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arxiv_cs_cl ยท Oct 21, 2026 ยท paper

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Environment Duels: A Microcosm of LLM Co-Evolution

arxiv.orgOct 21, 2026
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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 its rol...

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