: article
    topics: [testing, ai-safety, bias-detection, llm-evaluation]
    domain: [software-testing]
    level: intermediate
    duration_hours: 6
    description: "自动扫描LLM应用的偏见、注入攻击、幻觉等问题，支持CI/CD"
    language: en
    free: true
    focus: both

  - id: r050
    title: "ISTQB 人工智能测试大纲（官方）"
    url: "https://www.istqb.org/certifications/artificial-intelligence-tester"
    type: article
    topics: [testing, ai-testing, certification]
    domain: [software-testing]
    level: intermediate
    duration_hours: 10
    description: "ISTQB官方AI测试认证大纲，软件测试工程师向AI方向转型的权威指引"
    language: en
    free: true
    focus: applied

  # ── AI Agent 进阶 ─────────────────────────────────────────────────────────
  - id: r051
    title: "AutoGen 官方文档"
    url: "https://microsoft.github.io/autogen/"
    type: article
    topics: [agent, autogen, multi-agent]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 12
    description: "微软多智能体框架，构建可对话协作的Agent系统"
    language: en
    free: true
    focus: both

  - id: r052
    title: "CrewAI 官方文档"
    url: "https://docs.crewai.com/"
    type: article
    topics: [agent, crewai, multi-agent, role-playing]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 8
    description: "角色扮演型多Agent框架，适合构建任务驱动的Agent团队"
    language: en
    free: true
    focus: both

  - id: r053
    title: "Anthropic：构建高效Agent的实践指南"
    url: "https://www.anthropic.com/research/building-effective-agents"
    type: article
    topics: [agent, best-practices, patterns, system-design]
    domain: [ai-agent]
    level: intermediate-to-advanced
    duration_hours: 3
    description: "Anthropic官方实践报告，定义Agent架构的五大核心模式（必读）"
    language: en
    free: true
    focus: both

  - id: r054
    title: "Model Context Protocol (MCP) 官方文档"
    url: "https://modelcontextprotocol.io/introduction"
    type: article
    topics: [agent, mcp, tool-use, integration]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 8
    description: "Anthropic制定的AI工具标准协议，统一Agent与外部系统的集成接口"
    language: en
    free: true
    focus: applied

  - id: r055
    title: "LangGraph 官方教程"
    url: "https://langchain-ai.github.io/langgraph/tutorials/introduction/"
    type: article
    topics: [agent, langgraph, state-machine, workflow]
    domain: [ai-agent]
    level: intermediate-to-advanced
    duration_hours: 12
    description: "基于状态机的Agent框架，适合构建复杂可控的多步骤Agent工作流"
    language: en
    free: true
    focus: both

  - id: r056
    title: "吴恩达 AI Agentic Design Patterns with AutoGen"
    url: "https://www.deeplearning.ai/short-courses/ai-agentic-design-patterns-with-autogen/"
    type: course
    topics: [agent, design-patterns, autogen]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 4
    description: "Agent四大设计模式：反思、工具调用、规划、多Agent协作，AutoGen实战"
    language: en
    free: true
    focus: both

  - id: r057
    title: "Function Calling 与 Tool Use 完整指南（OpenAI）"
    url: "https://platform.openai.com/docs/guides/function-calling"
    type: article
    topics: [agent, function-calling, tool-use, openai]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 4
    description: "LLM工具调用的底层机制，所有Agent框架的核心能力基础"
    language: en
    free: true
    focus: applied

  - id: r058
    title: "MemGPT / Letta：长期记忆Agent框架"
    url: "https://github.com/cpacker/MemGPT"
    type: repo
    topics: [agent, memory, long-context, persistence]
    domain: [ai-agent]
    level: advanced
    duration_hours: 8
    description: "解决Agent跨会话记忆管理问题，实现真正的持久化长期记忆"
    language: en
    free: true
    focus: applied

  - id: r059
    title: "吴恩达 Multi AI Agent Systems with crewAI"
    url: "https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/"
    type: course
    topics: [agent, crewai, multi-agent, orchestration]
    domain: [ai-agent]
    level: intermediate
    duration_hours: 4
    description: "用CrewAI构建多Agent协作系统，项目驱动教学"
    language: en
    free: true
    focus: both

  - id: r060
    title: "AgentBench：智能体能力评测基准"
    url: "https://github.com/THUDM/AgentBench"
    type: repo
    topics: [agent, evaluation, benchmark, research]
    domain: [ai-agent, software-testing]
    level: advanced
    duration_hours: 5
    description: "清华大学发布的Agent系统评测基准，8类真实任务场景全面检验Agent能力"
    language: en
    free: true
    focus: applied

  - id: r061
    title: "动手学深度学习（中文版）"
    url: "https://zh.d2l.ai/"
    type: book
    topics: [deep-learning, pytorch, cnn, rnn, transformers]
    domain: [data-science]
    level: intermediate
    duration_hours: 80
    description: "李沐等著，面向中文读者的权威深度学习教材，配套代码与B站视频，从零基础到CV/NLP实战"
    language: zh
    free: true
    focus: both
    deprecated: true  # 与 r010 URL 重复（zh.d2l.ai），内容已合并到 r010

