Reducing the cost between human intent and action.

AI gets smarter every day. But the gap between what AI can do and what humans can actually leverage keeps growing. 85% of the world operates through constant cognitive friction -- missing context in conversations, struggling to express complex intent, losing signal in every interaction.

We build AI systems that close that gap. Not by making AI smarter, but by making humans frictionless.

• Cognitive augmentation -- real-time systems that detect and bridge comprehension gaps
• Intent inference -- understanding what people need from minimal, imperfect input
• Adaptive representation -- generating the right interface for the right moment
• Ambient perception -- connecting visual and spatial context to intelligent action

• VisionClaw -- perception-to-action runtime for smart glasses + AI agents
• GlassFlow -- lightweight pipeline for glasses-based AI workflows