NVIDIA Jetson
GPU-scoped VLM / VLA packagesGPU-appropriate models under the same outbound management and provenance contract.
Bring the edge hardware you already trust.
The reference controller exists so there is a known-good target. It is not a requirement. What stays constant across every device is the contract: a manifest-scoped runtime, a bounded field edge, and admission before install.
Right-sized execution, not one runtime everywhere.
A conveyor counting pallets does not need a vision-language model. Matching the model to the device is the point — and the fit coupon enforces it.
Indagate QCS6490
Local multimodal, OLED statusThe reproducible reference hardware. Available, never required.
Raspberry Pi 5
OpenCV, compact CPU modelsMotion, edges, contours and lightweight task models where a larger model is unnecessary.
Your Linux or Yocto image
Manifest-scoped runtimeIntegrate an existing gateway or product image and select models inside its measured envelope.
Zephyr companion MCU
Signals, filters, bounded rulesNormalize PLC, sensor and field-I/O telemetry without moving safety authority out of rated controls.
AI compute and industrial control, designed together.
- Compute
- QCS6490 — local multimodal runtime
- Host OS
- Linux or Yocto, ARM64 or x86_64
- Vision
- Device-scoped VLM, compact models, OpenCV
- Field edge
- Zephyr MCU, 24 V I/O, configurable safe state
- Mounting
- Wall or DIN, passive cooling
Camera trigger and strobe, separate power domains and an MCU heartbeat are part of the design. Outputs stay disabled through boot.
Tell us what you already have.
Most sites already own most of what this needs. Send the sensors and compute on your floor with your SOPs, and the free audit tells you what fits and what does not.