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Why GPT-5.1 is a real breakthrough, and the other craziness of the day!







![[M2L 2025] 5.2 Diffusion models - Sander Dieleman](https://i.ytimg.com/vi/R4VWB94RLv4/maxresdefault.jpg)


Kimi-K2, China regains the AI throne (Ep. 129)


![[M2L 2025] 4.2 A Broad Introduction to Topological Deep Learning - Mathilde Papillon](https://i.ytimg.com/vi/5u2I1VXKCKA/maxresdefault.jpg)


![[M2L 2025] 3.3 Context: from context to capabilities - Max Bartolo](https://i.ytimg.com/vi/fHeQriMnOAo/maxresdefault.jpg)
![[M2L 2025] 3.2 Reinforcement Learning for LLMs - Jessica Hamrick](https://i.ytimg.com/vi/jSkgqwNLeYQ/maxresdefault.jpg)

KIMI K2 has just BLOWN UP the AI industry: it crushes ChatGPT (and it's free).

From spin glasses to graph neural networks: what artificial intelligence taught physics
![[M2L 2025] 2.1 Emerging Challenges in NLP - Seraphina Goldfarb-Tarrant](https://i.ytimg.com/vi/5kAXCCd6bq8/maxresdefault.jpg)




![[M2L 2025] 1.4 LLM Evaluation - Emine Yilmaz](https://i.ytimg.com/vi/eJief3QUkBI/maxresdefault.jpg)
![[M2L 2025] 1.2 Modularity and Compositionality for Collaborative, Efficient ... - Ivan Vulić](https://i.ytimg.com/vi/A2YnowyDl84/maxresdefault.jpg)
![[M2L 2025] 1.1 Introduction to Deep Learning and Transformers - Skanda Koppula](https://i.ytimg.com/vi/KiytVt6dbWE/maxresdefault.jpg)

Alphafold2 principles capabilities and limitations


