PDFs, web pages, video transcripts — Tali breaks them into knowledge you can actually explain, then verifies you've got it. Feynman method + AI sparring. 3× faster than re-reading.
Not feature bloat — just paving the path from read → understand → explain.
PDF, DOCX, web links, video transcripts — Tali catches them all, turns them into learnable notes.
English material into Chinese notes? The other way works too. Tali breaks the core down in your most comfortable language.
Read Tali's notes / talk it through with Tali / let Tali quiz you — three channels, pick by situation.
Explain it back to Tali. It points out where you're vague. You don't pass until you can articulate it.
From any content to mastery, in 4 steps
Articles, videos, PDFs — any language, any format
AI extracts and translates the core knowledge
Deepen understanding through text or voice conversation
Exercises from your content — if you can explain it, you understand it
These are the scenarios Tali kept in mind.
CFA, PMP, AWS, CPA… Read the textbook three times and still not confident? Let Tali turn it into conversation and problems.
Material in a foreign language; you want to understand the structure in your native language. Tali explains, then practices with you in the target language.
Starting to code at 40 isn't impossible. Tali breaks new-field docs into a version you can understand at this stage.
Read history, philosophy, papers — want to actually understand, not pretend you read it. Tali holds you accountable.
Everything you need to know to get started
Tali is free to start — drop in something you're actually trying to learn, watch it break the content down for you.
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They use Tali to solve one specific thing
"I used to read the textbook four times a year, with a mistake-book too thick to look at. Now I throw chapters in, Tali quizzes me, I get them wrong, it walks me through — efficiency is back."
"The textbook is in English, my native language is Chinese. Tali explains it in Chinese, then drills me in Japanese. No constant in-head translation."
"Reading the React docs was like reading hieroglyphs. Tali broke it into 30 small questions; I do a group of them in 20 minutes a day. Onboard in three weeks."