
The proliferation of Large Language Models in software engineering has accelerated the initial drafting of code to a point where human review cycles are becoming the primary source of technical debt. While a developer using sophisticated AI assistants can now generate complex microservices or frontend components in a matter of seconds, the downstream infrastructure designed to validate that code remains










