Mastery,
Proportional
to You.
Adaptive learning that maps how you think — and customizable semantic research networks for organizing sources, structuring ideas, and sharing work the way modern research should be presented.
countless researchers & engineers on the early list
Advanced learning was never built
for the individual.
The deeper the subject gets, the more fragmented learning — and research — becomes. Proportional Labs changes both.
Static Video Courses
Pre-recorded lectures follow a fixed path.
No Path Built for You
Most tools ignore your pace, gaps, and goals.
Research Stuck in Folders
Notes, PDFs, and ideas never become a shareable structure.
Passive Consumption
Watching and reading create the illusion of learning.
A system that understands your mind — and structures your research.
The Intelligence Graph tracks concepts, gaps, and mastery as you learn. Semantic research networks let you organize sources and ideas into shareable structures — so deep work isn't trapped in folders.
- Maps your current knowledge state
- Detects reasoning gaps and misconceptions
- Builds personalized mastery paths dynamically
- Organizes research into customizable semantic networks
- Attaches source files to networks you can present and share
- Evolves its model of you — and your research — over time
Four steps from mastery to shareable research.
Click any step to explore further
Ingest
Upload notes, papers, lectures, textbooks, exams, code, and research material. Proportional extracts structure, concepts, and meaning.
PDFs · Lectures · Code · Papers · Notes
Map
Build a living intelligence graph of concepts, dependencies, and your understanding — updated as you learn.
Knowledge Graph · Dependency Trees · Concept Clusters
Adapt
Lessons, examples, questions, and feedback evolve around your reasoning patterns. No two learners get the same path.
Adaptive Lessons · Personalized Quizzes · Targeted Examples
Organize & Share
Turn what you've learned into customizable semantic research networks — attach files, structure claims, and share a presentable artifact.
Research Networks · Source Libraries · Present Links
Built for advanced knowledge.
Engineered for subjects that demand real mastery — and research networks worth sharing.
Click a domain to explore
Artificial Intelligence
ML theory, deep learning, RL, NLP
Computer Science
Algorithms, systems, architecture
Mathematics
Analysis, topology, algebra, logic
Engineering
Circuits, control, signal processing
Physics
Quantum, statistical, classical
Research Papers
Parse, understand, synthesize
Technical Interviews
SWE, ML, quant, systems design
Founder Learning
Strategy, finance, product, ops
Your learning and research command center.
Mastery paths and reasoning gaps on one side — semantic research networks you can customize, file-back, and share on the other.
Gradient Flow in Deep Nets
Closes 3 reasoning gaps identified in your last session. Unlocks LSTM fundamentals.
“Attention Is All You Need”
CONCEPTUAL PREVIEW · EARLY ACCESS 2026
Not another AI tutoring wrapper.
Learning + shareable research networks.
The future is not just content.
It is cognition — and shareable structure.
We believe the next generation of education will not be built around libraries of content.
It will be built around models of the learner — and networks for organizing what they create.
For too long, advanced knowledge has been locked behind static courses, while research itself has been stuck in folders that cannot be customized, presented, or shared as living structure.
Proportional Labs exists to make advanced knowledge accessible — by adapting to how you think, and by making semantic research networks the gold standard for structuring and sharing work.
We are not building another course wrapper. We are building a cognitive partner and a research workspace — one that grows with your ambitions and turns deep learning into shareable artifacts.
Enter the future of learning and research networks.
Join early access for Proportional Labs — adaptive mastery for ambitious minds, plus customizable semantic networks for organizing and sharing research.