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arXiv — cs.AI

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StoreBench: A Live-Commerce Environment for Evaluating and Training Autonomous Operator Agents

Reinforcement learning environments are now a primary lever for improving large language model (LLM) capabilities in post-training, yet most agentic benchmarks remain static: the world moves only when the agent acts, the reward is a terminal verdict, and the pass bar is set…

arXiv — cs.AIBy: Daksh Raghuvanshi, Ved Vedere, Yifan WangOctober 9, 2026 (Oct 9)
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  • Reinforcement learning environments are now a primary lever for improving large language model (LLM) capabilities in post-training, yet most agentic benchmarks remain static: the world moves only when the agent acts, the reward is a terminal verdict, and the pass bar is set…
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StoreBench: A Live-Commerce Environment for Evaluating and Training Autonomous Operator Agents

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