slug,model,quant,engine,n_cpu_moe,tg128,tg128_d8192,tg128_d32768,decode_retention_32k,pp512_d8192,ttft_16k_est_s,ttft_16k_measured_s nvidia-nemotron-3-5-lightning-30b-a3b-q4-k-m,Nemotron 3.5 Lightning 30B-A3B,Q4_K_M,llama.cpp,,377.39,347.54,353.08,93.6,10950.44,1.5, ornith-1-5-35b-q4-k-m,Ornith 1.5 35B-A3B,Q4_K_M,llama.cpp,,303.21,269.68,263.46,86.9,8336.0,2.0, qwen3-8-27b-ud-iq3-xxs,Qwen3.8-27B,UD-IQ3_XXS,llama.cpp,,96.23,91.65,86.46,89.8,3720.47,4.4, qwen3-6-27b-q4-k-m,Qwen3.6-27B,Q4_K_M,llama.cpp,,77.09,75.54,71.64,92.9,3640.28,4.5, gemma-4-31b-q4-0-it,Gemma 4 31B-it,Q4_0,llama.cpp,,76.39,70.71,65.36,85.6,3672.84,4.5, qwen3-8-27b-q6-k,Qwen3.8-27B,Q6_K,llama.cpp,,63.08,60.41,58.28,92.4,3118.51,5.3, qwen3-6-27b-q6-k,Qwen3.6-27B,Q6_K,llama.cpp,,61.85,60.74,58.24,94.2,3026.47,5.4, qwopus3-8-27b-flash-q6-k,Qwopus3.8-27B-Flash,Q6_K,llama.cpp,,62.96,60.41,58.05,92.2,3025.42,5.4, qwen3-8-flash-next-ud-q2-k-xl,Qwen3.8-Flash-Next 125B-A10B,UD-Q2_K_XL,llama.cpp,22,59.69,56.11,51.04,85.5,826.41,19.8,29.39