New: booking Physical AI engagements for 2026 - and our robot training datasets are coming soon. Learn more →

From CAD files to trained policies.

The application layer of Physical AI - simulation, digital twins, data and sim-to-real that put your robots into production.

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The Deep Intelligence is a robotics-simulation and Physical AI studio - building SimReady assets, digital twins, training data and sim-to-real pipelines that power robots to learn and deploy at scale.

The full pipeline for Physical AI

One engine. World to robot.

The three layers of our data engine - World, Behavior and Deployment - built, validated and shipped end to end.

01 / WORLD

Simulate

SimReady assets and full-fidelity digital twins - physics-validated, OpenUSD-native worlds your robots learn in.

02 / BEHAVIOR

Generate

VR & egocentric teleoperation plus MimicGen-class multiplication turn a few demos into full training datasets.

03 / DEPLOY

Transfer

Domain randomization, system ID and hardware-in-the-loop - policies that survive the jump to real robots.

What we build

Every capability, shown in motion.

Clean, physics-accurate, production-ready. Tap any card to start a conversation.

INPUT
  • CAD
  • STEP
  • URDF
  • MJCF
  • Blender
  • OBJ / GLB
OUTPUT
OpenUSD+ MJCF · SimReady
  • Mass & inertia validated
  • Clean collision meshes
  • Articulation & drive gains
  • Physically accurate

Sim-Ready Asset Forge

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Broken CAD in, sim-ready out. Custom assets built to the SimReady standard - 48h from CAD to physics-validated OpenUSD.

DEPLOY LAYER

Sim-to-Real Transfer

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Trained in sim, proven on hardware. An RL locomotion policy trained from scratch in Isaac Lab, zero-shot deployed to a real Unitree Go2.

WORLD & ACTION MODELS

World & Action Models · GR00T & Cosmos

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VLA and world-foundation models - GR00T post-training driving real manipulation, plus NVIDIA Cosmos world & action generation, benchmarked on DGX Spark.

BEHAVIOR LAYER

Humanoids & Whole-Body

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Whole-body control at scale. Massively parallel RL locomotion for humanoid robots in Isaac Lab - one pipeline, any embodiment, on Blackwell-class GPUs.

BEHAVIOR LAYER

Industrial Arms & RL Training

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Thousands of robots, one policy. Massively parallel RL / IL on UR5e, Franka, KUKA and ABB - on Blackwell-class GPUs.

CONTACT-RICH

Power Plug & Cable Insertion

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High-accuracy socket and plug geometry with realistic contact constraints - fine alignment, insertion-force modeling and collision-aware cable deformation during autonomous plug-into-socket insertion.

DEPLOY LAYER
LIVE DEMO COMING SOON
Jetson ThorDGX SparkBlackwell RTX 6000 Pro

Hardware-in-the-Loop · Jetson Thor & DGX Spark

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Sim on Blackwell, inference on the edge. We run world & action models hardware-in-the-loop across DGX Spark, Blackwell RTX 6000 Pro and Jetson Thor - so the sim-to-real compute path is measured on the silicon it actually ships on.

BEHAVIOR LAYER

Teleoperation, IL & VR Data Collection

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Teleoperation and imitation learning with Isaac Lab via VR control - plus the Digit humanoid VR data-collection rig. Human demos in, robot skills out, scaled 100-1000× with Isaac Lab Mimic.

BEHAVIOR LAYER

Isaac Lab Mimic · Data Generation

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A few demos become thousands. Isaac Lab Mimic multiplies human demonstrations into large, diverse training datasets - the fuel for VLA and policy post-training, on Blackwell RTX 6000 Pro.

WORLD LAYER

Physics, Deformables & Perception

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The hard physics others avoid - cloth, fluids and contact-rich dynamics, plus weather effects that keep LiDAR and cameras honest.

WORLD LAYER

Industrial & Warehouse

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Commission the line in sim first - conveyors, sorters and forklift / MHE fleets with synchronized actuators.

WORLD LAYER
CONFIDENTIAL · UNDER NDA

Digital Twins

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Break it in the twin, never on the line. Real client facilities, held private under NDA. Methodology shown live on a call.

DATA PRODUCT
COMING SOON

Training Datasets

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Labelled data, on demand. Task-specific datasets - manipulation, humanoid, egocentric - LeRobot-ready. Custom commissions for your robot.

48hCAD to validated USD
10×faster than DIY pipelines
100%artifact ownership
0vendor lock-in
Trusted by & partnered with

Industry leaders. Confidential by design.

HITACHI USAOMAKASE ROBOTICS JAPANFLUID TECH SOLUTIONS USA · MOUNWAVES.AIGET SET ROBOTICS HITACHI USAOMAKASE ROBOTICS JAPANFLUID TECH SOLUTIONS USA · MOUNWAVES.AIGET SET ROBOTICS HITACHI USAOMAKASE ROBOTICS JAPANFLUID TECH SOLUTIONS USA · MOUNWAVES.AIGET SET ROBOTICS

Stop fighting the pipeline.
Start building autonomy.

Book a free 30-minute discovery call. Tell us about your robot and your timeline - we'll tell you exactly how we can help.

We reply within one business day.