[ { "level": "Q2_K", "size_vs_fp16": "25%", "quality": "75%", "use_case": "Ultra-low RAM (1GB devices)", "recommended": false }, { "level": "Q3_K_M", "size_vs_fp16": "30%", "quality": "85%", "use_case": "Very constrained devices", "recommended": false }, { "level": "Q4_K_M", "size_vs_fp16": "40%", "quality": "92%", "use_case": "Sweet spot for mobile", "recommended": true }, { "level": "Q5_K_M", "size_vs_fp16": "50%", "quality": "95%", "use_case": "Quality-sensitive mobile", "recommended": true }, { "level": "Q6_K", "size_vs_fp16": "60%", "quality": "97%", "use_case": "Near-lossless mobile", "recommended": false }, { "level": "Q8_0", "size_vs_fp16": "70%", "quality": "98%", "use_case": "High-quality, smaller than FP16", "recommended": false }, { "level": "F16", "size_vs_fp16": "100%", "quality": "100%", "use_case": "Reference / debugging", "recommended": false } ]