Hybrid-Sensitivity-Weighted-Quantization.HSWQ is a novel FP8 E4M3 quantization method that combines sensitivity analysis and importance-weighted histogram optimization, achieving superior quality compared to naive uniform quantization while maintaining standard loader compatibility.