Local LLM Hardware: What Actually Works Beyond the Specs

Marketing claims about running LLMs locally with just 8GB of RAM often underestimate real hardware requirements and necessary optimizations. This guide bridges the gap between theoretical specifications and practical deployment, providing developers with accurate insights into VRAM, GPU bandwidth, and quantization techniques. Understanding these realities is crucial for anyone seeking to implement local LLMs while balancing performance, cost, and data privacy.