https://ezablocki.com/tags/pydantic/ Recent content in Pydantic on Eugeniusz Zabłocki Blog Hugo -- gohugo.io en-us © Eugeniusz Zabłocki Thu, 21 May 2026 10:00:00 +0200 https://ezablocki.com/posts/sentinel-ai-part-2-structured-outputs/ Thu, 21 May 2026 10:00:00 +0200 https://ezablocki.com/posts/sentinel-ai-part-2-structured-outputs/ In Part 1, we built a lightning-fast, concurrent highway for Sentinel AI—our local license compliance auditor. By leveraging LangGraph’s Map-Reduce pattern, parallel subgraphs, and database caching, we dropped the execution time for 60+ dependencies down to the speed of a single item. But building a fast highway is only half the battle. When you populate that highway with reasoning models like deepseek-r1, you quickly realize they are incredibly talkative. They emit long, unpredictable streams of internal monologues, chain-of-thought steps, and conversational nuance.