Consumer Hardware for Local LLMs. Local LLM Ecosystem Fragmentation and Pain Points. Mac Studio M3 and Efficient Local Inference. Windows, NVIDIA, and OpenWebUI Stability Issues. Retrieval-Augmented Generation and Agents in Practice