“Big breakthroughs happen when what is suddenly possible meets what is desperately necessary.”
Thomas Friedman
New York Times, 2012
We Build Intelligence for the Physical World
From atoms to aircraft, we fuse hard science with machine learning to design, predict, and control the most complex systems on Earth — and beyond.
What Drives Us
The next leap in engineering won’t come from equations alone — it will come from AI that understands physics.
At MAIL, we combine the deep rigor of mechanical engineering with the speed and adaptability of artificial intelligence to crack problems once thought unsolvable. Whether it’s simulating molecular dynamics a thousand times faster or giving robots the brains to master unpredictable environments, our goal is simple: push the limits of what’s possible.
Explore Our Research – See how we’re using neural operators, transformers, and AI agents to revolutionize simulation and design.
Meet the Team – A fearless crew of scientists and engineers with roots in mechanics, AI, biology, and materials.
Read Our Work – Publications, news, and media coverage from the frontiers of AI-powered engineering.
Collaborate – We partner with academia, industry, and government to turn blue-sky ideas into impact.