Ultra-low-power micro-mechanical resonated matrix calculations replace severely energy/ thermally limited silicon processed AI

https://techxplore.com/news/2026-06-rethinking-ai-hardware-tiny-vibrating.html

"20-nm ferroelectric layer/ suspended vibrating beam integrated computing device stores information electrically/ reads it through the vibrations... consolidated memory storage/ processing... significantly reduced electrical noise/ energy waste during data transfers... performs analog multiplication/ machine learning... 200 distinct electromechanical states possible instead of traditional binary limits, paving the way for highly efficient neuromorphic computing architectures"