Human-friendly AI
How humans work better with AI
AI and agent tools that show status, traces, cost, uncertainty, and review surfaces instead of hiding execution behind automation.
Human intelligence infrastructure for the agent era.
How humans work better with AI
AI and agent tools that show status, traces, cost, uncertainty, and review surfaces instead of hiding execution behind automation.
How AI learns the human
A self-modeling context layer for what you know, how you think, what you prefer, and what boundaries should be protected.
How humans understand the world
Representations that help human understanding, thinking, and creation: editable visuals, better explanations, and living knowledge surfaces.