For researchers

Read the whole field.
Keep every source.

Papers, preprints, conference talks, and lectures in one collection you can question. Every answer points back to the source it came from.

Unlimited sourcesAnswers with references40+ languages

The field outgrew your reading time

Four hundred results, thirty that matter, and no way to tell which is which before reading them.

A claim you can't locate is useless

You remember reading it. You cannot remember which paper, or which page.

Half the field is never written down

Conference talks, seminars, and panels hold arguments that exist nowhere in text.

What counts as a source

If it holds an argument, it goes in

Text and recordings sit side by side in the same collection — and every answer points back to them.

Papers & PDFs summarized
Conference talks timestamped
Lectures full transcript
Preprints summarized
Seminars & podcasts timestamped
Drive & web linked back

The method

From four hundred results
to one unanswered question

Five stages, ending where research actually begins — at the thing nobody has done yet.

01

Build the corpus once.

Assemble everything for a chapter or a paper into one collection — PDFs, preprints, a conference channel's whole playlist, your lab's seminar recordings. It stays there for the length of the project.

Collections Playlist import PDF & Drive
Thesis · distributional shiftone collection

Everything for the project, in one place

  • Ch. 2Prior approaches42 sources
  • Ch. 3Method & setup18 sources
  • Ch. 4Replication notes27 sources
  • OngoingLab seminar channelauto-added
PDFs, preprints, a conference playlist, seminar recordings — imported once, kept for the length of the project.
02

Get through what you cannot read.

Every source is summarized and transcribed on the way in. Read the ninety-minute panel in four minutes, or listen to it on the walk home, and go to the full transcript when something matters.

Summaries Transcripts Audio summaries
Panel · 1:32:40read in 4 min

Summary, with the minute for every point

  • 08:14Framing dispute opensTwo camps stated plainly.
  • 41:08Stationarity conceded keyThe admission nobody cites.
  • 1:12:30Open questions listedThree, none addressed.
Full transcript kept. Audio summary for the walk home.
03

Ask the corpus, not one paper.

Put a question to all forty-two sources at once and see where they agree, where they contradict each other, and which claim rests on a single citation everyone has repeated.

Query multiple sources Ask follow-ups Cited answers

Where do these sources disagree?

Two camps. Nineteen sources assume stationarity,1 four challenge it, and three of those four cite the same 2019 result.2

1Chen et al., 2024 and 18 otherspapers
2Okafor, 2025 · Lee & Park, 2025 · lab seminar 041:12:30
One citation, three inheritances. Worth checking the original.
04

Find what nobody has answered.

The contribution is the gap. Ask the corpus what it never covers, which assumption goes untested, and which question the field keeps deferring — then check the answer against the sources yourself.

Custom prompts Ask across sources Verifiable refs

What does the corpus never test?

The non-stationary case is acknowledged in three sources3 and tested in none of the forty-two.

3NeurIPS keynote41:08
Okafor, 2025 (preprint)preprint
Lecture 9 · methods27:50
Candidate contribution. Nobody has tested it directly.
05

Turn the reading into a starting point.

Turn the collection into structured notes, a study set, or a seminar outline — material you write from, with the sources still attached. The paper is yours to write.

Structured notes Study notes & quizzes Custom prompts
Chapter 2 · notesfrom 42 sources

Prior approaches and their shared assumption

  • Three approaches dominate; two assume a stationary distribution.Chen et al., 2024
  • The 2024 replication attempts do not support that assumption.Okafor, 2025
  • The keynote concedes the point in passing and moves on.Keynote · 41:08
  • No paper in the set tests the non-stationary case directly.gap
Your prompt, your framing. The writing starts here.

Traceability

Every claim keeps its address

A summary you can't verify is a liability in a thesis. Every answer names the source it came from, so you can open it and check.

Sentence → source → original always one click from the original

The literature isn't only in English.

Summarize a Japanese lecture or a German paper in your own language, and keep the original alongside it so a translated quote can still be checked.

JA 分布シフトに関する講義 summarized
DE Verteilungsverschiebung, 2023 summarized
PT Seminário · métodos summarized
+37 more languages available 40+

Share a collection with your lab.

Share a collection with co-authors, your supervisor, or the student who joins next term. The reading one person did stops being lost to everyone else.

YOU YouBuilt the collection Shared
SV SupervisorReads the same 42 sources Viewing
CA Co-authorAsks it her own questions Viewing
Unlimited
Sources per corpus
Every
Answer names its source
40+
Languages of literature
1
Link shares it with the lab

From daily users

A few words from people who read for a living

Verified reviews from customers who have shared their honest opinions about their experience with us.

TubeOnAI is an amazing program. I use it every day and it has dramatically changed my relationship with YouTube and videos. By far it is the AI tool that has had the most practical impact on me.
Steve HargadonCEO, Learning Revolution
Very fast and accurate summaries. I absolutely love the question and answer feature — TubeOnAI is my preferred way to save time and learn more.
David EylerCEO, Upshot Automation
A real time saver. You get the best of the video with the main points, and it is very objective. A big thank you to the support team — I was always very well assisted.
Carolina RuzaDigital entrepreneur
As a writer, I aim to load as much information into my head as possible. The ability to repurpose content effortlessly is such a smart addition — perfect for someone managing multiple channels.
Aquiles ByarsDigital entrepreneur
The features are impressive. Auto-summarizing new content and providing summaries for various types of media will definitely help in managing information more effectively.
Dinda NancyDigital entrepreneur
98% of users say they are satisfied Read 300+ testimonials

The gap is in there. Go and find it.

Build the corpus, ask it what it never answers, and keep every source close for when someone checks.

No credit card required