How to Optimize LLM Pricing for Maximum ROI in AI Projects

Can a 4-bit model outperform larger reasoning engines? We tested 'High-Density Fine-Tuning' on a quantized Qwen3-8B base. The result: VQ-1 delivers superior logic and efficiency without the computational cost. Read the full engineering note.