Embedded AI Platforms

Embedded AI Inference Platforms

Production-grade neural network deployment on automotive and industrial silicon — from model to running hardware.

⚡ Model Optimisation

INT8 post-training quantisation
FP16 precision optimisation
Structured pruning
Knowledge distillation
Quantisation-aware training (QAT)

🚀 TensorRT Deployment

PyTorch → ONNX → TensorRT pipeline
Calibration dataset management
DLA + CUDA concurrent inference
2–5× throughput vs FP32
Triton Inference Server deployment

🖥️ Cross-Platform NPU

NVIDIA Orin DLA
Qualcomm AI Engine (HTP)
NXP eIQ (i.MX8/i.MX93)
Rockchip RKNN NPU
TI MMA (TDA4x)

Vision & Perception

Computer Vision & Perception

Camera-based perception systems and multi-sensor fusion pipelines for ADAS and autonomous systems.

👁️ Vision Pipelines

Object detection (YOLO, DETR)
Semantic segmentation
Bird's Eye View (BEV) models
Lane detection
Depth estimation

🔀 Sensor Fusion

Camera + LiDAR fusion
Camera + Radar fusion
Kalman filter tracking
SLAM pipeline support
Occupancy grid generation

🎯 Perception Deployment

Real-time inference optimisation
Pipeline profiling and tuning
ADAS perception middleware
Pre-processing / post-processing
Safety-aware inference boundaries

Robotics & Sensor Fusion

Robotics & Intelligent Systems

AI-enabled robotics platforms with embedded inference, sensor integration, and real-time control.

🤖 Robotics Platforms

ROS 2 / micro-ROS integration
Embedded motor control
IMU / encoder fusion
Path planning support
Real-time actuation control

🌡️ Sensor Integration

IMU, LiDAR, ToF sensors
CAN / SPI / I2C sensor drivers
Sensor calibration workflows
Time-of-flight depth mapping
Multi-sensor synchronisation

🏗️ Prototype to Product

Hardware-software co-design
PCB bring-up and bringup
Firmware development
Performance benchmarking
System-level validation

Model Optimisation & OTA

AI OTA & Fleet Intelligence

Delta neural weight OTA delivery and federated learning for fleet-wide AI improvement.

📦 AI OTA Delivery

Delta neural weight packaging
Signed and compressed updates
A/B shadow mode testing
Fleet-wide rollout policy engine
Rollback on accuracy regression

🌐 Federated Learning

Gradient-only training
Differential privacy
HSM-protected local training
Aggregation server design
Privacy-preserving fleet learning

🎙️ SDV AI Services

AI as ara::com services
On-vehicle Whisper ASR (INT8)
Predictive diagnostics
LLM-based fault summaries
On-vehicle inference API

Edge AI & Inference