~/talk

Human seeded Evals

slides:none on file

Introduces using Pydantic models as executable contracts so the LLM returns structured output, then feeds validation-as-feedback back into the model to correct errors; demo uses Pydantic AI with Gemini and an observability backend Logfire, showing a simple DOB validator that causes two calls to the model and then a successful retry. Also demos type-safe agent tools for record/retrieve memory, shows a failed run then a successful run with trace timing and cost.

AI-written summary · about

  1. 0:00Introduction
  2. 0:44Building reliable AI apps
  3. 1:05Type safety in AI applications
  4. 2:10What is an AI agent?
  5. 3:34Minimal agent example
  6. 5:59Validation error handling
  7. 7:03Type safety benefits
  8. 8:09Agents with typed tools
  9. 9:53Memory tool demo
  10. 11:42Observability and pricing
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