Dissecting Local AI Memory Footprints: KV Cache Expansion, Quantization Overhead, and VRAM Saturation 18 September 2026·1070 words·6 mins Artificial Intelligence Local LLM Python Machine Learning VRAM Optimization CUDA System Performance Hardware Tuning