Ternary 1.58-Bit Edge AI for Drones, Robotics & Silicon.
Standard AI architectures demand power-hungry 16-bit binary floating point GPUs that burn battery and overheat embedded hardware. LEI (Librae Edge Intelligence) replaces binary float multiplication with a specialized 1.58-bit ternary SIMD kernel 1. The entire sovereign intelligence engine runs in only ~400MB+ of RAM, executing 0.0564s multi-sensor fusion on low-power ARM64 and drone microcontrollers with 100% offline air-gapped autonomy.
Why Ternary 1 Replaces Power-Hungry Binary Float AI
Conventional deep learning relies on 16-bit or 32-bit floating-point multiplication (FP16/FP32). This forces drones and autonomous robots to carry heavy, hot GPUs requiring 50W–150W of battery power and 8GB–16GB of VRAM.
LEI changes the physics of edge computing: by quantizing model weights to ternary values {-1, 0, +1}, multiplication is mathematically eliminated from the kernel. Matrix multiplication simplifies into pure integer addition and bitwise shift operations.
Kernel Comparison: Binary FP16 vs. LEI Ternary
Where LEI Deploys: From Micro-Drones to Autonomous Fleets
Because LEI requires only ~400MB+ of RAM and ultra-low thermal dissipation, it is engineered for any robotic, aerial, or field machinery requiring deterministic local intelligence.
Commercial UAVs & Drone Swarms
Real-time multi-sensor fusion (LiDAR, SAR, RGB) for automated estate canopy surveys, border surveillance, and infrastructure inspection with zero signal latency.
Autonomous Mobile Robots (AMRs)
Sub-millimeter topological SLAM and collision avoidance for factory floors, automated logistics hubs, and hazardous material handling with 0% network dependency.
Agricultural & Field Robotics
Onboard tree health classification, precision spraying nozzle guidance, and yield estimation operating in remote plantation zones with zero cellular coverage.
Maritime USVs & Port Robotics
Synthetic Aperture Radar (SAR) stream processing for autonomous surface vessels, container yard logistics, and berth clearance verification in heavy fog.
Heavy Equipment & Excavation Telematics
Sub-centimeter RTK and CAN-bus telemetry integration for automated earthwork volume reconciliation and trenching safety envelopes.
Industrial Edge Inspection Cameras
Continuous high-speed defect classification and thermal anomaly detection running directly on embedded camera microcontrollers at 120 FPS.
Simultaneous Multi-Sensor Ingestion Matrix
LEI synchronizes orbital synthetic aperture radar, multi-spectral satellite passes, and high-frequency onboard drone sensors into one coherent spatial state vector in 0.0564s.
Copernicus Sentinel-1 / Onboard SAR
All-Weather MicrowaveActive microwave radar imaging that penetrates clouds, monsoon rains, and dense canopy to track surface boundary changes and slope shifts.
Copernicus Sentinel-2 / Multispectral
10m – 20m ResolutionMeasures chlorophyll absorption, NDWI moisture indices, and vegetative health cycles across large agricultural concessions.
Onboard 3D LiDAR Scanner
Sub-Centimeter Point CloudsReal-time 3D structural voxelization for immediate obstacle avoidance, canopy height modeling, and terrain profile extraction.
Ultra-High Resolution RGB / Thermal
Sub-Millimeter Pixel DetailDirect tasking and high-resolution drone orthomosaics for individual tree crowns, crack detection, and thermal inspection.
Deploy Sovereign Edge AI to Your Drone or Robotic Fleet
Access the LEI Embedded C/Rust SDK, pre-compiled ARM64 SIMD libraries, and empirical benchmark dossiers for immediate deployment into enterprise UAV operations and robotics sandboxes.