  - id: r062
    title: "跟李沐学AI：精读经典论文（B站）"
    url: "https://space.bilibili.com/1567748478/channel/collectiondetail?sid=32744"
    type: video
    topics: [research, transformers, vision, nlp]
    domain: [research, data-science]
    level: intermediate
    duration_hours: 40
    description: "李沐逐篇精读ResNet/Transformer/BERT等经典论文，中文深度讲解，科研/工程必看"
    language: zh
    free: true
    focus: both
    deprecated: true  # 与 r011 URL 重复，内容已合并到 r011

  - id: r063
    title: "LLM 实战手册（DataWhale llm-cookbook）"
    url: "https://github.com/datawhalechina/llm-cookbook"
    type: repo
    topics: [llm, rag, fine-tuning, langchain]
    domain: [llm-app, ai-agent]
    level: beginner-to-intermediate
    duration_hours: 20
    description: "DataWhale出品，面向国内开发者的LLM应用开发中文教程，覆盖RAG/微调/Agent全流程"
    language: zh
    free: true
    focus: applied

  - id: r064
    title: "书生浦语大模型实战营（InternLM）"
    url: "https://github.com/InternLM/Tutorial"
    type: course
    topics: [llm, fine-tuning, rag, agent, deployment]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 30
    description: "上海AI实验室开源大模型实战课，涵盖InternLM微调/部署/RAG/Agent完整链路"
    language: zh
    free: true
    focus: applied

  - id: r065
    title: "Prompt Engineering 指南（中文版）"
    url: "https://www.promptingguide.ai/zh"
    type: article
    topics: [prompting, llm, in-context-learning, chain-of-thought]
    domain: [llm-app]
    level: beginner
    duration_hours: 6
    description: "DAIR.AI出品，系统讲解Prompt工程技巧，中文翻译，覆盖CoT/Few-Shot/ReAct等核心方法"
    language: zh
    free: true
    focus: both

  - id: r066
    title: "HuggingFace NLP 课程（中文）"
    url: "https://huggingface.co/learn/nlp-course/zh-CN/chapter1/1"
    type: course
    topics: [transformers, fine-tuning, nlp, huggingface]
    domain: [llm-app]
    level: intermediate
    duration_hours: 25
    description: "HuggingFace官方NLP课程中文版，从Tokenizer到Fine-tuning再到模型分享完整流程"
    language: zh
    free: true
    focus: both

  - id: r067
    title: "南瓜书：西瓜书公式推导详解"
    url: "https://datawhalechina.github.io/pumpkin-book/"
    type: book
    topics: [machine-learning, mathematics, theory]
    domain: [data-science, research]
    level: intermediate-to-advanced
    duration_hours: 30
    description: "配套周志华《机器学习》的数学推导详解，DataWhale出品，夯实ML理论基础必备"
    language: zh
    free: true
    focus: both
    priority: supplementary

  - id: r068
    title: "Qwen-Agent 开发框架与实战示例"
    url: "https://github.com/QwenLM/Qwen-Agent"
    type: repo
    topics: [agent, llm, tool-use, rag]
    domain: [ai-agent, llm-app]
    level: intermediate
    duration_hours: 15
    description: "阿里通义千问官方Agent开发框架，中文文档，工具调用/RAG/代码解释器完整示例"
    language: zh
    free: true
    focus: applied

  - id: r069
    title: "MiniMind：从零实现中文小语言模型"
    url: "https://github.com/jingyaogong/minimind"
    type: repo
    topics: [llm, pretraining, sft, rlhf, pytorch]
    domain: [research, llm-app]
    level: advanced
    duration_hours: 20
    description: "从零构建中文小语言模型，涵盖预训练/SFT/RLHF全流程，代码极简适合深入理解LLM原理"
    language: zh
    free: true
    focus: both

  - id: r070
    title: "Self-LLM：开源大模型部署实战（DataWhale）"
    url: "https://github.com/datawhalechina/self-llm"
    type: repo
    topics: [llm, deployment, quantization, inference]
    domain: [mlops, llm-app]
    level: intermediate
    duration_hours: 18
    description: "DataWhale出品，主流开源大模型（Llama/Qwen/ChatGLM等）本地部署与调用中文实战教程"
    language: zh
    free: true
    focus: applied

  - id: r071
    title: "OpenAI Cookbook：可运行的LLM实战配方"
    url: "https://github.com/openai/openai-cookbook"
    type: repo
    topics: [llm, rag, fine-tuning, embedding, function-calling]
    domain: [llm-app, ai-agent]
    level: beginner-to-intermediate
    duration_hours: 20
    description: "OpenAI官方实战案例库，涵盖RAG/嵌入/函数调用/微调，每个示例均可直接运行，软件工程师入门LLM应用的最佳实验场"
    language: en
    free: true
    focus: applied

  - id: r072
    title: "面向开发者的LLM入门（吴恩达×OpenAI中文版）"
    url: "https://github.com/datawhalechina/prompt-engineering-for-developers"
    type: repo
    topics: [prompting, llm, rag, fine-tuning]
    domain: [llm-app]
    level: beginner
    duration_hours: 10
    description: "DataWhale将吴恩达×OpenAI系列课翻译为中文Jupyter Notebook，边读边跑，从Prompt工程到RAG/Fine-tuning完整覆盖"
    language: zh
    free: true
    focus: applied

