Agent Academy

Built an automated evolution system that improves Claude Code agents using genetic algorithms. Treats agent prompts as a population of candidates, tests them against programming benchmarks, scores them with a multi-persona jury of specialized evaluators, and breeds the next generation through crossover and mutation. Runs unattended overnight with checkpoint/resume support.