Low ROI Learning
For most people, learning is physically and mentally expensive. Attention, retention, and deep understanding still require too much effort for the output they get back.
Uncertain Systems
Automating Human Learning
We are building self-driving technology for learning: non-invasive systems that raise attention and understanding without asking humans to burn proportionally more energy.
Self-Driving Learning
We are building non-invasive technology that guarantees the same or more human learning with significantly less physical and mental effort.
More Attention, Same Energy
Increase attention markers without a proportional energy cost to the user, then compound that into a full automation stack for human learning.
The Science
A more holistic definition of knowledge.
Brain configuration is the full physical state of a human brain at a specific point in time.
01Knowledge is proximity: how close one configuration is to another useful configuration.
02Learning is transformation through configuration space.
03Our First Product
Beyond benchmarks for AI. Beyond tests for humans.
openLesson is learning verification infrastructure — not an LMS, course marketplace, or leaderboard. It verifies readiness through evidence, proof of work, and cognitive analysis for people and AI agents doing knowledge work, built on the same think-aloud science that surfaces real gaps.
Open openLesson“Identifying the precise gap in my knowledge is what the Socratic method does so well. I didn’t realize I didn’t know how that part worked until that direct question was asked of me.”User feedback
Roadmap
From openLesson to the Neo Chair.
openLesson v1: Learning verification through evidence, think-aloud protocol, and gap analysis for humans and agents.
Socratic interruption model plus other world models.
Non-invasive brain-stimulation headset, starting with tDCS.
Full automation: hardware, software, and biofeedback loops.
Who It Is For
Learning automation for people, teams, educators, and builders.
Individuals
People who want to learn deeply without turning every hard topic into a high-friction grind.
Enterprises
L&D, hiring, and platform teams that need auditable proof someone actually learned a workflow — not just clicked through training or passed a one-shot exam.
Educators
Schools, academies, and tutors that want practice environments where learners reveal how they think, not just what they answer.
Builders
Integrators embedding verification into LMS, HRIS, ATS, and CI gates via API — without replacing the front end.
Who Trusts Us