  - id: r073
    title: "awesome-llm-apps：开箱即跑的LLM应用合集"
    url: "https://github.com/Shubhamsaboo/awesome-llm-apps"
    type: repo
    topics: [llm, rag, agent, tool-use, multimodal]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 15
    description: "100+ 可直接运行的LLM应用示例（RAG、Agent、多模态），配套代码和教程，软件工程师动手学习LLM的项目素材库"
    language: en
    free: true
    focus: applied

  - id: r074
    title: "30天Python AI工程师实战挑战（GenAI Cohort）"
    url: "https://github.com/krishnaik06/30-Days-Gen-AI-Study-Plan"
    type: repo
    topics: [llm, rag, agent, langchain, deployment]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 30
    description: "30天结构化学习计划，每天一个可运行项目，从Prompt到RAG到Agent部署，有Python基础的工程师快速入门GenAI工程"
    language: en
    free: true
    focus: applied

  - id: r075
    title: "AI辅助软件测试实战：Playwright MCP Server"
    url: "https://github.com/microsoft/playwright-mcp"
    type: repo
    topics: [testing, ai-agent, automation, browser, mcp]
    domain: [software-testing, ai-agent]
    level: intermediate
    duration_hours: 8
    description: "微软官方 Playwright MCP Server，让AI Agent直接控制浏览器执行E2E测试，测试工程师接入AI能力的最短路径"
    language: en
    free: true
    focus: applied

  # ── 持续学习信息源（channel 类型） ──────────────────────────────────────────

  - id: r076
    title: "Lilian Weng's Blog (OpenAI)"
    url: "https://lilianweng.github.io"
    type: channel
    topics: [research, deep-learning, llm, agent]
    domain: [research, ai-agent]
    level: intermediate-to-advanced
    duration_hours: 2
    description: "OpenAI 研究员 Lilian Weng 的博客，深度解析 Agent/LLM/RL 前沿论文，每篇都是精品综述"
    language: en
    free: true
    focus: both

  - id: r077
    title: "The Batch (Andrew Ng's Newsletter)"
    url: "https://www.deeplearning.ai/the-batch/"
    type: channel
    topics: [industry-trends, research, llm, ai-news]
    domain: [general]
    level: beginner-to-intermediate
    duration_hours: 1
    description: "吴恩达主编的 AI 周报，精选一周最重要论文、产品和行业动态，附简明解读"
    language: en
    free: true
    focus: both

  - id: r078
    title: "Hacker News - AI 热帖"
    url: "https://hn.algolia.com/?q=AI+LLM+agent&type=story&sort=byPopularity&dateRange=pastMonth"
    type: channel
    topics: [overview, agent, llm, practice]
    domain: [general, ai-agent, llm-app]
    level: intermediate
    duration_hours: 2
    description: "Hacker News AI 相关热帖聚合，技术社区最前沿的讨论和项目发现"
    language: en
    free: true
    focus: both

  - id: r079
    title: "Product Hunt - AI 产品日榜"
    url: "https://www.producthunt.com/topics/artificial-intelligence"
    type: channel
    topics: [overview, deployment, llm, practice]
    domain: [llm-app, ai-agent]
    level: beginner-to-intermediate
    duration_hours: 1
    description: "每日新 AI 产品发现，了解行业应用趋势，找到值得学习的产品形态"
    language: en
    free: true
    focus: applied

  - id: r080
    title: "GitHub Trending - ML/AI"
    url: "https://github.com/trending?since=weekly&spoken_language_code=&language=python"
    type: channel
    topics: [practice, agent, llm, deployment]
    domain: [general, ai-agent, llm-app]
    level: intermediate
    duration_hours: 2
    description: "GitHub 每周热门项目，第一时间发现优质开源 AI 项目和工具"
    language: en
    free: true
    focus: applied

  - id: r081
    title: "机器之心（公众号/网站）"
    url: "https://www.jiqizhixin.com"
    type: channel
    topics: [overview, research, llm, deep-learning]
    domain: [general, research]
    level: beginner-to-intermediate
    duration_hours: 2
    description: "中文 AI 资讯旗舰，覆盖论文解读、产业动态、技术教程，信息密度最高的中文 AI 媒体"
    language: zh
    free: true
    focus: both

  - id: r082
    title: "量子位（公众号/网站）"
    url: "https://www.qbitai.com"
    type: channel
    topics: [overview, llm, agent, practice]
    domain: [general, llm-app]
    level: beginner
    duration_hours: 1
    description: "面向大众的 AI 科技媒体，报道风格通俗，适合快速了解 AI 行业动态"
    language: zh
    free: true
    focus: both

  - id: r083
    title: "Simon Willison's Blog"
    url: "https://simonwillison.net"
    type: channel
    topics: [llm, practice, tool-use, deployment]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 2
    description: "LLM 应用开发领域最活跃的博客，实战经验分享、工具评测、prompt 技巧，更新极其勤快"
    language: en
    free: true
    focus: applied

