The Neural Network
IS the Circuit
We crystallize neural network weights directly into FPGA fabric topology. No GPU. No memory bottleneck. No compromises.
1,200+
Tokens/sec
<10W
Power
<2ms
p99 Latency
42cm³
Volume
Deterministic
No OS. No scheduler. No cache misses. Guaranteed latency every single inference cycle.
Efficient
Microwatt-level power consumption. Run inference at the edge where GPUs cannot survive.
Resilient
Radiation-tolerant by architecture. No stored weights to corrupt. Mission-ready by design.
Core Technology
Bio-Inspired Neural Networks
crystallized into silicon
BIHN Architecture
Bio-Inspired Hardware Neural networks crystallize trained weights directly into FPGA lookup table topology. The neural network doesn't run on the hardware — it becomes the hardware.
- Weights encoded as LUT configurations
- No weight memory fetches during inference
- Combinational logic propagation at wire speed
- Inherently parallel computation paths
NALA Framework
Neuromorphic Adaptive Learning Architecture provides the runtime framework for deploying, managing, and adapting BIHN networks in the field with deterministic latency guarantees.
- Deterministic inference timing guarantees
- Extreme power efficiency at microwatt scale
- Runtime reconfiguration without downtime
- Radiation-tolerant by architectural design
Not GPU inference on an FPGA — the neural network IS the circuit
Traditional GPU
- OS + scheduler overhead
- Memory bus bottleneck
- Kilowatt power draw
- Cache miss variability
FPGA Accelerator
- Still runs software
- Still fetches weights
- Better but not native
- Reduced but not zero latency
Nyx BIHN
- No OS, pure hardware
- Weights ARE the circuit
- Microwatt power
- Wire-speed inference
Performance
Proven on Silicon
Target performance for FPGA-native AI inference under real-world deployment constraints.
1,200+
Tokens/sec
Sustained inference throughput on FPGA silicon
<10W
Power Envelope
Total system power consumption at the wall
<2ms
p99 Latency
Deterministic — no OS, no scheduler, no cache misses
42cm³
Deployment Volume
Complete system fits in the palm of your hand
Target Markets
Where Determinism Matters
Defense
Mission-critical AI at the tactical edge. Radiation-tolerant, deterministic, and operating at wire speed.
- Naval edge AI
- Autonomous systems
- Radar processing
- Missile guidance
Automotive
Real-time perception and decision-making at microwatt power budgets.
- Real-time sensor fusion
- ADAS
- Fleet intelligence
- V2X communications
Industrial
Always-on inference for process optimization and predictive maintenance.
- Predictive maintenance
- Quality inspection
- Process control
- Anomaly detection
Robotics
Ultra-low-latency perception for autonomous systems operating in the physical world.
- Thermal safety systems
- Real-time perception
- Motion planning
- Swarm coordination
Maritime & Shipbuilding
Edge AI for autonomous vessels and smart shipyard operations. From hull inspection to open-ocean navigation.
- Autonomous ship navigation
- Hull & weld inspection
- Predictive maintenance
- Port automation
Products & Platforms
From Design to Deployment
NyxVox
Voice AuthenticationComing SoonFPGA-native speaker verification and voice authentication. Hardware-accelerated voiceprint matching at the edge with zero cloud dependency. Coming soon.
NyxCore
Edge LLM InferenceComing SoonLarge language model inference running entirely on FPGA at under 10 watts. Purpose-built silicon for on-device AI. Coming soon.
ANAX
UAV NavigationComing SoonAutonomous navigation and perception for unmanned aerial vehicles. Real-time path planning with deterministic latency. Coming soon.
About
Built by Engineers,
for Engineers
Nyx Industries builds edge AI systems on purpose-built silicon — no GPUs, no cloud dependency, no compromises. We're engineers who got tired of watching capable neural networks get stranded by hardware that wasn't designed for inference. Our FPGA-native architecture encodes intelligence directly into hardware topology, delivering deterministic latency and microwatt power envelopes for the deployments that actually matter.
Contact
Ready to Deploy AI at the Edge?
Whether you're evaluating FPGA-native inference for defense applications, autonomous systems, or industrial edge AI, we'd like to hear from you.
Austin, Texas