Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI

I benchmarked 7 model variants across 3 quantization levels, tested a 3B challenger, built a self-training pipeline, and attempted QLoRA fine-tuning. The fine-tuning failed catastrophically. Here's what I learned.