  - id: r084
    title: "Andrej Karpathy YouTube"
    url: "https://www.youtube.com/@AndrejKarpathy"
    type: channel
    topics: [deep-learning, llm, from-scratch, theory]
    domain: [research, llm-app]
    level: intermediate
    duration_hours: 3
    description: "前 OpenAI/Tesla AI 负责人，从零实现 GPT/Tokenizer 系列视频，深入浅出讲解底层原理"
    language: en
    free: true
    focus: both

  - id: r085
    title: "DataWhale 公众号/社区"
    url: "https://datawhale.cn"
    type: channel
    topics: [machine-learning, deep-learning, llm, practice]
    domain: [general, data-science]
    level: beginner-to-intermediate
    duration_hours: 2
    description: "中文开源学习社区，定期组队学习活动，适合找学伴和系统化学习路径"
    language: zh
    free: true
    focus: both

  - id: r086
    title: "Latent Space Podcast"
    url: "https://www.latent.space/podcast"
    type: channel
    topics: [ai-engineering, llm, agent, industry-trends, interviews]
    domain: [ai-agent, llm-app, research]
    level: intermediate
    duration_hours: 2
    description: "AI 工程师社区头部播客，深度采访 OpenAI/Anthropic/开源社区核心人物，跟踪技术演进"
    language: en
    free: true
    focus: both

  - id: r087
    title: "AIGC Weekly（公众号）"
    url: "https://quail.ink/op7418"
    type: channel
    topics: [overview, aigc, llm, practice]
    domain: [aigc, llm-app]
    level: beginner-to-intermediate
    duration_hours: 1
    description: "中文 AIGC 周刊，每周精选 AI 生成内容领域最值得关注的项目和文章"
    language: zh
    free: true
    focus: both

  - id: r088
    title: "Hugging Face Blog"
    url: "https://huggingface.co/blog"
    type: channel
    topics: [transformers, huggingface, llm, fine-tuning]
    domain: [research, llm-app]
    level: intermediate
    duration_hours: 2
    description: "HuggingFace 官方博客，第一时间获取开源模型最新动态、教程和最佳实践"
    language: en
    free: true
    focus: both

  - id: r089
    title: "李沐 B站/YouTube"
    url: "https://space.bilibili.com/1567748478"
    type: channel
    topics: [paper-reading, research, deep-learning, llm]
    domain: [research]
    level: intermediate
    duration_hours: 3
    description: "论文精读系列持续更新，兼顾理论深度和工程直觉，中文 AI 教育标杆"
    language: zh
    free: true
    focus: both

  - id: r090
    title: "AI 前线（InfoQ）"
    url: "https://www.infoq.cn/topic/ai"
    type: channel
    topics: [overview, deployment, llm, practice]
    domain: [general, llm-app, mlops]
    level: intermediate
    duration_hours: 1
    description: "InfoQ 中文站 AI 频道，偏工程实践和企业落地案例，适合了解 AI 在生产环境的应用"
    language: zh
    free: true
    focus: applied

  # ── AIGC / 多模态 补充 ──────────────────────────────────────────────────────
  - id: r091
    title: "Stable Diffusion WebUI 新手指南"
    url: "https://stable-diffusion-art.com/beginners-guide/"
    type: article
    topics: [stable-diffusion, image-generation, aigc]
    domain: [aigc]
    level: beginner
    duration_hours: 4
    description: "从安装到出图的完整入门教程，零基础友好"
    language: en
    free: true
    focus: applied

  - id: r092
    title: "Practical Deep Learning for Coders — Diffusion Models"
    url: "https://course.fast.ai/Lessons/part2.html"
    type: course
    topics: [diffusion, deep-learning, generation, aigc]
    domain: [aigc, research]
    level: intermediate
    duration_hours: 25
    description: "fast.ai Part 2 课程，从零实现 Diffusion Model，理论与实战并重"
    language: en
    free: true
    focus: both

  - id: r093
    title: "Hugging Face Diffusers 官方文档"
    url: "https://huggingface.co/docs/diffusers"
    type: article
    topics: [diffusers, stable-diffusion, image-generation, fine-tuning]
    domain: [aigc, llm-app]
    level: intermediate
    duration_hours: 10
    description: "Diffusers 库官方教程，覆盖推理、训练、LoRA 微调到部署"
    language: en
    free: true
    focus: applied

  - id: r094
    title: "OpenAI DALL·E & GPT-4V API 实战"
    url: "https://cookbook.openai.com/articles/related_resources"
    type: article
    topics: [multimodal, vision, image-generation, api]
    domain: [aigc, llm-app]
    level: intermediate
    duration_hours: 6
    description: "OpenAI Cookbook 中多模态相关实战案例集，含图像生成、理解和视觉问答"
    language: en
    free: true
    focus: applied

  - id: r095
    title: "AI 绘画从入门到精通（B站系列）"
    url: "https://www.bilibili.com/video/BV1As4y127HW"
    type: video
    topics: [stable-diffusion, midjourney, aigc, prompt-engineering]
    domain: [aigc]
    level: beginner
    duration_hours: 8
    description: "中文 AI 绘画系统教程，Stable Diffusion + Midjourney + ComfyUI"
    language: zh
    free: true
    focus: applied

  - id: r096
    title: "ComfyUI 工作流教程"
    url: "https://github.com/comfyanonymous/ComfyUI"
    type: repo
    topics: [comfyui, stable-diffusion, workflow, aigc]
    domain: [aigc]
    level: intermediate
    duration_hours: 12
    description: "节点式 AI 图像生成工具，灵活组合生成工作流"
    language: en
    free: true
    focus: applied

