One Education. Four Foundations.
A rigorous, integrated program for understanding intelligence, computation and the structure of reality.
The Frontier Method
- 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.
The Course of Study
A five-stage sequence with one prerequisite order. Each stage closes with a milestone gate: examinations passed, artifacts produced, defense held.
- I
Year I · Foundations
Mathematics for computer science, linear algebra, algorithms, computer systems, calculus, probability and theory of computation.
25-proof portfolio · data-structure library · AI Mirror V0
- II
Year II · Core Systems
Real analysis, statistics, convex optimization, operating systems, databases, learning theory, information theory and distributed systems.
Optimizer library · replicated key-value store · Paper reproduction I · Mirror V1
- III
Year III · Intelligence
Machine learning, Bayesian ML, numerical linear algebra, deep learning, NLP, reinforcement learning and deep-learning systems.
Autodiff framework · Transformer from scratch · RL suite · Mirror V2
- IV
Year IV · Frontier Research
Language modeling from scratch, CUDA and Triton, distributed training, post-training, agents, alignment and evaluation.
LLM stack · agent evaluation harness · red-team report · Mirror V3
- V
Year V · Research Residency
Multimodal learning, speech, HCI, edge AI and two original AGI research projects culminating in an externally defended thesis.
Thesis or paper bundle · external oral defense · Mirror V4 prototype
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.