NVIDIA researchers have presented compelling arguments for small language models (SLMs) being more suitable than large language models (LLMs) for powering autonomous task-performing AI systems. In their Arxiv study published in June 2025, the researchers explain that self-operating, task-oriented AI applications mostly perform repetitive, narrow-scope operations that don't