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arxiv_llm_reliability · Sep 30, 2026 · paper

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PhantomEnvironments: Training LLM Agents in Fictional Worlds

arxiv.orgSep 30, 2026
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In brief

Training LLM agents with reinforcement learning (RL) is bottlenecked by environments, which must provide verifiable rewards, support long-horizon interaction, and scale cheaply. Existing approaches rely on costly huma...

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