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AI Engineering

Stop Parsing Strings: Treating LLMs Like Type-Safe Microservices

with André Behrens

Friday 10 July 15:40 – 16:10 Stage 8 - powered by Red Hat

About This Session

In 2026, "vibe coding" is a technical debt trap. Sending prompts into a black box and hoping for valid JSON is no longer an acceptable engineering standard. This session introduces a shift toward Deterministic AI Architecture, treating the LLM not as a chatbot, but as a strongly-typed microservice. We will demonstrate how to move from "prompt engineering" to "schema engineering" using PydanticAI. We’ll cover the mechanics of structured outputs, constrained decoding, and the "Self-Healing" pattern. Finally, we’ll pull back the curtain on the "Latency Tax" and the "Reasoning Lobotomy" to show when structure helps—and when it actually hinders—your model’s intelligence.

Topics

  • AI Standards
  • Large Language Models (LLMs)
  • Python
  • Software Architecture