How it works

One episode a day. Below is what the system does before that.

  1. 1
    Collectabout 40 sources
  2. 2
    Filterno rumours, no ads
  3. 3
    Checkevery link opened
  4. 4
    Writenumbers as published
  5. 5
    Podcastthe episode read out
  6. 6
    Publishtext, PDF and podcast
One episode, from the walk over the sources to publication.

The digest does not retell a feed. Of everything that went past the sources in a day, a few topics make the episode: the ones with a primary source under them that change something in practice.

Who runs this

I run the digest, Vadim Ilchenko. I pick the sources myself, and the six steps below run in a system I built.

  1. 01

    Collect

    The system walks X lists, RSS, Hacker News, lab blogs (OpenAI, Anthropic, DeepMind) and newsletters. About 40 sources per run, and I pick what is on that list.

  2. 02

    Filter

    Rumours, reposts and marketing are dropped by rules I set. What stays has a primary source under it: a lab post, a paper, a repository, a document.

  3. 03

    Check

    The system opens every link and compares it with the text of the episode. A claim that does not match what the source says never reaches the episode.

  4. 04

    Write

    The episode is written in Ukrainian and translated into English. Numbers and links stay as the source has them, with no rounding and no retelling.

  5. 05

    Podcast

    The finished text becomes a podcast, the same selection for listening instead of reading.

  6. 06

    Publish

    The episode, the PDF and the podcast appear on the site.

Sources

The list I picked, and what step 1 walks. It is open: every topic in an episode can be checked against where it came from.

The rule I set: a claim goes into an episode when a primary source backs it, or when two independent sources confirm it. One post is not enough; where there is a single source, the episode says so.

Suggest a source

An X account, a blog, an RSS feed, a newsletter.

A URL, or an X handle like @karpathy.

What does not make an episode

Formats

Every episode is text on the site, a PDF with clickable sources and a podcast. Links in the text go to the primary source. Any episode in the archive can be checked on that.

All episodes