Agents That Ship, Not Just Think: When LLM Self-Improvement Meets Release Engineering
Opening — Why this matters now LLM agents are no longer party tricks. They browse the web, patch production code, orchestrate APIs, and occasionally—quite creatively—break things that used to work. The industry’s instinctive response has been to make agents smarter by turning them inward: more reflection, more self-critique, more evolutionary prompt tinkering. Performance improves. Confidence does not. ...