The article explores the development of lightweight, open-source agents for small language models (SLMs) that can operate on consumer hardware. It emphasizes the importance of designing for stability and simplicity, while addressing the unique challenges posed by resource constraints and limited reasoning capabilities. The insights shared aim to guide developers in maximizing the potential of SLMs for various applications.