Presentation: From Thousands to One: Building LLM-Powered Selection Systems
LLM non-determinism is killing production systems. Here's how to architect around it.
Why it matters
Practical engineering patterns for integrating LLMs into deterministic production pipelines — schema restriction, discriminator validation, MVC architecture — addressing real reliability and observability challenges practitioners face when shipping LLM-powered selection systems at scale.
The key facts
11 to knowNon-determinism handling in LLM integration
Schema restriction techniques
Semantic text extraction separated from deterministic code
Discriminator models for choice validation
MVC architecture for LLM systems
Database integrity and observability patterns
Production reliability engineering for LLM pipelines
Schema restriction to enforce determinism
MVC architecture for LLM integration
Semantic extraction decoupled from deterministic code
Non-determinism mitigation in production pipelines
Go to the source
InfoQ AI/MLinfoq.com
Publisher excerpt: Jendrik Jördening shares practical engineering strategies for integrating LLMs into production pipelines. He discusses overcoming non-determinism, restricting schemas, separating semantic text extraction from deterministic code, and validating choices using discriminator models. Learn how to…