I built a custom multi-agent framework (GenOS) to autonomously evolve algorithms. I pitted the 3 fundamental AI paradigms against an NP-Hard problem. Here is what happened.

Hey everyone, For a while now, I’ve been developing a proprietary multi-agent framework called GenOS . Without giving away the exact mechanics, GenOS is an orchestrator where autonomous LLM sub-agents write, compile, benchmark, and iteratively evolve Rust code to solve extremely complex algorithmic challenges. They share knowledge, compete, and evolve their architectures over dozens of generations. The Challenge: I