Custom Quantization Beats Pre-Built Models. Function Calling Pushes LLM Limits. Latency Optimization Goes Beyond Model Size. NVIDIA's Jet Models Target Edge Deployment. GPU Wars: ROCm Versus CUDA Reality Check