Innovation

"HPT unifies 200,000+ robot trajectories across 52 datasets, processing vision and proprioception inputs equally, improving performance by 20% in real tests"

"Research spans autonomous surgery systems, smart assistants for medical diagnosis/climate prediction, and AI-art integration for creative interpretation."

"Quantised Llama 3.2 achieves 56% size reduction using QLoRA and SpinQuant, with 4-bit weights and 8-bit activations for mobile deployment."

sCM system reduces image generation to 0.11 seconds using two processing steps vs hundreds, and scales to 1.5B parameters while matching quality of slower methods.

MusicFX DJ adds 60-second sharing, speed/brightness controls, and continuous music flow, developed with Jacob Collier and Google DeepMind

''Plug and play AI now moves cursors, clicks, and types through virtual keyboards, moving beyond traditional AI-specific interface requirements."