Watch it work: a Bylines study session, start to finish

A real Bylines study session, recorded live: the DeepSeek-R1 paper goes in as notes, a day-by-day plan comes out, and the tutor teaches it a part at a time — sketches, honest marking, “I’m stuck”, drawn answers, a quiz and notes.

1. Drop in your notes
2. Pick your exam date and pace
3. Get a plan, day by day
4. Learn it a piece at a time
5. Answer in your own words
6. It draws what it teaches
7. Stuck? It asks something smaller
8. Or draw your answer
9. It reads the drawing, too
10. Quiz yourself
11. Ask it anything
12. Watch your readiness climb
13. The notes it took, and yours
14. Light or dark