About the Event
Automated, self-driving laboratories that design, execute, and analyze experiments at a scale unavailable in conventional research settings have the opportunity to catalyze innovation across the science and engineering enterprise. NSF has recently invested $380 million in 20 teams to establish the National Science Foundation Test Bed: Toward a Network of Programmable Cloud Laboratories (NSF PCL Test Bed) initiative, a national network of AI-enabled automated laboratories spanning seven areas of science and engineering. Across two days of team presentations, posters, and breakout discussions, the PCL Test Bed Kickoff Meeting will set the stage for these teams to collaborate, share ideas and identify initial priorities for interoperable data standards, shared infrastructure, and coordinated safety and security across the network. Participants will include PIs and key team members from each team, alongside NSF program staff, industry participants, and international counterpart projects.
Agenda
Sessions and timing subject to change.
Thursday, September 24, 2026
JHU Bloomberg Center Auditorium
- 8:00 AM – Registration, Breakfast, Networking
- 8:30 AM – Welcome and Introductory Remarks
- 9:00 AM – Panel: Why Programmable Cloud Laboratories, Why Now?
- 9:40 AM – Meet the PCL Network I (Nodes 1-5)
- 10:35 AM – BREAK
- 11:05 AM – Meet the PCL Network II (Nodes 6-10)
- 12:00 PM – The Future of AI-Enabled Scientific Discovery
- 12:40 PM – NETWORKING LUNCH
- 1:45 PM – Meet the PCL Network III (Nodes 11-15)
- 2:40 PM – Global Perspectives on Programmable Laboratories
- 3:20 PM – BREAK
- 3:50 PM – Meet the PCL Network IV (Nodes 16-20)
- 4:50 PM – Session TBA
- 5:00 – ADJOURN
Thursday Evening Showcase Reception
Senate Hart Building SH-216
- 5:30 PM – Registration
- 6:00 PM – Program TBA
- 8:00 PM – Reception Concludes
Friday, September 25, 2026
Convene Hamilton Square
- 8:00 AM – Breakfast and Networking
- 8:30 AM – Welcome
- 8:40 AM – From 20 Nodes to One Network
- 9:25 AM – Collaborating and Innovating with the Astera Institute
- 9:55 AM – PCL Network Portal
- 10:10 AM – BREAK
- 10:30 AM – Breakout Sessions 1-3
- Breakout 1 – AI in the Loop
- Breakout 2 – Science Drivers
- Breakout 3 – Computational Needs/Requirements
- 12:00 PM – NETWORKING LUNCH
- 12:30 PM – OKN Presentations and Panel (Concurrent with Lunch)
- 2:00 PM – Breakout Sessions 4-6
- Breakout 4 – Data Accessibility & Standards
- Breakout 5 – Human-in-the-loop
- Breakout 6 – Node Management and User Support
- 3:30 PM – Plenary discussion, wrap-up, next steps
- 4:00 PM – ADJOURN
Node Presentations
A Cloud Lab with AI-Integrated Remote Experimentation (CLAIRE)
AI-Driven, Rapid, Experimental Automation Machine (DREAM) Cloud Lab for Protein Engineering
Collaborative for the Realization of Autonomous Biomanufacturing – The CRAB Lab
The AI-Enabled Bio-Inspired Materials Discovery Ecosystem (AI-BIOME)
Programmable Cloud Lab Node at Carnegie Mellon University
GEMSTONE: Development and Application of Standards for Automation of Science
Towards a General Platform for AI-Driven High-Throughput Reaction Discovery and Automation
PoLARIS: Polymer Laboratory for AI, Robotics, Informatics, and Standards
The AI Materials and Manufacturing Pilot Facility Node (PCL-AIMMPF)
The Artificial Intelligence for Materials Design Network (AIMD-NET)
ATHENA: Advanced Testbed for High-throughput Experimentation in Nano- and Atomic Science
Purdue Intelligent Codesign Cloud Lab for Non-Equilibrium and Low-Dimensional Materials (ICoN-PCL)
Layered and Thin-film Technologies with Intelligent Cloud Experimentation (LATTICE)
Bringing Electronics Prototyping Home: A National AI-Driven Cloud Laboratory
Event Organizers
The PCL Test Bed Kickoff Meeting is convened by the National Science Foundation PCLNET, the Astera Institute, and the Engineering Biology Research Consortium (EBRC). Thank you to our hosts at the Johns Hopkins University Bloomberg Center for hosting day one of the meeting.


