Environment Duels: A Microcosm of LLM Co-Evolution.

arXiv:2610.30116v1 Announce Type: cross Abstract: Through a tangle of real-world interactions, from synthetic training pipelines to data shared on the open web, frontier LLMs absorb what their predecessors and competitors create. How well does each model play