Partnering

Partnering to close the loop between observation and action.

We collaborate with research institutions, AI platforms, and deep-tech pioneers to engineer the physical execution layer for closed-loop systems — bridging agentic intelligence with deterministic hardware across life science, medicine, and quantum sensing.

ACUITYnano contributes its core capability: unifying high-resolution multi-modal sensing, real-time edge decision engines, and deterministic non-contact field actuation into a single deterministic loop.

As agentic AI and vision models move into laboratory and clinical environments (Physical AI), high-level software requires physical execution layers with hard safety guarantees, microsecond response times, and zero tolerance for model drift. We provide the hardware, firmware, and real-time control layer that turns AI directives into precise, repeatable physical action.

We partner with teams developing autonomous laboratory platforms, image-guided surgical and therapeutic systems, closed-loop cell manufacturing, and quantum instrumentation.

How we engage

Systems Engineering & R&D Advisory

We co-architect closed-loop sensing, actuation, and physical AI execution layers under demanding physical and biological constraints — from feasibility studies to deterministic safety specifications.

Instrument & Product Co-Development

From optical path modeling and edge control firmware to hardware-in-the-loop prototypes, we co-develop the complete instrument layer required to connect high-level software and agentic workflows to physical actuation.

Technology Commercialization & Joint IP

We bridge laboratory discovery and industrial deployment — validating real-time control limits, securing hardware-in-the-loop interfaces, and shaping defensible IP for closed-loop physical systems.

See how these partnerships play out in practice in our Solutions case studies.

ACUITYnano collaborates with leading universities and research institutions

  • University of Maryland
  • University of Maryland School of Medicine
  • National Institute of Standards and Technology (NIST)
  • Memorial Sloan Kettering Cancer Center
  • National Institute of Biomedical Imaging and Bioengineering (NIH)
  • Yale University School of Medicine
  • HHMI Janelia Research Campus
  • Worcester Polytechnic Institute (WPI)
  • The George Washington University
  • Johns Hopkins University

Get in touch to discuss a partnership.