April 25, 2026

Monitoring LLM behavior: Drift, retries, and refusal patterns

a room filled with lots of white chairs
Mars Plex / Unsplash

The stochastic challengeTraditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests. On the other hand, generative AI is stochastic and unpredictable. The exact same p...