Features
End-to-end model training inside production harness
Curriculum autoresearch platform for task and reward curation
On-policy reinforcement learning for domain specialization
Pareto-dominant specialist models outperforming frontier models
Reduced serving cost vs. generalist frontier models
State-of-the-art medical models: Kos-1 Lite, Kos-1 Experimental
Env-free RL at 1T parameters using Kimi K2.5
Rubric judge training methodology for grading
Training/inference mismatch correction for sim2real gap
Scalable data generation for practical domains without manual labeling
Direct Video Action (DVA) model architecture for generalist robot policies
Web-scale video pre-training on over 1 million videos
Post-training on just 1-10 hours of trajectory data
FutureVision video-predictive control for unseen task generalization
Long-context memory retention for in-context learning
Single-shot task execution from human demonstrations without retraining
Custom robot platform with 25kg rated (40kg peak) payload
Safety-rated brakes in every actuator
3 years continuous operation at rated payload
Returns processing automation for logistics
Bearing decanting for automotive assembly
Contico box breakdown and debris clearance in manufacturing
Full-stack hardware+software solution for heavy-duty factory automation
Vision-based safety rated through safety-rated vision
High component stiffness and linear response for precise control
