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Shared technology core

FPGA, NPU and embedded Linux technology for edge AI.

The platform is organized around the complete sensor-to-decision chain: interfaces, deterministic preprocessing, accelerated inference, application software, protected power and verifiable production hardware.

Compute architecture

Assign each workload to the right compute resource.

Performance is not one processor benchmark. It is data movement, deadlines, software support, thermal limits and recovery behavior.

F

FPGA

Custom I/O, sensor timing, deterministic filters and parallel preprocessing.

N

NPU

Efficient supported neural-network inference close to the data source.

M

MPU

Embedded Linux, networking, storage, application services and orchestration.

R

Real-time core

Control, supervision, safety monitors and deterministic device management.

Interfaces and synchronization

Build a trustworthy time and data path.

Camera, inertial, vibration, CAN and serial streams require more than connectors. Electrical protection, termination, shared clocks, timestamps, buffering and calibration determine whether the application can trust the data.

  • MIPI CSI-2, USB and sensor-specific interfaces
  • GbE, CAN-FD, RS-422 and RS-485
  • External trigger and time synchronization
  • Isolation, transient and grounding strategy
Software platform

Boot, update and observe the deployed system.

BSP and application work begins with a defined boot chain, device configuration and diagnostic strategy. Linux, RTOS and mixed architectures are selected from the workload rather than used as a default.

  • Bootloader and secure-boot roadmap
  • Linux BSP, drivers and device tree
  • RTOS services and real-time partitioning
  • Logging, health telemetry and recoverable updates
Power and rugged design

Engineer for the installation boundary.

Wide-input conversion, conducted transients, heat transfer, connector retention, ingress and EMI are treated as architecture constraints. The enclosure is part of the thermal and electrical system.

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Architecture notes for engineering teams.