You can safely automate continuous code improvement by combining LLM agents that act as power users, unbeatable verification tests, and automated pause gates that catch quality degradation before it ships.
A framework for autonomous software development where LLM agents continuously test and improve code against a specification. The system uses synthetic user testing at 1,000x human speed, ground-truth verification tests, and automated quality gates to safely evolve codebases without human intervention—validated on production systems with 1,000+ merged changes and zero regressions.