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Author

Su-Yu Ma

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#artificial intelligence Preprint Sep 2026

Constraint-Driven Context Engineering: Designing Domain Interfaces for AI Systems

Constraint-Driven Context Engineering (CDCE), a design approach for engineering domain interfaces for AI systems that identifies and characterises constraints, determines the required context assets, and designs representations through which these assets are made available to AI systems, is proposed.

Xi-Wei Xu, Chen Wang, Meng-Meng Yang et al. · 0 citations
Open access Jul 2026

Evaluating the cross-species transferability and scaling of sequence-to-function predictions in AlphaGenome

This work developed a scoring-approach for AI-agents to autonomously assess AlphaGenome prediction confidence and accurately differentiate between AlphaGenome’s robust sequence-level recognition across species and its current limitations when interpreting un-fine-mapped regulatory variants.

Priya Ramarao-Milne, Suyu Ma, L. Sng et al. · 0 citations

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