View PDF HTML (experimental) Abstract:Large language models have achieved remarkable capabilities through scaling, and this paper does not challenge that. It instead investigates a different question: once large models already exist, can they become more accessible to environments with substantially smaller hardware resources? The motivation came from deployment concerns rather than architecture research. Many organizations operate under hardware, budget, security, or closed-network constraints ...