#enzyme-design News & Analysis

2 articles tagged with #enzyme-design. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 197/10

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Emyx: Fast and efficient all-atom protein generation

Emyx, a 140M-parameter conditional flow matching model, achieves superior protein generation performance while requiring 4x less training compute than existing systems like RFdiffusion3. The model demonstrates that enzyme design generators can operate efficiently without inheriting expensive architectures from structure prediction systems, outperforming larger competitors on strict geometric accuracy and structural diversity benchmarks.

AIBullisharXiv – CS AI · Jun 97/10

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SurfDesign: Effective Protein Design on Molecular Surfaces

Researchers introduce SurfDesign, a novel protein design framework that conditions on molecular surface geometry rather than just backbone structure, integrating surface-based equivariant message passing with pretrained protein language models. The method significantly outperforms existing approaches on de novo binder and enzyme design benchmarks, demonstrating that manifold-aware surface representations provide a more effective foundation for functional protein design.