NSF ARM-MIP · THE PLATFORM
The first self-driving laboratory for metallurgy as a user facility
Supported by the U.S. National Science Foundation, ARM-MIP will put robots and AI to work on the repetitive labor of alloy discovery, so scientists can focus on discovery itself.
200+
Users a year the platform is designed to reach
50→200+
Alloys per month, year one to year six
300+
Researchers expected to be trained by year six
50%
Share of equipment time planned for outside users by year six
Design targets set by the ARM-MIP team.
The Loop
Predict, make, learn, repeat.
Three steps will run continuously, and the loop sharpens with every batch.
Simulate
Simulations predict what is likely to happen before any metal is poured, so the robots spend their time on experiments worth running.
Make & Test
Robots will melt, shape, heat-treat and test alloys around the clock.
Learn
AI analyzes each result and chooses what to make next, the way an experienced metallurgist would, but far faster and without delay.
What Sets It Apart
Same chemistry, different metal.
Most efforts to speed up materials discovery change only the recipe: which elements go in, and how much of each. ARM-MIP will also control how the metal is made, meaning how hot it gets, how fast it cools and how it is worked. That processing history sets the metal’s internal structure, and the structure decides whether a material can survive inside a jet engine. Two pieces of metal with the same chemistry can behave nothing alike, depending on how each was made. A blacksmith quenching a blade shows the same effect.
News & Updates
Materials science news, on and off the platform.
Aug. 3, 2026 By Alyssa Schaechinger
Texas A&M to build first national self-driving laboratory for metals, open to researchers nationwide
Sep. 4, 2026 By Leon Contreras
NSF backs Texas A&M tool that speeds materials discovery
May 25, 2026 By Leon Contreras
A faster way to find extreme-temperature alloys
See what ARM-MIP could do for your alloys.
The platform is built to run continuously, with robots making and testing alloys while AI chooses what to try next. Tell us about your project and we’ll help you figure out how it fits.