Scorpion Intelligence · Edge AI Hardware
The Evolution of Edge AI
High-performance deep-learning hardware that runs perception, generative, and agentic AI on the edge — low power, low latency, no cloud required.
Evolution of Edge AI
Four stages of intelligence at the edge
Perceptive AI
Scene understanding · Perception · Event triggering
Real-time perception at the edge — detect, classify, and track objects and events as they happen, without round-tripping to the cloud.
Enhancive AI
Content perfection · Enhancement
Sharpen, denoise, and restore sensor and video streams on-device for higher-fidelity downstream perception.
Generative AI
Content creation · Interaction · Reasoning
Run LLMs and generative models locally for private, low-latency assistants, summarization, and synthesis.
Agentic AI
Plan · Act · Adapt
Autonomous agents that perceive their environment, reason over goals, and take action — entirely at the edge.
Applications
Built for the physical world
Physical AI
Robotics and drones with on-board perception and control.
Automotive
ADAS, autonomous driving, and generative smart-cockpit / IVI.
Security
Intelligent transportation, perimeter protection, and access control.
Agriculture
Crop monitoring, yield estimation, and autonomous field machinery.
Industrial Automation
Optical inspection — anomaly detection, sorting, OCR, pick & place.
Retail
Smart retail — point of sale and supply-chain management.
Commercial sectors
Grouped by the forcing function that dominates
Latency, SWaP, connectivity, sovereignty, privacy, and cost-at-scale — each market is pulled to the edge by a different pressure.
Latency + SWaP
Mobile autonomy
Humanoid and industrial robots, warehouse and logistics robots, autonomous vehicles and ADAS, commercial drones and eVTOL. This is our home turf.
Connectivity + sovereignty
Industrial & infrastructure
Factory machine-vision QC, predictive maintenance, and process control on air-gapped plants — plus energy and utilities, oil & gas, and mining: pipeline and turbine inspection, autonomous haul trucks.
Privacy + cost-at-scale
Sensing & vision
Physical security, smart-city traffic, retail analytics, and cashierless checkout. Vision-only incumbents are weak on LLMs and VLAs — our wedge.
Latency + privacy (HIPAA)
Personal & health
On-device LLMs in phones, AR/VR and smart glasses, hearables and wearables, plus portable diagnostics, point-of-care ultrasound, and surgical robotics.
Edge or nothing
Frontier environments
Agriculture in connectivity-poor fields, maritime and subsea autonomy where comms are denied, and space — onboard satellite inference, where the round-trip is physically impossible.
Military / defense
Where every forcing function is maximized at once
GPS and comms are actively contested, SWaP is brutal, and latency is life-or-death — which is exactly why defense pays the most for compute that runs where the data is born.
GPS- & comms-denied
Unmanned platforms
UAVs, ground robots (UGVs), and surface and undersea vehicles (USV/UUV) running onboard navigation and perception where GPS and comms are contested.
Bandwidth-constrained
ISR & automatic target recognition
Processing at the sensor because you can't downlink every frame — the model runs where the data is born.
Microsecond adaptation
Electronic warfare & SIGINT
RF signal classification and cognitive EW, where adaptation has to happen far inside any cloud round-trip.
Local close-loop
Counter-UAS & SHORAD
Detect / classify / defeat loops for short-range air defense that have to close locally and fast.
Carry-weight SWaP
Dismounted soldier systems
Heads-up displays, situational awareness, and exoskeletons — where the compute budget is literally what a person can carry.
Extreme SWaP
Munitions & seekers
Terminal guidance and target discrimination onboard — the most extreme SWaP and ruggedization case.
Resilient at the edge
Space, PNT & tactical C2
Resilient positioning in jammed environments, onboard satellite AI, sensor-fusion decision support, plus condition-based maintenance on vehicles, aircraft, and ships in the field.
Autonomous response
Cyber-at-the-edge
Autonomous intrusion detection and response on deployed systems — right next to our Scorpio Intelligence work.