NVIDIA NemotronNebius Token Factory · AI CloudPhysical AI

Every robot move,
proven safe before it happens.

An NVIDIA Nemotron planner proposes. A deterministic governance gate decides. Every decision leaves a signed, hash-chained receipt. The AI can be brilliant or wrong; the robot only ever does what the rules allow.

Unsafe moves executed · Nemotron planner
— → —
Loading benchmark…
Rule-based planner
— → —
150 missions per arm
Ultra calls on Token Factory
—
benchmark run

How it works

01
Propose
NVIDIA Nemotron 3 Ultra

Plans the mission and replans after a denial. Fast Nemotron models handle per-step calls. Every output is only a proposal.

02
Decide
Deterministic gate · 11 policies

Geofence, zone speed, people and vehicles, racking, hazard zones, perception confidence, operator escalation. No model in the loop.

03
Execute or stop
Robot / simulator

Only approved moves run. Every denial sends STOP, so the robot never continues toward an old target.

04
Prove
Hash chain + Ed25519

Every decision is chained and signed with the rules version it was judged under. Anyone can verify it later.

Untrusted by default

Every outside input can add caution. None can remove it.

Model plans

Nemotron proposes; the gate judges every move. Plans that cut through racking are re-routed along the aisles.

Vision

Nemotron 3.5 Super VL reads the robot camera. It is cross-checked with the sensors; a sighting they can't confirm can only slow the robot.

The web

Tavily hazard guidance passes a firewall and a two-source rule. Zones can only tighten; the gate never reads the text.

Learning

Lessons come only from the gate's own records and change what the planner proposes, never what the gate allows.

Live system

What is running behind this page

Mission planning—
Per-step proposals—
Vision cross-checkoff
Safety gate11 deterministic policies
HostingNebius AI Cloud VM
Benchmark computeNebius Serverless Jobs

Recent runs