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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Xue-Chun Li

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Preprint Sep 2026

ADF-EA: A Unified Execution Assurance System for Agent Device Foundation

Agents based on large language models (LLMs) can access heterogeneous devices through tools and APIs, but reliable execution must account for unmet effects, uncertain outcomes, and changing prerequisites. A command may be acknowledged without producing its intended effect, while missing feedback may obscure an action t...

Xue-Chun Li, Jia-Xin Liang, Jie Li et al. · 0 citations

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