AI Application Engineering Roadmap

Learn to build reliable LLM apps, not just demos.

中文 AI 应用工程师学习路线：从 LLM、Prompt、RAG、Agent、MCP 到评测、生产上线和面试作品集。Now with bilingual tutorials for hands-on learning.

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End-to-end RAG Tutorial

Build a personal knowledge base assistant from API call to chunking, embeddings, citations, evaluation, and launch checks.

Production Checklists

Use RAG production, Agent safety, and Prompt review checklists to move from prototype to safer production systems.

Bad Cases and Templates

Learn from RAG failure modes and reuse templates for architecture docs, eval datasets, prompts, and project READMEs.

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