Tuning the Stochastic Machine: A Systems Engineer's Operating Model for Human-AI Engineering

When an expert corrects an LLM assistant's error, the correction usually dies with the session, and the error class returns.

When an expert corrects an LLM assistant's error, the correction usually dies with the session, and the error class returns. I argue this is an operations problem, not a tooling problem: mechanisms for persisting corrections exist and are shipping, but the discipline for…