Closing the verification loop, Part 2: Fully autonomous optimization

The article describes an autonomous system for real-time code optimization that uses LLM-driven evolutionary search to generate and verify specialized WebAssembly modules for time-series aggregation. By removing human intervention from the loop, the system can rapidly hot-swap optimized algorithms into running services, achieving performance improvements of up to 541% over existing production baselines.