Research: Are LLM agents time-aware and can they estimate task duration?

xeophon · x · 2026-08-18

Researchers published a new blog post investigating whether LLM agents possess time awareness. The study examines if agents can predict the wall-clock time of tasks and estimate the duration they spend. Experiments were conducted across a range of tasks, including long-horizon benchmarks like ProgramBench, PaperBench, and DeepSWE.

Related event: New Study Probes Whether LLM Agents Have a Sense of Time(2 posts)→

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