Differences in processes with and without hardware accelerators. Credit: Electronics (2024). DOI: 10.3390/electronics13234683 Large language models (LLMs) like BERT and GPT are driving major advances in artificial intelligence, but their size and complexity typically require powerful servers and cloud infrastructure. Running these models directly on devices—without relying on external computation—has remained a difficult technical challenge. A research tea