EGO / 001
First-person human demonstrations
Data infrastructure for embodied intelligence
Embodied AI data, built for the real world.
MDL Technology delivers human demonstrations, real-robot data, simulation and 3D assets for teams building VLA models, world models and general-purpose robotic intelligence.
One partner. Every modality.
Training data across the full physical intelligence stack.
01
Ego & RGB-D
First-person human demonstrations with synchronized visual, depth, pose and task-level signals.
02UMI & Teleoperation
Action-aligned demonstrations for manipulation policies, captured around your embodiment and task schema.
03Real-Robot Data
Multi-view robot trajectories, outcomes and recovery behavior collected in operational environments.
04Simulation Data
Controllable UE5 scenes, synthetic video and structured ground truth for scalable model training.
053D & Game Data
Physics-enabled 3D assets, CAD, PBR, motion and G-buffer data across diverse environments.
Data in action / Simulation
Controllable worlds. Structured ground truth.
High-fidelity simulation data can be delivered with synchronized RGB video, depth, segmentation, surface normals, optical flow, camera parameters and task metadata.
- Source
- UE5-grade simulation
- Outputs
- Video + G-buffer + metadata
- Programs
- Pretraining / world models / evaluation
SIM / 001MDL DATA SAMPLE
More modalities
A growing library of training-ready material.
GAME / 002
Interactive behavior and environments
Game Data
SIM / 003
Controllable synthetic worlds
Simulated Data
Built around your roadmap
From a target capability to training-ready data.
Start with a focused pilot. Validate schema, quality and model fit. Scale into rolling data programs across environments and tasks.
01
Scope
Tasks, environments, embodiments and success criteria.
02
Design
Sensor stack, schema, annotation and QA specification.
03
Collect
Controlled capture with trained local operations teams.
04
Deliver
Training-ready data drops, reports and iteration support.
MDL Technology
Operational depth for data programs that need to scale.
20M+Cleaned and structured 3D assets
200+Team members across data operations
2017Established data operations
GlobalDistributed collection teams
Partner with MDL
What capability are you training next?
Partnership contactmartininightll@gmail.com