On the Fundamental Limits of LLMs at Scale. - Muhammad Ahmed Mohsin; Muhammad Umer 006; Ahsan Bilal; Zeeshan Memon; Muhammad Ibtsaam Qadir; Sagnik Bhattacharya; Hassan Rizwan; Abhiram Rao Gorle; Maahe Zehra Kazmi; Ayesha Mohsin; Muhammad Usman Rafique; Zihao He; et al. (CoRR, 2025)