Mirage world sim·live capture

We find where
physical AI fails.

A photorealistic 3D simulation that runs your perception stack live, and hunts for the conditions that break it.

35 Hz
live inference in-world
Anywhere
real-world 3D cities
Every
pose, altitude, light, weather
20+
attack methods on tap

A 3D world built to break your autonomy stack

The world is streamed photogrammetry of real places. The overlay is drawn live by the sim itself. The detections come from the same models the product attacks.

Same scene · every pose · altitude · light · weather
Dawn
Dawn
Noon
Noon
Golden hour
Golden hour
Night
Night
Container terminal with live vehicle detection boxes
Vehicle detection · 34 tracked
Port complex with rotated ship-detection boxes
Ship detection · rotated boxes
Dense city scene with dozens of live vehicle detections
Dense urban · 64 tracked vehicles

Run your model in it

Tell us what your stack flies, drives, or watches. We will rebuild its world and hand back the conditions that break it.