Matwings Technology

AI-Driven Protein Engineering Function Prediction and Design Pioneer

[Matwings Technology @Matwings]

Matwings is pleased to sponsor the Changjiang Cup 2026 Global AI Protein Design Challenge. We look forward to seeing how researchers and teams from around the world respond to the challenge.

Registration closes Oct 31—see the post below.

#ProteinDesign #AIforScience

[Yang Tan @mashiroaugust]

AI is opening new possibilities in de novo protein design—and the next critical test is experimental validation.

I’m pleased to share the Changjiang Cup 2026 Global AI Protein Design Challenge, an initiative I’ve had the opportunity to support.

[Matwings Technology @Matwings]

On Sept 23, Mingchen Li, Chief Scientist at Matwings AI Lab, will share how high-quality data can power AI protein design and accelerate R&D and validation.
🎤 High-Quality Data-Driven Agent for Protein Design
🕙 10:00–10:20
📌 Session 1: AI for Pharma

#AIforScience #BPDSingapore2026

[Matwings Technology @Matwings]

Matwings is joining #BPDSingapore2026 as a co-organizer on Sept 22–23!
The event brings together biopharma companies, research institutions and technology partners to explore advances in bioprocess development and industry innovation. 🧵

[Matwings Technology @Matwings]

At Booth T06, Matwings will showcase MatwingsVenus™ and how AI-driven protein design can connect with automated experimentation to support real-world biopharma R&D.
📍 Marina Bay Sands Expo and Convention Centre, Singapore

[Matwings Technology @Matwings]

Start using MatwingsVenus™:
https://t.co/0ydSRNIyYd

[Matwings Technology @Matwings]

Powerful AI models are still hard to use in day-to-day protein R&D. Why?

Dr. Yang Tan, our Technical Scientist, highlights 3 challenges—data, models & applications—and a vision for closed-loop R&D with AI agents, reflected in our work on MatwingsVenus™. 👇
#AIforScience

[Yang Tan @mashiroaugust]

Why is powerful AI still so hard to use in everyday biological research?
In this video, I break the challenge into three layers: data, models, and applications—and share how AI agents could bring AI and protein expertise together to support real R&D.
#AIforScience #AIAgents

[Matwings Technology @Matwings]

Explore VenusFold:
Code: https://t.co/qz0gIANTt9
Model weights: https://t.co/eUZxJAaopp
Try it on MatwingsVenus™: https://t.co/0ydSRNIyYd

We invite researchers to test VenusFold on challenging targets and share their feedback.
#MatwingsVenus #OpenSource

[Matwings Technology @Matwings]

🚀Protein–ligand structure prediction, with open code and weights.
VenusFold achieved 69.78% docking success on the FoldBench protein–ligand benchmark.📊✨
We’ve released the inference code and model weights.
Code & weights in the next post ↓
#AIforScience

[Matwings Technology @Matwings]

VenusFold uses the all-atom diffusion framework of AlphaFold 3 and Protenix. Its gains primarily come from two training improvements:
• Min-SNR loss weighting (γ=5)
• Muon optimization for matrix-valued parameters in the Pairformer and MSA modules.

[Matwings Technology @Matwings]

Can AI agents automate molecular docking?

Our technical expert explores how MatwingsVenus™ uses natural language to prepare structures and run AutoDock Vina or DiffDock.

Could this be the future of scientific computing?

#AIforScience #MolecularDocking #MatwingsVenus #ProteinDesign

[Yang Tan @mashiroaugust]

A docking workflow from our team’s MatwingsVenus™: one prompt to prepare structures and run AutoDock Vina & DiffDock.
I walk through both workflows and compare the outputs in this video ⬇

#AI #DrugDiscovery

[Matwings Technology @Matwings]

@mashiroaugust Thanks to Dr. Tan for the wonderful walkthrough! Glad to see MatwingsVenus™ making molecular docking preparation so simple.
👉Try MatwingsVenus™ here: https://t.co/0ydSRNIyYd

[Matwings Technology @Matwings]

This recognition marks a milestone—and a responsibility.

We’ll keep advancing AI protein design to make it more precise, efficient and accessible.

Try MatwingsVenus™:
https://t.co/0ydSRNIyYd

#AIForBiology #ProteinDesign #ForbesAsia

[Matwings Technology @Matwings]

Matwings Technology has been named to the Forbes Asia 100 to Watch 2026—one of just 10 mainland Chinese companies selected.

Here’s how we’re building an AI-driven, closed-loop platform for protein R&D. ����

[Matwings Technology @Matwings]

The platform is paired with an AI-powered lights-out lab:

AI design → automated wet-lab experiments → iterative data feedback

Automation spans plasmid construction and extraction, protein expression and protein purification.