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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

Author

Tianshu Sun

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Preprint Jul 2026

A Diagnostic Framework for AI Agent Behavior

A diagnostic framework for AI agent behavior: layer attribution is proposed, which clarifies three consequences: surrogate validity is a model-task-layer relation, human-AI divergence provides diagnostic evidence, and governance requires source attribution before intervention.

Xichen Zhang, Yingjie Zhang, Tianshu Sun · 0 citations

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