I am almost halfway through the semester, and this term I am teaching two heavy courses (60 hours each). One is about cryptanalysis: all the way from classical cryptology of substitution ciphers, through block ciphers, up to post-quantum cryptography.
The second course is a tutorial: a "zero to hero" introduction to neural networks, starting from the classic topics of the 1940s up to the transformer revolution.
I have decided to rely heavily on agentic tools to help me write lecture notes, slides, and interactive applets. It's a very systematic process where I give lectures, do exercises with students, and fine-tune the materials. I have noticed that the boost is incredible. Now we can really dive deep into the topics, adding a lot of custom-made help and examples (full Enigma breaking or high-level implementations in JAX). I see that the students enjoy having such complete notes.
I put a lot of effort into the structure and scaffolding of those notes. Many texts are generated from good sources, but I read every single page and apply corrections. I think I have saved a lot of hours on the tedious fine-tuning of pictures and examples. I also had the courage to test and cover much more experimental content that I had never explored before.
We spend three active hours each week with the students, and the work is very intense. But at the same time, the courses feel very rewarding, and I should admit that I have learned a ton (especially about the classic papers on AI). I will definitely keep building complete lecture notes for future courses, but I already see that the main issue is proper internalization of the knowledge, both by the students and by me. Overall, the process is much smoother because we can always ask an LLM to provide a more accurate answer.
Most famous Poles of all time 🇵🇱
🇵🇱 Nicolaus Copernicus — changed how humanity sees the universe 🇵🇱 Frédéric Chopin — Poland’s sound, known worldwide 🇵🇱 Marie Skłodowska-Curie — the only person to win Nobel Prizes in two sciences 🇵🇱 Pope John Paul II — one of the most influential figures of the 20th century 🇵🇱 Adam Mickiewicz — national poet, cultural icon 🇵🇱 Stanisław Lem — one of the most translated sci-fi writers ever 🇵🇱 Wisława Szymborska — Nobel Prize in Literature 🇵🇱 Czesław Miłosz — Nobel Prize in Literature 🇵🇱 Andrzej Wajda — legendary filmmaker 🇵🇱 Krzysztof Penderecki — reshaped modern classical music 🇵🇱 Robert Lewandowski — one of football’s greatest goal scorers
40 Famous Scientists Who Changed the World Through Their Discoveries
1. 🇩🇪 Albert Einstein
2. 🇵🇱 🇫🇷 Marie Curie
3. 🇬🇧 Isaac Newton
4. 🇬🇧 Charles Darwin
5. 🇷🇸 Nikola Tesla
6. 🇮🇹 Galileo Galilei
7. 🇬🇧 Ada Lovelace
8. 🇬🇷 Pythagoras
9. 🇸🇪 Carl Linnaeus
10. 🇬🇧 Rosalind Franklin
11. 🇷🇺 🇺🇸 Isaac Asimov
12. 🇺🇸 Richard Feynman
13. 🏴 Robert FitzRoy
14. 🇫🇷 Jean-Baptiste Lamarck
15. 🇮🇹 Lucretius
16. 🇺🇸 Katharine McCormick
17. 🇬🇧 🇺🇸 John Muir
18. 🇺🇸 Rolf O. Peterson
19. 🇺🇸 Marie Tharp
20. 🇺🇸 George Washington Carver
21. 🇺🇸 Charles R. Drew
22. 🇺🇸 Katherine Johnson
23. 🇺🇸 Sean M. Carroll
24. 🇺🇸 Rachel Carson
25. 🇬🇧 Richard Dawkins
26. 🇬🇧 Jane Goodall
27. 🇺🇸 Stephen Jay Gould
28. 🇬🇧 Stephen Hawking
29. 🇺🇸 Aldo Leopold
30. 🇺🇸 Bill Nye
31. 🇬🇧 Oliver Sacks
32. 🇺🇸 Carl Sagan
33. 🇺🇸 Neil deGrasse Tyson
34. 🇺🇸 E.O. Wilson
35. 🇬🇧 British physicist Brian Cox
36. 🇺🇸 Neuroscientist Carl Hart
37. 🇺🇸 Emily Graslie
38. 🇦🇺 Upulie Divisekera
39. 🇺🇸 Raychelle Burks
40. 🇨🇦 Katharine Hayhoe
Source: Discover Magazine
Renormalization is “arguably the single most important advance in theoretical physics in the past 50 years.” — David Tong, a theoretical physicist at the University of Cambridge https://t.co/ZiOZIkHQD0
About 0.1 percent of the global population, some 8.8 million people, identifies as scientists, which means only a small fraction of people personally know a scientist.
https://t.co/UEqxchLrGo