Like @AnthropicAI, we gave an agent swarm tools and let it loose on benchmarks.
Ours stayed inside the rules. It found the Headroom Law, recursively improved its own harnesses and set 325 mathematical records.
No university servers were harmed.
alphaxiv.org/abs/2610.nenya-…