White PaperDigester

For builders with too much to read

Less time researching.More time building.

Turn papers and technical videos into summaries and audio explanations. Built around what you know.

Request beta access Play sample

Private beta. Request an invitation.

Read the report. Hear the explanation.

A real digest. No sign-up needed.

Research paper · Vaswani et al. · 2017

Attention Is All You Need

From the written report

The Transformer changed how machines process language. Instead of reading words one after another, attention lets each word connect directly to other words in a sentence. That made training easier to run in parallel.

Read a little further

The paper tested the approach on machine translation. Its strongest model achieved 28.4 BLEU on English-to-German translation, ahead of the previous best result.

Attention also has a cost: comparing every pair of words becomes expensive as a passage gets longer. That trade-off helps explain why handling long documents remains an engineering problem.

Read the original paper
Your audio explanation

Why attentionchanged AI.

37-second preview.

One narrator. Room to think.

Read the excerpt transcript

In 2017, eight researchers at Google published a paper proposing something that sounded almost like a provocation. They wanted to eliminate the core building block of every serious sequence model — the recurrent loop, the LSTM, the GRU, all of it — and replace it with something much simpler. The paper was called Attention Is All You Need. The architecture they introduced, the Transformer, became the foundation for GPT, Claude, Gemini, BERT, LLaMA, and essentially every major language model in production today. This is the paper where that bet was placed — and why it paid off.

Sound familiar?

30 open tabsin Chrome?

Get through your reading list. Get back to work.

  • You save more technical videos than you can watch?

  • You have a playlist for every project?

  • You have a reading list that keeps growing?

A shorter first pass.

From your reading list to your day

01

Upload the paper
or video.

Upload a PDF or paste an article or video link.

Research papersTechnical videosArticles
02

Get the
explanation.

Get a report and audio explanation tailored to your work.

03

Listen. Then put
the idea to work.

Listen on your commute. Open the report for the details.

A growing knowledge base

Build on top of
your knowledge.

Keep your summaries together. Revisit the ideas when you need them.

Save a summary Build your library Put the ideas to work
Get the right technical level

Self-attention, explained

To understand a word, look at the words around it. Attention lets a language model work out which words matter most to each other.

Example: one concept, two levels.

Blog

Playlists

Go to the blog

A few things to know

Before you
close those tabs.

Does it read the whole document out loud?

You get a concise audio explanation and a written report.

Is this only for AI research?

No. Bring papers, articles, and technical videos from your field.

Can I try it with my own reading list?

Request an invitation to the private beta. Bring your own sources when you join. Request beta access.

Speed up your
iteration cycles.

Point your AI agent at your new knowledge base.

Request beta access