Education & human potential
AI-native learning, tutoring, skill verification, and tools that expand human capability.
Focused 90-day builds that turn an ambitious AI idea into a working product, real users, and evidence you can inspect.
Choose a lane with real stakes, a reachable user, and enough uncertainty to teach the whole lab something.
AI-native learning, tutoring, skill verification, and tools that expand human capability.
Agent-assisted operations, market access, hiring, and systems that help people build livelihoods.
Customer support, compliance, inventory, and back-office work that returns time to operators.
Products that improve how people save, transact, borrow, and understand their finances.
Auditable AI systems for legal, medical, accounting, consulting, and administrative work.
The clock creates focus. Each gate asks the same question: what did you ship, who used it, and what changed?
Missions are judged on what is true in the world, with equal weight across product, system, and impact.
Real users, real usage, and a credible path to sustaining the work.
AI is live in production and responsible for meaningful product work.
The product creates a noticeable improvement for the people it is designed to serve.

We work with builders and organisations ready to turn research into a product people can actually use.
Apply to the lab