Phase 13: Tools & Protocols
AI From Scratch/Lesson 11/~75 minutes

MCP Sampling — Server-Requested LLM Completions and Agent Loops

Most MCP servers are dumb executors: take arguments, run code, return content. Sampling lets a server flip direction: it asks the client's LLM to make a decision. This enables server-hosted agent loops without the server owning any model c...

BuildPython (stdlibsampling harness)
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