Experimental Division
QoArc Lab
Pushing the boundaries of what's possible with AI, automation, and computer science research.
"Dual Brain" GNN
A hybrid architecture fusing Graph Convolutional Networks (Topology) with RDKit physics descriptors (Cheminformatics).
192-dim Latent Space
Rigidity Hypothesis
Identifying why legacy PFAS are toxic: "Rigid Crowbars" that physically jam nuclear receptors and trigger toxicity.
Chemical Physics
Discovery Funnel
Scaling molecular screening to 5 Million unique candidates via LSTM-based generation and Reinforcement Learning (PPO).
5M Candidates
Breakthrough: The Unicorn Discovery
By incorporating flexible "ether hinges" (-O-), we identified molecules that achieve perfect safety scores (10/10) while maintaining vital industrial properties.
10/10
Safety Score
50K
Safe Variants