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NVIDIA DGX Spark 128GB ×2 (Blackwell)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
Qwen3.8-Flash-Next Uncensored NVFP4 2x DGX Spark SGLang TP2 ROCE #1	40	40.3 tok/s	117.3 tok/s	120.5 tok/s	2976.7 tok/s	—	reported	0
GLM-5.3-Flash exlr8 EXL3 experts on DGX Spark TP1-4	n/a	128 tok/s	—	—	4393 tok/s	—	reported	0

NVIDIA DGX Spark 128GB ×1 (Blackwell)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
GLM-5.3-Flash VQ Q4_K 1x DGX Spark 1M ctx (JLFN) #1	42	24.3 tok/s	12.1 tok/s	—	—	—	reported	0
Qwen3.8-Flash-Next NVFP4 DGX Spark GB10 SGLang NEXTN MTP	40	110.4 tok/s	—	—	—	465 ms	reported	0
Qwen3.8-Flash-Next W4A16-AutoRound DGX Spark vLLM MTP4 Iter7g	40	76.8 tok/s	179.9 tok/s	261.2 tok/s	—	—	reported	0
Qwen3.8-Flash-Next NVFP4 1x DGX Spark vLLM 71.3 c1 (salient-data)	40	69.3 tok/s	—	91.9 tok/s	—	—	reported	0
Qwen3.8-Flash-Next FP4-Local 1x DGX Spark vLLM b12x	40	66.2 tok/s	166.4 tok/s	—	—	42.2 ms	reported	0
Qwen3.8-Flash-Next Uncensored NVFP4 BF16 PLE DGX Spark vLLM MTP2	40	44.2 tok/s	—	—	2055.2 tok/s	116800 ms	reported	0
Qwen3.8-Flash-Next NVFP4 DGX Spark GB10 SGLang MTP-213 262K	40	32.7 tok/s	93.2 tok/s	—	—	286 ms	reported	0
Qwen3.8-27B SGLang NVFP4 DFlash2 on 1x DGX Spark (deterministic)	34	68.3 tok/s	81.7 tok/s	141.5 tok/s	—	—	reported	0
Nemotron 3.5 Bolt 74B-A9B 1x DGX Spark vLLM b12x LiLiCorr 262K	n/a	140 tok/s	113.4 tok/s	163.6 tok/s	—	—	reported	0
GLM-5.3-Flash exlr8 EXL3 experts on DGX Spark TP1-4	n/a	128 tok/s	—	—	4393 tok/s	—	reported	0

NVIDIA CMP 170HX 64GB ×4 (Ampere)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
DeepSeek-V4.1-Flash-1017 Engram-NVMe TP4/PP4 4x CMP 170HX #1	45	355.7 tok/s	—	867.6 tok/s	2416 tok/s	—	reported	0
DeepSeek-V4.1-Flash-1017 Hybrid EXL3 TP4 4x CMP 170HX Morrowmake	45	319 tok/s	—	765 tok/s	3818 tok/s	—	reported	0
DeepSeek-V4.1-Flash-1017 EXL3 2.9bpw TC-MoE on 4x CMP 170HX TP4	45	195.4 tok/s	—	276.6 tok/s	1391.1 tok/s	—	reported	0
DeepSeek-V4.1-Flash-1017 Fidelity-First 4x CMP 170HX alanoo81	45	105.4 tok/s	325.2 tok/s	505 tok/s	2514 tok/s	—	reported	0
GLM-5.3-Flash on 4x CMP 170HX — Morrowmake recipe 1.8.0, TP4 DFlash2	42	264.4 tok/s	—	—	6264 tok/s	63 ms	reported	1
Qwen3.8-Flash-Next-FP8 4x CMP 170HX — PP4 MTP-4 patched vLLM (g4bwy)	40	184.4 tok/s	548 tok/s	—	10138 tok/s	91900 ms	reported	0
DeepSeek-V4.1-Flash EXL3 3bpw TC-MoE on 4x CMP 170HX TP4 (original checkpoint)	39	178.8 tok/s	343.9 tok/s	586.6 tok/s	1570 tok/s	—	reported	0
DeepSeek-V4.1-Flash (764B) on 4x CMP 170HX — PP4, shadow KV, EXL3 2bpw, DSpark K5, 512k ctx, native vision (kaka86mm)	39	60.7 tok/s	—	200.6 tok/s	—	—	reported	0
MiMo-V2.6-Flash-RL 309B MoE NVFP4 4x CMP 170HX TP4 DFlash 1M ctx (ElectroHobo)	38	322 tok/s	—	753.8 tok/s	2722 tok/s	—	reported	0
MiMo-V2.6-Flash-RL (omni) on 4x CMP 170HX — PP4, official fp8, three-tier KV, v3.3 (kaka86mm)	38	64.5 tok/s	—	—	6050 tok/s	3300 ms	reported	0

NVIDIA CMP 170HX 64GB ×1 (Ampere)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
Qwen3.8-Flash-Next 3bpw FP8-PLE 1x CMP 170HX DFlash2 RecoverSSM #1	40	296.4 tok/s	—	799.5 tok/s	4243 tok/s	—	reported	0
Qwen3.8-Flash-Next 3bpw MTP on 1x CMP 170HX SSD PLE AIO (iIIusi0n)	40	111 tok/s	78 tok/s	61 tok/s	2636 tok/s	105 ms	reported	0
Qwen3.8-27B INT8 MTP3 prefix-cache on 1x CMP 170HX Hynix	34	79 tok/s	—	—	—	—	reported	0

Machine-readable: /api/v1/leaderboard.json (these boards) · /api/v1/scores.json (per-recipe medians).