General Deployment

SEE WHERE YOUR POLICY FAILS

General Deployment is the simulation layer for testing and evaluating robot policies. We minimize the real2sim gap for you to build trust between the industries using your automation.

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How it works

Pipeline · 4 steps

We help you with deployment end to end. Everything you need from hardware to post-training to testing.

01

Capture the site

Photos and scans of the customer's floor, taken during a normal site visit.

02

Reconstruct the twin

MJCF assets, segmented objects, a deployment-realistic layout.

WORLDBODYBODY FLOORGEOM MESHBODY SHELFGEOM BOXBODY TOTEGEOM BOX
OUT/ site.mjcf
03

Sweep × run policy

Lighting, clutter, pose, occlusion.. the policy runs against each condition.

LIGHTCLUTTERPOSEOCCL
04

Ranked failure map

Where the policy breaks, ordered by what matters on your floor.

OCCLUSIONDIM LIGHTCLUTTERPOSENOMINAL

Condition sweep

Seed 1337 · N=20

The same scene, infinite varied conditions. Situations you can't test in the physical world.

Condition C-001: NOMINAL · LIGHT 460 lxC-001Pass
NOMINAL · LIGHT 460 lx
Condition C-002: LIGHT 690 lxC-002Pass
LIGHT 690 lx
Condition C-003: LIGHT 85 lxC-003Fail
LIGHT 85 lx
Condition C-004: CLUTTER 4/8C-004Pass
CLUTTER 4/8
Condition C-005: OCCL 55 %C-005Fail
OCCL 55 %
Condition C-006: LIGHT 800 lxC-006Pass
LIGHT 800 lx
Condition C-007: CLUTTER 7/8 · LIGHT 180 lxC-007Fail
CLUTTER 7/8 · LIGHT 180 lx
Condition C-008: POSE Δ6 cmC-008Pass
POSE Δ6 cm
Condition C-009: OCCL 15 %C-009Pass
OCCL 15 %
Condition C-010: MIXED · OCCL 20 %C-010Pass
MIXED · OCCL 20 %
Condition C-011: OCCL 70 %C-011Fail
OCCL 70 %
Condition C-012: LIGHT 280 lxC-012Pass
LIGHT 280 lx
Condition C-013: CLUTTER 6/8C-013Pass
CLUTTER 6/8
Condition C-014: POSE Δ9 cm · CLUTTER 6/8C-014Fail
POSE Δ9 cm · CLUTTER 6/8
Condition C-015: LIGHT 690 lx · CLUTTER 4/8C-015Pass
LIGHT 690 lx · CLUTTER 4/8
Condition C-016: POSE Δ7 cmC-016Pass
POSE Δ7 cm
Condition C-017: OCCL 25 %C-017Pass
OCCL 25 %
Condition C-018: OCCL 45 % · LIGHT 130 lxC-018Fail
OCCL 45 % · LIGHT 130 lx
Condition C-019: OCCL 30 %C-019Pass
OCCL 30 %
Condition C-020: MIXED · CLUTTER 5/8C-020Pass
MIXED · CLUTTER 5/8
14 pass · 6 fail

Aggregate metrics

Custome report analysis for your biggest deployment questions.

See your site as a digital twin.

Independent, third-party evaluation of a learned policy, in your exact environment.