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Add human-focused README.md to every skill and bundle directory
Each README is written for a human audience, explaining: - What the skill does (not what format it follows) - What benefit the user gets from installing it - Quick setup and usage patterns - When to load/trigger the skill - What scripts, references, and templates it ships data-scientist already had a README — left unchanged. 48 READMEs added across all skill and bundle directories.
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# LangChain — LLM Application Framework
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An expert-level skill for building LLM-powered applications with LangChain — the most widely adopted LLM orchestration framework. LCEL chains, RAG pipelines, agents, LangSmith observability, and LangServe deployment.
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## Why Install This Skill
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When your agent loads this skill, it becomes a **LangChain expert** who can:
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- **Build chains with LCEL** — `prompt | model | parser` composition with the Runnable interface
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- **Create agents** — `create_agent` with tools (not legacy AgentExecutor)
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- **Implement RAG pipelines** — document loading, splitting, embedding, retrieval, generation
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- **Add observability** — LangSmith tracing for production debugging
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- **Deploy with LangServe** — REST API deployment for production
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## What You Get
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| Directory | Purpose |
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|-----------|---------|
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| `SKILL.md` | Core principles, pipeline modes, where-to-start table, quick reference |
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| `references/` | LCEL reference, RAG strategies, agent patterns, LangSmith, LangServe, framework comparisons |
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## Framework Comparison
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LangChain is the broadest LLM framework with 1000+ integrations. Its agents now run on LangGraph underneath. Use LangChain for rapid prototyping and broad integration support; drop to LangGraph when you need full state-machine control.
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## Requirements
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Python 3.8+ with `langchain`, `langchain-community`, and provider-specific packages.
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