Coming Revolution”
— Neuromorphic computing is key to AI implementation —
Neuromorphic AI is no longer science fiction—it’s operational reality!
Honored to have my work featured in the Spring 2025 issue of Emergent Defense (p. 30): “A Coming Revolution” — Neuromorphic computing is key to AI implementation — spotlighting how Spiking Neural Networks (SNNs) and Fuzzy AI are reshaping the future of defense-grade artificial intelligence.
At Parallax Advanced Research, we’re building adaptive, explainable, accurate, and ultra-low-power neuromorphic systems for the most contested and obstructed areas & missions:
o Resilient edge AI
o Real-time RF signal classification
o Self-correcting sensor intelligence
o Human-interpretable autonomy
o Next: Data Centers, Server Farms, Cloud Computing, and GenAI
We’re not just mimicking the brain—we’re engineering new, biologically-inspired intelligence and microsystems for NGA, DARPA, Space, and beyond.
This work brings together:
o Event Cameras
o Crafted and highly accurate Spiking Neural Networks (SNNs)
o Fuzzy AI for transparent, explainable inference
o Low-SWaP neuromorphic hardware for interplanetary missions
With no GPS and limited compute resources on Mars, our system enables real-time, on-board velocity estimation for NASA's upcoming Mars helicopter class—beyond Ingenuity.
This is what adaptive autonomy looks like: biologically inspired, energy efficient, unconventional computing, and semantically explainable AI for space exploration.
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