Physical AI · NVIDIA Nemotron on Nebius
A second pair of eyes for every hands-on task.
Most accidents and botched jobs come down to one skipped step. Point any camera at the work: Spotter turns the right procedure into a checklist a camera can verify, watches every step happen, and stops you the moment a safety-critical one is missed.
A real run, start to finish
Build a checklist for any task
Or start with a ready-made procedure
Why a skipped step matters
443,832children under 5 die from diarrhoeal disease every year. ORS saves lives, but mixing it with too little water can cause salt toxicity.WHO fact sheet
~40%estimated global hand-hygiene adherence among healthcare workers, and lower still in intensive care.BMC Public Health, 2024
50,000injuries, and about 120 deaths, are prevented each year when workers follow lockout procedures before touching equipment.US OSHA
How it works
01 · PLANGrounded checklistSearch finds real guidance; the planner writes what must be visible for each step and which steps are safety-critical.Tavily → Nemotron 3 Ultra
02 · SEEEdge-gated visionAn on-device change detector only sends frames when the scene moves. The vision model judges each one against the step.Nemotron 3.5 Super VL
03 · ACTReflexes with guardrailsA fast controller advances steps and speaks guidance. Hard rules force a stop alarm, and an optional IoT webhook, on any skipped safety step.Nemotron 3 Nano + rules
04 · AUDITProof, not ticked boxesEvery step gets a timestamped photo. The auditor writes a fair, specific report for trainers and QA.Nemotron 3 Ultra