Master ML & AI the Socratic way

An AI tutor that teaches through questions, not lectures. Powered by LLM Wiki, an LLM-curated knowledge base that grows with every topic — grounded in the best educators' content.

Covering topics across

Neural NetworksLarge Language ModelsAgents & ReasoningMultimodal AIGenerative ModelsML EngineeringAnd more...

How it teaches

Learning that builds real understanding

Most AI tools give you the answer. SocraticTutor asks you the question. The AI tutor guides you through concepts using dialogue — probing your reasoning, surfacing misconceptions, and adapting to how you think. You don't just read; you engage.

Dialogue over lecture — the tutor asks, you reason, understanding deepens

Adapts to your thinking — misconceptions surface and get corrected in real time

Start from any concept — pick a topic or let the AI guide your path

What a session looks like

Before we look at how attention works — what do you think the bottleneck is in a standard encoder-decoder RNN?

I think it's the fixed-size context vector?

Exactly right. So if that vector has to carry everything — what breaks down first with long sequences?

Early parts of the input get compressed out... it forgets?

Precisely. That's the problem attention was designed to solve. Want to explore how?

What makes this different

Design a course on anything

Paste a YouTube video, upload a transcript, or just describe what you want to learn. The AI builds a structured course grounded in curated sources — with Socratic tutoring, quizzes, and reference materials generated for every lesson.

Drop a YouTube link — get a full course from the video

Paste a transcript or paper — structured into lessons

Describe a topic — AI curates sources and builds the course

How it works

Describe what you want to learn, or paste a source

AI generates a course outline grounded in wiki sources

Review, edit, and publish — each lesson gets notes, a tutor KB, and quizzes

Learn with a Socratic AI tutor that knows your course material deeply

Under the hood

A wiki that learns as you do

Most learning platforms freeze their content the day it ships. SocraticTutor is backed by an LLM-curated wiki — a living knowledge base that's continuously enriched with new sources, connections, and explanations. Every course, every tutor conversation, every concept lookup draws from this evolving foundation.

Always current

New research and educator content is continuously curated and integrated by LLMs

Start from anywhere

Prompt a topic, paste a video, or jump into a concept — the wiki meets you where you are

Deeply grounded

Grounded in curated sources from leading educators and researchers across the field

Hundreds of curated sources, and growing

Ready to learn differently?

Pick a curated course or design your own — either way, you get an AI tutor that builds understanding through questioning, backed by the best ML/AI content on the internet.