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Seunghyun Do

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#artificial intelligence Review Sep 2026

Foundations of Proactive Agents: Principles, Technical Layers, and Proactivity-Gym

Proactive LLM agents can turn idle compute into useful support before users ask. Yet even correct work can misread user context, impose review costs, or undermine trust. This work proposes foundations for designing, realizing, and evaluating proactive LLM agents around three joint principles (3T): Task Capability, anti...

Jio Oh, Seunghyun Do, Young-Jun Lee et al. · 0 citations

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