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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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Tian-Le Zhou

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#natural language process... Preprint Oct 2026

Agentic University: Collaborative Agents for Personalized Learning

Large language models support personalized tutoring, content generation, and adaptive learning paths. However, capability development requires these resources and interactions to form a coherent learning process that evolves with the learner. A central challenge is to align goals, activities, and assessment while using...

Jing-Ru Fan, Tian-Le Zhou, Yu-Jie Zhou et al. · 0 citations
Preprint Sep 2026

StateFork: Branchable Infrastructure for Agent Exploration

AI agents improve task success by exploring multiple trajectories, but for computer-use agents each trajectory modifies external environment state. Branching from an intermediate point is correct only when restoration is observation-equivalent - future actions produce the same observations - and practical only when cre...

Jia-Kai Xu, Tian-Le Zhou, Georgios Liargkovas et al. · 0 citations

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