Grigory Sapunov
@che_shr_cat
PhD in AI | GDE in AI | CTO Intento | Author "Deep Learning with JAX"
๐ ML insights:
๐ค AI reviews:
1.7K Following 4.3K Followers
2/
Specification gaming is not just genetic algorithm folklore anymore.
In "AI Finds A Way", Aaron Dharna, Cong Lu, Ryan Sullivan, Joel Lehman, @vkrakovna, and @jeffclune catalog 26 case studies proving this behavior is universal across deep RL, LLMs, and AI for science.
Show more
1/ SSL models like DINOv2 are engineering marvels, but they rely on fragile hacks like EMA, stop-gradients, and custom centering to avoid representation collapse.
What if we could replace all these heuristics with pure, mathematically sound optimal transport? ๐งต
Show more
