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Build real ML systems end to end.

RAG from Scratch

Build retrieval, grounding, and evaluation in plain Python

Build a ReAct Agent

Reason + Act + Observe loop with tool use, from scratch

Build an MCP Server

Expose tools and resources through an inspectable protocol server

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