Dataharvest 2026

Agentic AI with Pydantic AI

Jonathan Soma

Hands-on notebooks for building agentic workflows, structured extraction, tool use, web research, tracing, and local orchestration with Pydantic AI.


01. Pydantic AI basics

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Pydantic AI basics

Use Pydantic AI for model calls, structured outputs, image inputs, web search, custom tools, instrumentation, and MCP toolsets.


02. Pydantic AI agents in action

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Pydantic AI agents in action

Build a tip-triage agent that combines Tavily search, Perplexity search, structured output, and optional Braintrust tracing.


03. Pydantic AI and property ownership (orchestration)

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Pydantic AI orchestration

Chain extraction, public records lookup, assessment search, and applicant research into a reporting workflow.


04. Pydantic AI and oil spills (more orchestration)

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Pydantic AI orchestration

When do we really need AI?