Frontier Mirror Lab
A privacy-aware, multimodal agent embodied in a physical mirror — from V0 voice prototype to V4 commercial prototype.
The Pursuit of Knowledge Without Limits
An independent, AI-native institution of advanced study in mathematics, computer science, philosophy and frontier artificial intelligence.
The Academic Model
Mastery is demonstrated, not declared.
Every course moves through the same discipline: original sources, formal proof, a working artifact, a closed-book examination and an oral defense. Progress is recorded as evidence — never as points.
Read the Standards- Problem sets
- 25%
- Closed-book examination
- 30%
- Implementation or research project
- 35%
- Oral defense
- 10%
- LearnStudy original sources and rigorous explanations.
- ProveDemonstrate formal understanding.
- BuildTransform theory into working systems.
- DefendExplain and defend decisions without relying on AI.
- PreserveMaintain permanent, verifiable evidence.
Research Laboratories
Language Model Lab
Tokenizers, Transformers, training loops, kernels and post-training — built from scratch, measured honestly.
Agent Systems Lab
Tool use, retrieval, memory and evaluation harnesses, with red-team reports for every system that touches real accounts.
AGI Research Lab
Falsifiable hypotheses about general intelligence, preregistered protocols and defensible negative results.
Frontier Campus
The private academic operating system.
Curriculum, courses, examinations, research records and the evidence portfolio — one place to know what to study next and what standard must be met.