The school for the self-taught

Infinite learning for the infinitely
curious
.

University-quality curricula from a single prompt:

  • Create personalized courses on any subject
  • Deep, broad, or both: 1 hour to 5,000
  • Socratic tutoring from OLO
  • Science-backed principles for mastery and retention
Free to start · no credit card · your course plan in minutes
Gould hummingbird plate, 1861 PL. 289 · TROCHILIDÆ · GOULD, 1861
Audubon great blue heron PL. 211 · GREAT BLUE HERON · AUDUBON
Audubon Louisiana heron PL. 217 · LOUISIANA HERON · AUDUBON
Built for Self-Learners Independent Students Career-Builders Homeschooling Parents Corporate Trainers Tutors Teachers

Studyolo in action.

I · The request
II · The course, drawn to it
Plan
Design
Build
Create

Rocket Science, Without the Math

Launch, orbit, and return, with real depth, minus the calculus.

Phase I · Foundations of flight
III · The scale · drag the diamond to refit
14 PHASES · 8,020 CONCEPTS
Advanced Master’s2,005 HOURS
1 HOUR · AN EVENING 5,000 HOURS · A DOCTORATE

FIG. 1 · THE COMMISSION SLIP · TYPED, SCALED, BUILT
FIG. 2 · THE REGISTER · ANY SUBJECT YOU CAN NAME, MAINSTREAM TO VANISHINGLY OBSCURE
Studyolo · Infinite learning for the infinitely curious № 2 · What it is

Studyolo in a nutshell.

Imagine someone building a personalized curriculum for you from scratch, then writing every chapter of every textbook just for you and re-optimizing it on your performance as you go. Imagine the smartest tutor in history holding your hand through every step, and assessments that measure in real time what you know, what you don’t, and exactly what you need to reach mastery and keep it. Like a self-assembling everything textbook. That’s Studyolo.

Audubon hooded warbler PL. 110 · HOODED WARBLER
Audubon summer or wood duck PL. 206 · SUMMER OR WOOD DUCK
Studyolo · Infinite learning for the infinitely curious № 3 · What's inside

Anatomy of a learning path.

Every learning path is generated on the fly just for you and your goals.

Fig. 3.1

Concepts

Custom-built lessons sized to ten minutes. Unlock the next one when you’ve mastered it.

Keywords · diagrams · cross-links · mastery bar
Fig. 3.2

Artifacts

When a lesson needs more than text, Studyolo generates it and walks you through it: reference code, scenarios, documents, visual breakdowns.

Documents · code · role-plays · visualizations
Fig. 3.3

Exercises

Adaptive exercises: harder when you’re right, easier when you’re wrong, until mastery is proven. Built on item response theory, the framework behind the GRE.

Adaptive · confidence rating · instant feedback
Fig. 3.4

Submissions

Learning here is more than reading. Paint a painting and send OLO a photo. Explain out loud. Sketch the diagram, upload the code, debate, and dialogue.

Text · audio · video · sketch · formula · more
Fig. 3.5

Projects

Project-based learning, built into the path in chunks: real projects with materials lists, rubrics, and instructions. Submit the work and get detailed feedback on it.

Physical builds · rubrics · exemplars
Fig. 3.6

Exams

A real exam at the end of every section and every phase. The report card is specific, comprehensive, and personal: feedback on every answer and on the exam as a whole, like a professor grading for you alone.

Segment exams · phase exams · report cards
Fig. 3.7

Recall

Every concept you master returns for review right before you forget it. Each successful recall pushes the next review further out, aligning with state of the art education research.

Spaced repetition · forgetting curve · automatic
Fig. 3.8

Tutor

Ask OLO anything while you study. He knows your path, your level, your aptitudes, and your interests. He tutors Socratically, with questions that get you there yourself.

Socratic · context-aware · voice mode · always on
Studyolo · Infinite learning for the infinitely curious № 4 · The method

How it works.

Tell Studyolo what you want to learn, why, with any constraints you might have.

“Why did Rome actually fall,” “jazz harmony, properly.” Any subject, in your own words.

Answer a few placement questions so the course starts at your exact level.

They’re optional. Skip them and the course finds your level as you go.

Work through a rich curriculum in bite-sized chunks

Phases, segments, and concepts, in order. The first lesson is ready in minutes.

Test mastery along the way

Read, answer, build. Pass each concept to advance; scheduled reviews bring it back so you keep it.

Darwin's 1837 tree-of-life notebook sketch "I THINK" · C. DARWIN, 1837
Leonardo da Vinci, Vitruvian Man study with notes PROPORTIONS OF MAN · DA VINCI, c. 1490
Galileo's wash drawings of the Moon THE MOON, OBSERVED · GALILEO, 1610
Robert Hooke's engraving of a flea, Micrographia THE FLEA · R. HOOKE, MICROGRAPHIA 1665
Ramón y Cajal's drawing of Purkinje cells PURKINJE CELLS · RAMÓN Y CAJAL, 1899
Marie Curie's holograph research notebook HOLOGRAPH NOTEBOOK · M. CURIE

Working through the course builds your learning profile: the more you learn, the more accurate your profile, and the better Studyolo can teach you. The course studies you back.

