#pydantic
Pydantic: 3 AI articles covering pydantic news, analysis, and research
Articles
Building Multimodal Workflows with a Local LLMβ10
Build a multimodal LLM workflow with Gemma 4 on Ollama to analyze photos locally, transforming images into structured, searchable records for privacy-focused ap...
How to Implement Structured Output with Local LLMsβ10
Learn how to implement structured output with local LLMs using Gemma, Ollama, and Pydantic for reliable data extraction in workflows.
Most RAG Hallucinations Are Extraction Errors: Seven Patternsβ9
RAG failures are often extraction mistakes, not true hallucinations. Use typed generation contracts with seven patterns to enforce correct answer shapes and red...
