Data Pipeline & Governance
From raw data to usable models, every step is automatically processed. Lume Data Pipeline Platform converts massive collected data into high-quality training sets, shortening the model iteration cycle from months to days.
Automated Processing Flow
Raw Capture
Multi-modal data collected from real-world operator sessions via Lume hardware.
Automated Cleaning
PII scrubbing, anomaly detection, and quality gates filter unusable captures.
SLAM Reconstruction
Trajectory mapping and 3D environment reconstruction anchor every interaction.
Annotation & Segmentation
VLM-powered task segmentation and kinematic validation produce structured labels.
Model-Ready Export
Datasets delivered in RLDS and custom formats, ready for VLA and policy training.
Production-Grade Processing Layers
Every dataset passes through automated layers designed for production AI workloads.
Generates precise 3D environmental context for every interaction, anchoring hand motion to real-world geometry.
Captures sub-millimeter hand trajectories and haptic feedback at 120Hz — full 26-DOF skeleton with per-joint contact states.
Automatically identifies and labels distinct tasks within continuous streams — no manual tagging required.
Algorithmic validation ensures only training-grade data enters the marketplace. Anomalous captures are rejected before delivery.
Built-in PII scrubbing and clean legal provenance for HIPAA/GDPR compliance — enterprise-ready from day one.