Studyolo · Infinite learning for the infinitely curious № 5 · The argument
Audubon Columbia jay PL. 96 · COLUMBIA JAY

But I could just use Claude or ChatGPT.

For you

A raw LLM is a great way to get a quick answer to a question. Studyolo, on the other hand, is the best way to deep dive or run long-term learning campaigns. Studyolo runs the whole education for you: curriculum, tutoring-in-context, mastery tracking, exams, retention review.

For Claude

One way to think about Studyolo is that it is software for LLMs to help teach you more effectively. Studyolo gives frontier models guardrails and jetpacks—a platform and harness—to manage advanced education programs for you. Inside Studyolo, it’s a professor, advisor, and tutor all in one.

What's the point of studying anything when AI already knows everything?If you’re asking the question, Studyolo is not for you.

Audubon mocking bird PL. 21 · MOCKING BIRD

State of the art learning science.

Studyolo’s design references dozens of landmark studies, ensuring optimal mastery of even difficult subjects and long-term retention.

The Socratic method Athens, c. 399 BC One-on-one tutoring Bloom 1984 The spiral curriculum Bruner 1960 Advance organizers Ausubel 1968 Mastery learning Bloom 1968 · Kulik et al. 1990 The achievement-gap effect Block & Burns 1976 The forgetting curve Ebbinghaus 1885 The spacing effect Cepeda et al. 2006 The testing effect Roediger & Karpicke 2006 · 2008 Formative assessment Black & Wiliam 1998 Item Response Theory Samejima 1969 Adaptive testing Embretson & Reise 2000 The Hattie synthesis Hattie 2009 Learning hierarchies Gagné 1985 Cognitive load theory Sweller 1988 Interactive dialogue Chi et al. 2001 Socratic tutoring, measured Graesser et al. 2004 Intelligent tutoring systems VanLehn 2011 · Kulik & Fletcher 2016 Software vs human tutors Steenbergen-Hu & Cooper 2013 The adaptivity effect Ma et al. 2014 Corrective feedback loops Guskey 2007 Error correction Lyster & Ranta 1997 High-utility techniques Dunlosky et al. 2013 FSRS scheduling Ye 2023
Studyolo · Infinite learning for the infinitely curious № 6 · The price

Pricing

A textbook costs $120 and cannot hear you. A video course plays on whether you're learning or not. For $49 a month, Studyolo writes the course, works every answer, examines what you know, and re-schedules what you'd forget.

College textbook $80–200 Static. Silent. Unfinished.
Video-course subscription $10–60/mo 3% ever finish
AI chatbot $20/mo Brilliant answers, no curriculum
YouTube & podcasts Free Unstructured, unexamined
Studyolo $49/mo The course, the tutor, the examiner
FIG. 3 · PRICES OBSERVED IN THE FIELD
Free
See your whole curriculum
$0
  • Curriculum
  • Create 1 path, up to 10 hours
  • Every phase mapped, first segment detailed
  • Path chat
  • Content
  • Explore lessons from other Studyolians
  • Tutoring
  • 5 tutor messages lifetime
  • Assessment
  • Placement quiz
Start free No credit card required
Scholar
One new path a month
$490 /yr
  • Curriculum
  • Create 1 new path per month
  • Paths up to 500 hours
  • Content
  • 100+ concepts monthly ~25 hours of learning
  • Unlimited concepts
  • Tutoring
  • Unlimited tutor standard modelTutor modelsEach tier blends several models of similar power. The free model runs on open-source-grade engines. The standard model matches fast frontier assistants — Haiku-level power. The advanced model matches full frontier reasoning — Sonnet-level power. The frontier model matches the strongest frontier models available — Opus-level power.
  • Assessment
  • 30 submissions per month
  • Full exams, report cards, certificates
Start Scholar 14-day money-back guarantee
Laureate
Frontier models on everything
$2,490 /yr
  • Everything in Polymath
  • Curriculum
  • Create 5 new paths per month
  • Content
  • 300+ concepts monthly ~75 hours of learning
  • Tutoring
  • Every lesson, exercise, and tutor reply on the frontier modelsFrontier modelsThe strongest frontier models available — Opus-level power — writing your entire curriculum and tutoring every reply. Noticeably deeper lessons; slower to write.
  • Assessment
  • Unlimited submissions
  • Full exams, report cards, certificates
Start Laureate 14-day money-back guarantee

Buying for a team or a whole organization? Talk to us about Studyolo for teams →

Certificates, built for your career

Turn any path, field, or your whole profile into a professional PDF certificate. Made for job applications, promotions, and professional development.

Studyolo · Infinite learning for the infinitely curious № 7 · The why
Vermeer, The Astronomer, 1668 VERMEER · THE ASTRONOMER · 1668
From the founder

Why I built Studyolo.

