A collection of the best advice, inspiring blog posts, or papers others could also benefit from.

1. This list is inspired by this collection of advice by Yonatan Belinkov: Advice Collection
2. Michael Black: Writing a Good Scientific Paper
3. Anand Bhattad: So You Want to Be an Academic?
4. Paul Liang: Collection of advice for prospective and current PhD students (very extensive, 100s of links!)
5. Rachel Thomas: Tips on building a personal brand (and not feeling awkward about it)
6. Neel Nandas: Highly Opinionated Advice on How to Write ML Papers
7. Richard Hamming: You and Your Research
8. Cool lecture slides/talks:
   • Desmond Elliott: Visual Language Primer at LxMLS summer school 2025
9. Jeff Clune: Collection of Riddles
10. Ziming Liu: A Series of Blog Posts on Physics of AI
11. Alexander Terenin: Where Are We and What Now? (Reflecting on the AI field in 2026)
12. Akari Asai: Tips on being on the academic job market
13. Ranjay Krishna: Describing his advising philosophy
14. Nicholas Carlini: How to win a best paper award