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Matthew Trager

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#artificial intelligence Preprint Oct 2026

On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents

We study whether small LLM agents can operate effectively under explicit wall-clock time budgets by both respecting the allocated runtime and using available time productively. We evaluate Qwen3.6-27B on five competitions from MLE-Bench Lite and Qwen3-4B on Zork I (Jericho), two agentic benchmarks where additional comp...

Aaron Wang, Neelabh Madan, Vlad Sobal et al. · 0 citations

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