Practically everything I know, I taught myself online: from software engineering to film photography to theology. It started as a kid asking my grandparents who built the highways, who didn't know, so I looked it up (Eisenhower). From then on I committed to getting to the bottom of everything I was curious about, with the same tools everyone had: Google, YouTube, Wikipedia.

After skipping college and dedicating myself to entrepreneurship I always meant to put myself through a self-college one day. After selling my last company in 2025, I thought now was the time. But while LLMs have become the core of my self-learning practice, their format is limited. They are better for quick chats, question-answers, and temporary curiosities.

So I built Studyolo: comprehensive infrastructure that gives frontier models like Claude the tooling and rails to run a state of the art education program for me. No admissions office, application, or rules. The only prerequisite is curiosity.

Matthew Henderson, Sr. Founder, Studyolo
Studyolo · Infinite learning for the infinitely curious Appendix · Questions

FAQ

Anything, including things you make with your hands. There’s no catalog: the course is written when you ask. Quantum field theory, Byzantine history, options pricing, Mandarin. Physical crafts run through submissions: throw a pot and send OLO a photo, record the chord progression, video your form, sketch the perspective study, upload the code. The 12 formats: text, audio, video, photo, file upload, live conversation, sketch, formula, numeric answer, chart construction, coordinate plotting, and matrix fill. That makes painting, pottery, music, and woodworking as examinable as calculus. Depth runs from a single evening to a 5,000-hour doctorate.

Studyolo runs on Claude. The difference is everything built around it: a sequenced curriculum, a mastery model that tracks what you actually know, real exams, and a review calendar timed to just before you’d forget. You could prompt all of that into existence every morning. You won’t.

Fair worry: AI can make things up. Courses teach the established core of a subject, exactly the material the model knows best; hallucination lives in obscure trivia, and a curriculum is the opposite of obscure trivia. Unlike a textbook, this course also takes cross-examination: ask OLO to defend any claim and push until you’re satisfied. Every form of education carries errors; this one you can interrogate.

The structure is built for that. Placement skips what you already know. Mastery gates show you real progress. The review calendar brings you back with the concepts about to fade, and the course keeps your place; you pick up exactly where you left off.

As much as you give it. Paths are sized from one hour to five thousand, and twenty focused minutes a day moves a real course. No cohorts, no deadlines. Your place is saved, and reviews keep what you’ve learned alive between sessions.

Tell it when you create the course, or let placement figure it out; the first exercises find your level in a few minutes. Either way, you skip what you already know. And if you’re starting from zero, placement starts you there; beginners are the easy case.

Studyolo runs item response theory under every exercise: the statistical framework behind the GRE, with our own confidence weighting and mastery thresholds on top. It estimates what you know from your answers. When it’s confident you’ve mastered a concept, the next one unlocks. When it isn’t, the questions continue.

Three to five minutes. The course structure appears first, then the first concept opens. The rest generates ahead of you while you study.

Yes. That’s what the review schedule is for. Each concept you master comes back for review right before you’d forget it. Every time you prove you still know it, the next review moves further out. The schedule is tuned to your memory specifically, not a global average.

MEMORY WITH REVIEWS WITHOUT REVIEWS TIME

Signing up is free, no card required. Studyolo builds your curriculum from your prompt: the full phase map and first segment of a course up to 10 hours. You can explore lessons already generated for other Studyolians and spend 5 tutor messages seeing how OLO teaches. Studying your own course starts at $49 a month.

Cancel in one click and keep access through the period you paid for. Your paths stay. Reading and reviews keep working free; new paths, tutoring, and submissions resume when you do.

Yes. Studyolo runs in the browser on phone, tablet, and desktop with one account. Your mastery, streaks, review schedule, and exact position in every course sync across all of them.

Yes. Prompt the course at the student’s level and placement handles the rest. The structure carries what usually lands on the parent: mastery gates decide when to advance, exams come back graded with written report cards, and the review calendar keeps old units alive. You choose what they study; Studyolo teaches, tests, and grades it. Parents run it further afield too: courses for subjects nobody in the house can teach, project units graded through photo and video submissions, a separate path for each kid at each kid’s level, and certificates as a clean record of what was mastered.

Yes. Create one any time: for your whole profile, a domain, a field, or a single path. A professional PDF backed by your measured mastery, with a public verification page an employer can check. Your profile carries the live version: every concept, exam report, and ranking.

Audubon Carolina parrot PL. 26 · CAROLINA PARROT
Audubon wild turkey PL. 1 · WILD TURKEY
Audubon red-breasted merganser RED-BREASTED MERGANSER · AUDUBON
Audubon's American Flamingo PL. 431 · AMERICAN FLAMINGO · AUDUBON
Audubon roseate spoonbill PL. 321 · ROSEATE SPOONBILL
Audubon snowy owl PL. 121 · SNOWY OWL
Audubon ivory-billed woodpecker PL. 66 · IVORY-BILLED WOODPECKER

Study what you always meant to.

Free to start. A standing course by tonight.

NO CREDIT CARD · CANCEL ANYTIME · YOUR COURSE PLAN IN MINUTES
Fun facts

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