Rutgers Biomedical Engineering

Self-driving labs for polymer biomaterials and drug delivery.

We close the loop between robotic synthesis, high-throughput characterization, and machine learning to discover bioactive polymers faster than human-led design.

How we work

A closed loop, running continuously

We treat discovery as a cycle. Robots make and measure; models learn and decide what to make next — Design, Build, Test, Learn, without waiting on human-led design.

The Design, Build, Test, Learn closed loopA continuous cycle of four stages — Design, Build, Test, and Learn — connected in a ring to represent closed-loop, self-driving experimentation.DesignBuildTestLearn

Publications

Featured work

  • 2026

    Automated active learning to optimize hydrogel drug release profiles

    Journal of Controlled Release

  • 2026

    Self-driving lab for the data-driven design of single-chain polymer nanoparticles

    Cell Press Blue (in press)

  • 2025

    Automation-assisted photoinduced atom transfer radical polymerization

    ACS Polymers Au

All publications

News

Latest

  • July 1, 2026

    A new home for the Gormley Lab

    We're rebuilding the lab website around self-driving labs — robotic automation and machine learning for polymer biomaterials and drug delivery.

  • June 5, 2026

    A self-driving lab designs single-chain polymer nanoparticles

    Our self-driving lab closes the loop — designing, making, and testing single-chain polymer nanoparticles with machine learning in the driver's seat.

  • March 25, 2026

    A user's guide to building your first self-driving lab

    A practical, build-it-yourself guide to standing up your first self-driving liquid-handling lab — published in Digital Discovery.

All news

We're recruiting curious scientists and engineers.

Interested in automation, machine learning, and the future of biomaterials discovery? We'd like to hear from you.

Join the lab