  # ── MLOps / AI 系统工程 补充 ────────────────────────────────────────────────
  - id: r097
    title: "Made With ML — MLOps 课程"
    url: "https://madewithml.com"
    type: course
    topics: [mlops, deployment, testing, monitoring]
    domain: [mlops, data-science]
    level: intermediate
    duration_hours: 30
    description: "端到端 MLOps 实战：数据→训练→部署→监控，配套代码和项目"
    language: en
    free: true
    focus: applied

  - id: r098
    title: "MLflow 官方教程"
    url: "https://mlflow.org/docs/latest/tutorials-and-examples/index.html"
    type: article
    topics: [mlflow, experiment-tracking, model-registry, mlops]
    domain: [mlops, data-science]
    level: intermediate
    duration_hours: 8
    description: "MLflow 实验追踪、模型注册、部署全流程文档"
    language: en
    free: true
    focus: applied

  - id: r099
    title: "DVC (Data Version Control) 入门"
    url: "https://dvc.org/doc/start"
    type: article
    topics: [dvc, data-versioning, pipeline, mlops]
    domain: [mlops]
    level: beginner-to-intermediate
    duration_hours: 5
    description: "数据版本控制工具入门，轻量级 ML Pipeline 管理"
    language: en
    free: true
    focus: applied

  - id: r100
    title: "BentoML 模型部署实战"
    url: "https://docs.bentoml.com/en/latest/get-started/quickstart.html"
    type: article
    topics: [bentoml, model-serving, deployment, mlops]
    domain: [mlops, llm-app]
    level: intermediate
    duration_hours: 6
    description: "BentoML 快速上手，将模型打包为 API 服务并容器化部署"
    language: en
    free: true
    focus: applied

  # ── 经典书籍补充 ───────────────────────────────────────────────────────────
  - id: r101
    title: "Designing Machine Learning Systems (Chip Huyen)"
    url: "https://www.oreilly.com/library/view/designing-machine-learning/9781098107956/"
    type: book
    topics: [ml-system, design, mlops, deployment]
    domain: [mlops, data-science]
    level: intermediate-to-advanced
    duration_hours: 25
    description: "ML 系统设计经典，覆盖数据工程、特征存储、部署监控等生产级话题"
    language: en
    free: false
    focus: both

  - id: r102
    title: "Build a Large Language Model (From Scratch)"
    url: "https://www.manning.com/books/build-a-large-language-model-from-scratch"
    type: book
    topics: [llm, transformer, pretraining, fine-tuning]
    domain: [research, llm-app]
    level: intermediate-to-advanced
    duration_hours: 35
    description: "从零构建 LLM 全过程：Tokenizer→Transformer→预训练→微调→RLHF"
    language: en
    free: false
    focus: both

  - id: r103
    title: "机器学习实战（第3版）"
    url: "https://github.com/ageron/handson-ml3"
    type: book
    topics: [sklearn, tensorflow, machine-learning, deep-learning]
    domain: [data-science, general]
    level: beginner-to-intermediate
    duration_hours: 40
    description: "Hands-On ML 经典教材，配套 Jupyter Notebook，理论实践并重"
    language: en
    free: true
    focus: both
    priority: supplementary

  # ── 视频补充 ───────────────────────────────────────────────────────────────
  - id: r104
    title: "Andrej Karpathy: Let's build GPT from scratch"
    url: "https://www.youtube.com/watch?v=kCc8FmEb1nY"
    type: video
    topics: [gpt, transformer, llm, from-scratch]
    domain: [research, llm-app]
    level: intermediate
    duration_hours: 2
    description: "Karpathy 手把手从零实现 GPT，最受欢迎的 LLM 入门视频"
    language: en
    free: true
    focus: both

  - id: r105
    title: "吴恩达 × DeepLearning.AI 短课合集"
    url: "https://www.deeplearning.ai/short-courses/"
    type: video
    topics: [llm, rag, fine-tuning, langchain, prompt-engineering]
    domain: [llm-app, ai-agent]
    level: beginner-to-intermediate
    duration_hours: 15
    description: "与 OpenAI/LangChain/AWS 等联合出品的 1 小时短课，覆盖 LLM 全栈"
    language: en
    free: true
    focus: both

  # ── 高级 Prompt Engineering ────────────────────────────────────────────────
  - id: r106
    title: "Anthropic Prompt Engineering 官方指南"
    url: "https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview"
    type: article
    topics: [prompt-engineering, llm, best-practices, chain-of-thought]
    domain: [llm-app]
    level: intermediate
    duration_hours: 4
    description: "Anthropic 官方提示工程指南，涵盖思维链、提示缓存、XML 标签、系统提示等高级技巧"
    language: en
    free: true
    focus: applied

  - id: r107
    title: "DSPy：编程式 Prompt 优化框架"
    url: "https://dspy.ai/"
    type: repo
    topics: [prompt-engineering, prompt-optimization, llm, framework]
    domain: [llm-app, ai-agent]
    level: intermediate-to-advanced
    duration_hours: 12
    description: "Stanford NLP 团队出品，用代码替代手写 Prompt，自动优化提示管线，LLM 工程新范式"
    language: en
    free: true
    focus: applied

