Discovery Arena

Pick a disease target, design a molecule with AI, and try to beat the score of the drug that real scientists use today.

targets unlocked

Choose a target to open its briefing — you can set the number of turns and the win threshold before you start.

Educational research simulation. Deep2Lead is an early-stage computational platform. Predictions come from software models — some measured, several simulated, several unavailable — and may be incomplete or inaccurate. Results do not establish safety, efficacy, manufacturability, clinical benefit, or regulatory approval. Laboratory experiments, expert review, clinical studies, and regulatory evaluation are required before any real-world use.

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Deep2Lead

Learn drug discovery by doing it
in the Generative AI Era

Deep2Lead turns early drug-discovery concepts into guided, hands-on computational learning. Explore protein targets, design and evaluate molecular candidates, study multi-objective tradeoffs, and investigate the promise and limits of quantum computing.

"Dad, why don't we make it a game — the disease is the final enemy, and the drug is your ammunition."
— Tanisha Chawdhury, Franklin High School Sophomore

📄 Deep2Lead Paper 🧭 Learning Hub

Independent research by Tarun & Tanisha Chawdhury · DLYog Lab · Educational use only

⚠ Educational Use Only: Deep2Lead prioritizes computational candidates for learning and early research. Scores are not medical advice, clinical validation, safety evidence, manufacturing evidence, or a replacement for laboratory research. All third-party trademarks are the property of their respective owners. No affiliation or endorsement implied.