TutLM
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Use cases

For every discipline.
One platform.

TutLM adapts to any subject area. Learning algorithms are universal — pace, formats, and difficulty adjust to each topic.

🌍

Language Learning

Build vocabulary, grammar, and reading comprehension through adaptive exercises and spaced repetition.

~800 new words/month
SM-2 schedules word reviews at optimal intervals
Fill-in-the-blank and translation exercises
Feynman dialogue to understand grammar rules
Pre-assessment skips words you already know
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Mathematics

From arithmetic to calculus: the AI explains each step and identifies reasoning errors, not just wrong answers.

Works for K-12 through university
Step-by-step solution explanations
Find-the-error format for correcting misconceptions
Adaptive difficulty from easy to hard proofs
Knowledge graph of mathematical prerequisites
⌨️

Programming

Learn concepts, design patterns, and algorithms with real code examples and step-by-step breakdowns.

From Python basics to system design
Open questions for deep conceptual understanding
Compare format: REST vs GraphQL, TCP vs UDP
Apply in practice with realistic scenarios
Make-an-example exercises test genuine knowledge
🔬

Natural Sciences

Physics, chemistry, biology — adaptive courses from foundational concepts to advanced topics.

Ideal for exam prep
Prerequisite chains ensure solid foundations
Sort-items format for learning reaction steps or laws
Exam-style multiple-choice and open questions
Feynman method for understanding mechanisms
📜

History & Humanities

Dates, events, cause-and-effect chains — the knowledge graph reveals how history connects.

OGE, EGE, AP History
Sort-items for chronological ordering
Match-pairs to link events with dates or causes
Compare format: analyze historical parallels
Open questions for essay-level depth
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Exam Preparation

SAT, IELTS, GRE, ЕГЭ — simulate exam conditions, target weaknesses, and build stamina.

All major standardized tests
SM-2 prioritizes your weakest topics
Exam-style format distribution by difficulty
Progress dashboard shows readiness by topic
Interleaving simulates real exam randomness

Create a course on any topic

Enter a topic — get the structure, topics, and your first task in 30 seconds.