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Source arXiv Artificial Intelligence export.arxiv.org Analyst
October 16, 2026 ai_technology research

The World Won't Wait: Evaluating and Teaching Agents Under a Live Clock

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Overview

arXiv:2610.20665v1 Announce Type: new Abstract: Large language model (LLM) agents can solve complex interactive tasks, yet reasoning and tool calls take time. In continuously changing environments, an otherwise correct action may arrive too late. We introduce RealtimeBench, with 180 tasks across six game types, to evaluate agents while games continue running during inference. Paired evaluations show that GPT-6.1-sol outperforms the faster Jev when games are paused, but falls behind when they kee

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