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arxiv_cs_cl · Jul 14, 2026 · paper
Source brief
Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution
arxiv.orgJul 14, 2026
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In brief
Large language model (LLM) agents increasingly automate multi-step engineering and informatics workflows, yet they rarely ask how much effort a task actually requires. They often follow a maximum-context-first strateg...
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