  - id: r108
    title: "OpenAI Structured Outputs 指南"
    url: "https://platform.openai.com/docs/guides/structured-outputs"
    type: article
    topics: [prompt-engineering, llm, json-mode, structured-output, api]
    domain: [llm-app]
    level: intermediate
    duration_hours: 3
    description: "JSON Schema 约束 LLM 输出格式，生产级应用必备技能，含函数调用和响应格式化"
    language: en
    free: true
    focus: applied

  # ── 前沿跟踪 / 行业趋势 ──────────────────────────────────────────────────
  - id: r109
    title: "Latent Space Podcast"
    url: "https://www.latent.space/podcast"
    type: channel
    topics: [ai-engineering, llm, industry-trends, interviews]
    domain: [llm-app, ai-agent]
    level: intermediate-to-advanced
    duration_hours: 2
    description: "AI 工程师社区头部播客，每周与 AI 领域核心人物深度对话，跟踪最新技术演进"
    language: en
    free: true
    focus: applied
    deprecated: true  # 与 r086 重复

  - id: r110
    title: "Simon Willison's Weblog"
    url: "https://simonwillison.net/"
    type: article
    topics: [llm, ai-engineering, tool-use, prompt-engineering, industry-trends]
    domain: [llm-app]
    level: intermediate
    duration_hours: 2
    description: "Django 联合创始人的 AI 博客，以工程师视角深度评测每个新模型和工具，实操性极强"
    language: en
    free: true
    focus: applied

  - id: r111
    title: "The Batch by Andrew Ng（DeepLearning.AI 周报）"
    url: "https://www.deeplearning.ai/the-batch/"
    type: article
    topics: [industry-trends, research, llm, ai-news]
    domain: [general]
    level: beginner-to-intermediate
    duration_hours: 1
    description: "吴恩达主编的 AI 周报，精选一周最重要论文、产品和行业动态，附简明解读"
    language: en
    free: true
    focus: both
    deprecated: true  # 与 r077 重复

  - id: r112
    title: "AI Engineering 路线图（Chip Huyen）"
    url: "https://huyenchip.com/2025/01/16/ai-engineering.html"
    type: article
    topics: [ai-engineering, llm, mlops, system-design, career]
    domain: [llm-app, ai-agent]
    level: intermediate
    duration_hours: 3
    description: "Chip Huyen（《实时机器学习》作者）对 AI 工程角色的深度定义：技能栈、工具链和职业路径"
    language: en
    free: true
    focus: both

  - id: r113
    title: "阿里云开发者社区"
    url: "https://developer.aliyun.com/"
    type: channel
    topics: [llm, ai-engineering, cloud, deployment, practice]
    domain: [llm-app, mlops]
    level: intermediate
    duration_hours: 2
    description: "阿里云官方技术社区，高质量 AI 工程实践文章，涵盖大模型部署、RAG 架构、AI 应用落地案例"
    language: zh
    free: true
    focus: applied

  # ── AI Builders / 行业大牛 ─────────────────────────────────────────────────
  # 关注实际在做事的建设者，而非转述信息的博主
  # role: researcher(研究员) / engineer(工程师) / founder(创始人) / educator(教育者)

  - id: b001
    title: "Andrej Karpathy"
    url: "https://x.com/karpathy"
    type: builder
    topics: [deep-learning, llm, from-scratch, theory]
    domain: [research, llm-app]
    level: intermediate-to-advanced
    description: "前 OpenAI/Tesla AI 负责人，从零实现 GPT 系列教学，深度学习教育标杆"
    language: en
    role: researcher
    links:
      x: "https://x.com/karpathy"
      youtube: "https://youtube.com/@AndrejKarpathy"
      github: "https://github.com/karpathy"

  - id: b002
    title: "Andrew Ng (吴恩达)"
    url: "https://x.com/AndrewYNg"
    type: builder
    topics: [machine-learning, fundamentals, overview]
    domain: [general, data-science]
    level: beginner-to-intermediate
    description: "Coursera 联合创始人，DeepLearning.AI 创始人，全球 ML 教育第一人"
    language: en
    role: educator
    links:
      x: "https://x.com/AndrewYNg"
      website: "https://www.deeplearning.ai/"

  - id: b003
    title: "Harrison Chase"
    url: "https://x.com/hwchase17"
    type: builder
    topics: [agent, langchain, rag, llm]
    domain: [ai-agent, llm-app]
    level: intermediate
    description: "LangChain 创始人，Agent/RAG 生态核心推动者，关注他追踪 Agent 框架最新动态"
    language: en
    role: founder
    links:
      x: "https://x.com/hwchase17"
      github: "https://github.com/hwchase17"

  - id: b004
    title: "Jerry Liu"
    url: "https://x.com/jerryjliu0"
    type: builder
    topics: [rag, llm, indexing, agent]
    domain: [llm-app, ai-agent]
    level: intermediate
    description: "LlamaIndex 创始人，RAG 技术路线核心贡献者，数据索引+检索最佳实践"
    language: en
    role: founder
    links:
      x: "https://x.com/jerryjliu0"
      github: "https://github.com/jerryjliu"

