MatwingsVenus™ is Matwings Technology’s proprietary large model for protein design, featuring two core capabilities: AI-directed evolution & AI enzyme discovery. It breaks through the traditional sequence–structure–function prediction path, enabling fully closed-loop design directly from function to original sequences.
We have pioneered a new R&D paradigm: AI automated design + minimal experimental validation. This drives the industry's shift from expert experience and massive experiments to modern, intelligence-powered R&D.
End-to-end prediction Directly maps sequence to function, boosting efficiency by 100x.
Multi-objective collaboration Simultaneously optimizes activity, stability, tolerance and other critical properties, resolving the problem of loosing one aspect for another in functionality.
Few-shot learning Fast fine-tuning and accurate iteration by using minimal experimental data.
Zero-shot prediction Use the model’s strong generalization to identify high-performance candidate molecules even without experimental data.
Massive scale Ten-billion-level dataset empowers AI unlimited potential.
Rich functional annotations 500 million labels cover temperature, pH, pressure and extreme environments, embedding industrial applicability natively.
Minimal experimentationThe screening is reduced from ten-thousand-leve tests to ten-level, achieving extremely high positive rate.
Quick deliveryThe R&D cycles are shortened to 2–6 months, significantly reducing the industrialization trial and error costs.
Full-stack automationAI Agent autonomously manages literature research, sequence design and experimental validation.
Seamless connectionAutomatically decomposes design tasks and coordinates the execution of automated lab equipment for seamless design–validate cycles.
16th Floor, Building 1, No. 58 Yuanmei Road, Minhang District, Shanghai, China
