Read the source. Understand the week.
A daily stream of original posts, with editorial perspective in weekly and monthly editions.
The daily source stream
Authors, dates, links, media indicators and engagement counts come from the collected posts. Topic membership follows our source list or the search that found a post. Tool and version labels use a controlled vocabulary and pattern matching.
Recent posts with engagement relative to their author’s audience appear higher. This is a discovery aid, not a quality score or a claim that a method works.
A weekly perspective
An AI editor selects 15–50 posts from a topic’s ranked weekly collection. A DeepSeek draft connects changes and ideas worth trying; every factual sentence links to specific sources. We check the structure and citations, then the AI editor reviews the writing against the selected material.
Insufficient material stays unpublished. We do not turn every short post into an invented tutorial, and source claims do not become independently verified results.
A monthly view
Monthly editions bring together reviewed weekly editions and cite those pages. They do not repeat the original collection process.
Attribution and corrections
Every source card credits its author and links directly to X. Official embeds load as posts enter the viewport; collected original text, images and counts provide a readable fallback. Counts reflect collection time. Original authors retain their rights; source availability and corrections can change after collection.
Send a source ID or edition URL with corrections or removal requests to aiworkflowprolk@gmail.com. Publication dates change only when an edition is first published or substantially revised.
Independent editorial choices
Sponsorship is clearly labeled and does not buy a place in an edition.
Read the sponsorship policy →