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NASA Turns to AI to Design Mission Hardware

Ryan McClelland displays a structural mount made of 3D-printed titanium.
Ryan McClelland displays a structural mount made of 3D-printed titanium. Credit: NASA / Henry Dennis

Hardware designed by AI may resemble alien bones, but they weigh less, tolerate more stress, and require a fraction of the time parts designed by humans take to develop.

Spacecraft and mission hardware designed by an artificial intelligence may resemble bones left by some alien species, but they weigh less, tolerate higher structural loads, and require a fraction of the time parts designed by humans take to develop.

“They look somewhat alien and weird,” Research Engineer Ryan McClelland said, “but once you see them in function, it really makes sense.”

McClelland pioneered the design of specialized, one-off parts using commercially available AI software at NASA’s Goddard Space Flight Center in Greenbelt, Maryland, producing hardware he has dubbed evolved structures.

To create these parts, a computer-assisted design (CAD) specialist starts with the mission’s requirements and draws in the surfaces where the part connects to the instrument or spacecraft – as well any bolts and fittings for electronics and other hardware. The designer might also need to block out a path so that the algorithm doesn’t block a laser beam or optical sensor. Finally, more complex builds might require spaces for technicians’ hands to maneuver for assembly and alignment.

Once all off-limits areas are defined, the AI connects the dots, McClelland said, producing complex structure designs in as little as an hour or two…

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The Engineering and Technology Directorate at NASA Goddard designs, builds, and develops space flight technology for American leadership in space. The technical workforce brings this expertise to NASA’s portfolio and supports mission partnerships across the whole of government and industry.

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Page Last Updated: Jul 8, 2025

Page Editor: ETD Web Team

Responsible NASA Official: Hector Dietsch

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