  - id: b005
    title: "Swyx (Shawn Wang)"
    url: "https://x.com/swyx"
    type: builder
    topics: [overview, agent, llm, practice]
    domain: [general, ai-agent, llm-app]
    level: intermediate
    description: "AI Engineer 大会发起人，Latent Space 播客主持，最清醒的 AI 行业观察者之一"
    language: en
    role: engineer
    links:
      x: "https://x.com/swyx"
      website: "https://www.latent.space/"

  - id: b006
    title: "Chip Huyen"
    url: "https://x.com/chipro"
    type: builder
    topics: [mlops, deployment, llm, practice]
    domain: [mlops, llm-app]
    level: intermediate-to-advanced
    description: "《Designing ML Systems》作者，MLOps/LLMOps 领域权威，系统工程视角看 AI"
    language: en
    role: engineer
    links:
      x: "https://x.com/chipro"
      website: "https://huyenchip.com/"
      github: "https://github.com/chiphuyen"

  - id: b007
    title: "Jim Fan"
    url: "https://x.com/DrJimFan"
    type: builder
    topics: [agent, embodied-ai, research, multimodal]
    domain: [ai-agent, research]
    level: intermediate-to-advanced
    description: "NVIDIA 高级研究科学家，Voyager/MineDojo 作者，通用智能体研究先驱"
    language: en
    role: researcher
    links:
      x: "https://x.com/DrJimFan"
      github: "https://github.com/MineDojo"

  - id: b008
    title: "Simon Willison"
    url: "https://x.com/simonw"
    type: builder
    topics: [llm, tool-use, practice, sqlite]
    domain: [llm-app, ai-agent]
    level: intermediate
    description: "Datasette 创始人，LLM CLI 工具狂人，最早系统实践 LLM 工程化的人之一"
    language: en
    role: engineer
    links:
      x: "https://x.com/simonw"
      website: "https://simonwillison.net/"
      github: "https://github.com/simonw"

  - id: b009
    title: "Jason Wei"
    url: "https://x.com/jasonwei20"
    type: builder
    topics: [research, prompting, chain-of-thought, llm]
    domain: [research, llm-app]
    level: advanced
    description: "OpenAI 研究员，Chain-of-Thought Prompting 论文一作，推理能力研究核心人物"
    language: en
    role: researcher
    links:
      x: "https://x.com/jasonwei20"
      scholar: "https://scholar.google.com/citations?user=wA2tq6gAAAAJ"

  - id: b010
    title: "Yann LeCun"
    url: "https://x.com/ylecun"
    type: builder
    topics: [deep-learning, research, fundamentals]
    domain: [research, general]
    level: advanced
    description: "Meta 首席 AI 科学家，深度学习三巨头之一，对 AGI 路径有独到的批判视角"
    language: en
    role: researcher
    links:
      x: "https://x.com/ylecun"

  - id: b011
    title: "Amjad Masad"
    url: "https://x.com/amasad"
    type: builder
    topics: [agent, llm, coding, practice]
    domain: [ai-agent, llm-app]
    level: intermediate
    description: "Replit 创始人，AI Coding Agent 先驱，亲身实践 AI 原生产品的建设者"
    language: en
    role: founder
    links:
      x: "https://x.com/amasad"

  - id: b012
    title: "Guillermo Rauch"
    url: "https://x.com/rauchg"
    type: builder
    topics: [llm, practice, coding, deployment]
    domain: [llm-app]
    level: intermediate
    description: "Vercel CEO，v0.dev 推动者，AI 如何改变前端开发的最好案例"
    language: en
    role: founder
    links:
      x: "https://x.com/rauchg"

  - id: b013
    title: "Amanda Askell"
    url: "https://x.com/AmandaAskell"
    type: builder
    topics: [llm, alignment, prompting, philosophy]
    domain: [research, llm-app]
    level: intermediate-to-advanced
    description: "Anthropic Prompt 负责人，系统提示词工程的权威实践者"
    language: en
    role: researcher
    links:
      x: "https://x.com/AmandaAskell"

  # ── 中文社区 Builders ──────────────────────────────────────────────────────

  - id: b014
    title: "李沐"
    url: "https://space.bilibili.com/1567748478"
    type: builder
    topics: [deep-learning, research, machine-learning, paper-reading]
    domain: [research, data-science, general]
    level: intermediate
    description: "亚马逊首席科学家，《动手学深度学习》作者，B 站论文精读系列开创者"
    language: zh
    role: educator
    links:
      bilibili: "https://space.bilibili.com/1567748478"
      github: "https://github.com/mli"
      website: "https://d2l.ai/"

  - id: b015
    title: "苏剑林 (苏神)"
    url: "https://kexue.fm/"
    type: builder
    topics: [research, llm, attention, theory]
    domain: [research, llm-app]
    level: advanced
    description: "追一科技研究员，中文 NLP 社区技术深度天花板，RoPE/GAU 等创新架构提出者"
    language: zh
    role: researcher
    links:
      website: "https://kexue.fm/"
      github: "https://github.com/bojone"

