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Open access Jul 2026

AI-enhanced framework for optimizing CRISPR-Cas gene editing in crop biotechnology addressing regulatory challenges and opportunities in global agricultural practices

The ARO is introduced, an AI enhanced framework designed to support CRISPR Cas genome editing in crop biotechnology under biologically, regulatorily, and contextually constrained conditions that combines constrained optimization refinement, probabilistic uncertainty modeling, and adaptive regulatory planning.

Li Zhu, Jinzhou Huang, Cheng Xie · 0 citations