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Path 3 · AI Pipelines

~1 hour. LLM stages that stay affordable, MCP tools that act, humans in the loop.

  1. Your first LLM stage — rules filter, the model reasons over the residue.
  2. Acting with MCP tools — the full observe → decide → act loop.
  3. Human-in-the-loop approval via MCP — phase 2 · blocking approval is supported; the tutorial is being written.

Where you land: your pipeline reasons with a model where it's worth it and acts on the world through tools — with every decision and action on an auditable topic.