private SIL/HIL · 360° fleet fine-tuning

Tune your 360° perception. The footage stays in the car.

Drag a dashcam clip from any of your 8 cameras. A fused-LoRA adapter trains in your browser via WebGPU. The 4 MB .flora output slots into your perception stack and ships OTA to the fleet. No upload. No cluster. No DevOps.

🚗 see it driving → 📹 dashcam-only sim ⚡ pure WebGPU compute demo

Why this matters for 360° perception teams

8 cameras, one fused-LoRA adapter, zero footage uploaded.
Neural Concept and PhysicsX want your fleet in their cloud. We don't.
Drop your splat capture. Watch the AI label all 360° in this tab.

drive the 360° demo →

privateSIL/HIL

browser is the trust boundary · air-gap to verify .flora slots into your stack · ships OTA ~86 ms/step · 9am corner case → 10am adapter

Try it — it stays local

drop a video file

or click to pick · stays on your machine

no file handy? synthetic clips:

drawn procedurally in-browser · nothing downloads

Load .flora

step 0 / 120 loss —

verify locality: open DevTools → Network. Drop a file. Count outbound requests. Expected: zero.