  - id: b016
    title: "刘知远"
    url: "https://nlp.csai.tsinghua.edu.cn/~lzy/"
    type: builder
    topics: [research, llm, knowledge-graph, nlp]
    domain: [research, llm-app]
    level: advanced
    description: "清华大学副教授，ChatGLM 技术负责人，中文大模型研究核心人物"
    language: zh
    role: researcher
    links:
      website: "https://nlp.csai.tsinghua.edu.cn/~lzy/"
      github: "https://github.com/thunlp"

  - id: b017
    title: "张俊林"
    url: "https://www.zhihu.com/people/zhang-jun-lin-76"
    type: builder
    topics: [llm, rag, practice, deployment]
    domain: [llm-app, ai-agent]
    level: intermediate-to-advanced
    description: "新浪微博 AI Lab 负责人，中文 LLM 应用实战经验分享最系统的从业者"
    language: zh
    role: engineer
    links:
      zhihu: "https://www.zhihu.com/people/zhang-jun-lin-76"

  - id: b018
    title: "宝玉 (dotey)"
    url: "https://x.com/dotey"
    type: builder
    topics: [overview, llm, agent, practice]
    domain: [general, llm-app, ai-agent]
    level: beginner-to-intermediate
    description: "中文 AI 社区最活跃的信息翻译+转述者，第一时间同步海外 AI 动态"
    language: zh
    role: engineer
    links:
      x: "https://x.com/dotey"

  - id: b019
    title: "李rumor"
    url: "https://www.zhihu.com/people/rumor-lee"
    type: builder
    topics: [llm, practice, rag, fine-tuning]
    domain: [llm-app]
    level: intermediate
    description: "知乎 LLM 领域高赞作者，大模型应用实战经验分享，RAG/微调技术详解"
    language: zh
    role: engineer
    links:
      zhihu: "https://www.zhihu.com/people/rumor-lee"

  - id: b020
    title: "吴松泽 (Datawhale)"
    url: "https://github.com/datawhalechina"
    type: builder
    topics: [machine-learning, deep-learning, llm, practice]
    domain: [general, data-science]
    level: beginner-to-intermediate
    description: "Datawhale 负责人，中国最大开源学习社区，组队学习+开源教程生态建设者"
    language: zh
    role: educator
    links:
      github: "https://github.com/datawhalechina"
      website: "https://datawhale.club/"

  - id: b021
    title: "面壁智能团队"
    url: "https://x.com/OpenBMB"
    type: builder
    topics: [llm, agent, research, open-source]
    domain: [llm-app, ai-agent, research]
    level: intermediate
    description: "CPM/MiniCPM/ChatDev 背后团队，清华系开源大模型+Agent 研究的中坚力量"
    language: zh
    role: researcher
    links:
      x: "https://x.com/OpenBMB"
      github: "https://github.com/OpenBMB"

  - id: b022
    title: "贾扬清"
    url: "https://x.com/jiayq"
    type: builder
    topics: [mlops, deployment, practice, infrastructure]
    domain: [mlops, llm-app]
    level: intermediate-to-advanced
    description: "Lepton AI CEO，前 Meta AI 平台负责人，Caffe 框架作者，AI Infra 领域顶级专家"
    language: zh
    role: founder
    links:
      x: "https://x.com/jiayq"
      github: "https://github.com/Yangqing"

  - id: b023
    title: "陈丹琦"
    url: "https://www.cs.princeton.edu/~danqic/"
    type: builder
    topics: [research, llm, nlp, rag]
    domain: [research, llm-app]
    level: advanced
    description: "普林斯顿大学助理教授，RAG/In-Context Learning 研究标杆，DSIR 作者"
    language: zh
    role: researcher
    links:
      website: "https://www.cs.princeton.edu/~danqic/"
      scholar: "https://scholar.google.com/citations?user=dMVF5MUAAAAJ"

  - id: b024
    title: "谢赛宁"
    url: "https://xisainan.github.io/"
    type: builder
    topics: [research, multimodal, deep-learning, aigc]
    domain: [research, aigc]
    level: advanced
    description: "NYU 助理教授，ConvNeXt/LLaVA 共同作者，视觉+多模态研究核心贡献者"
    language: zh
    role: researcher
    links:
      website: "https://xisainan.github.io/"
      x: "https://x.com/xaboratory"

  - id: b025
    title: "Simon Willison"
    url: "https://simonwillison.net/"
    type: builder
    topics: [llm, ai-engineering, tool-use, open-source]
    domain: [llm-app]
    level: intermediate-to-advanced
    description: "Django 联合创始人，Datasette 作者，以工程师视角最深入跟踪 LLM 工具链演进的博主"
    language: en
    role: engineer
    links:
      website: "https://simonwillison.net/"
      x: "https://x.com/simonw"
      github: "https://github.com/simonw"

  - id: b026
    title: "Chip Huyen"
    url: "https://huyenchip.com/"
    type: builder
    topics: [mlops, ai-engineering, system-design, llm]
    domain: [llm-app, data-science]
    level: intermediate-to-advanced
    description: "《实时机器学习》《AI 工程》作者，定义了 AI Engineering 角色和 MLOps 最佳实践"
    language: en
    role: engineer
    links:
      website: "https://huyenchip.com/"
      x: "https://x.com/chipro"
      github: "https://github.com/chiphuyen"