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@rohanpaul_ai: Should your agent's training environment look like your eval set? AgentMercury says no, and shows that worlds built fro…

X AI KOLs Following · 2026-08-27 Cached

AgentMercury shows that training AI agents in simulated business environments generated from plain descriptions can transfer effectively to evaluation benchmarks, even if the training worlds are unrelated. The system improved performance through fine-tuning on construction traces.

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#business-scenarios

AgentMercury: Your Agent Can Synthesize Verifiable Environments for Business Scenarios at scale

arXiv cs.CL · 2026-08-24 Cached

AgentMercury introduces a scalable framework for synthesizing verifiable environments from business scenarios, enabling reinforcement learning agents to improve performance on enterprise and out-of-domain benchmarks.

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#business-scenarios

@jeongminby98858: New paper Release paper: https://arxiv.org/abs/2608.20634 project: https://minstar.github.io/AgentMercury/index.html… h…

X AI KOLs Timeline · 2026-08-24 Cached

A new research paper introduces AgentMercury, a scalable framework for synthesizing executable environments from business scenarios, which improves agent training performance on various benchmarks.

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