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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

Wangfan Li

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Review Aug 2026

Prompt-Level Supervisory Alignment for Anticipatory Manuscript Revision

Researchers increasingly use large language models (LLMs) to revise manuscripts in response to peer reviews, yet this adoption is largely unprincipled and risks the ironies of automation. Prompt-Level Supervisory Alignment (PLSA) applies Supervisory Control Theory as a structured prompting strategy for LLM-assisted man...

Wangfan Li, Sofia Abilene Campos Hernandez, Carlos Toxtli · 0 citations

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