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NVIDIA DGX Spark 128GB ×3 (Blackwell)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
GLM-5.3-Flash exlr8 EXL3 experts on DGX Spark TP1-4 #1	n/a	128 tok/s	—	—	2687 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 ×2 (Ampere)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
Qwen3.8-Flash-Next EXL3 5.05bpw 2x CMP 170HX TP2 MTP3 (Morrowmake 1.0.0) #1	42	152.8 tok/s	458.6 tok/s	674.7 tok/s	2651 tok/s	—	reported	0
GLM-5.3-Flash EXL3 3.05bpw on 2x CMP 170HX TP2 DFlash2 K7 hybrid drafting 393K (alexvnesta)	42	123.6 tok/s	115 tok/s	—	1316 tok/s	—	reported	0
GLM-5.3-Flash low effort on 2x CMP170HX EXL3 TP2 four slots	42	122.8 tok/s	155.5 tok/s	—	—	325.7 ms	reported	0
GLM-5.3-Flash high effort on 2x CMP170HX EXL3 TP2 four slots	42	113 tok/s	143.7 tok/s	—	—	314.4 ms	reported	0
GLM-5.3-Flash EXL3 3.05bpw on 2x CMP 170HX — DFlash2 K7 Q8 KV 384K (Flun)	42	90 tok/s	—	—	—	—	reported	1
GLM-5.3-Flash max effort on 2x CMP170HX EXL3 TP2 four slots	42	49.8 tok/s	101.2 tok/s	—	—	331.8 ms	reported	0
Qwen3.8-Flash-Next W4A16 2x CMP 170HX TP2 DFlash2 host-RAM PLE	40	348.9 tok/s	—	992.1 tok/s	4729 tok/s	—	reported	0
Qwen3.8-Flash-Next-Uncensored AWQ W4A16 on 2x CMP 170HX — 8 slots, PP2, MTP5 + int4 draft head, PLE-from-SSD (mannydelrio)	40	240.4 tok/s	608.1 tok/s	1044 tok/s	6964 tok/s	—	reported	0
Qwen3.8-Flash-Next W4A16 2x CMP 170HX PP2 MTP5 PLE (AlexBrandes)	40	226.2 tok/s	560.2 tok/s	840.4 tok/s	7096 tok/s	80 ms	reported	0
Qwen3.8-Flash-Next INT4-Mixed 170HX x2, PP2 MTP3 BF16-KV PLE-NVMe (bozocentral)	40	199 tok/s	183 tok/s	—	—	—	reported	0
Qwen3.8-Flash-Next NVFP4 2x CMP 170HX TEP2 GDS SSD PLE MTP6	40	170.8 tok/s	—	—	2083.1 tok/s	—	reported	0
Qwen3.8-Flash-Next W4A16 INT4PLE on 2x modded CMP 170HX — PP2 MTP3 (DUFRelic)	40	133.4 tok/s	245.2 tok/s	—	6213.7 tok/s	—	reported	0
Qwen3.8-Flash-Next W4A16-FP8PLE 2x CMP 170HX PP2 MTP4 1M	40	112 tok/s	—	—	6080 tok/s	47400 ms	reported	0
Qwen3.8-Flash-Next-Uncensored AWQ W4A16 on 2x CMP 170HX — PP2, MTP3, PLE-from-SSD (mannydelrio)	40	109 tok/s	283 tok/s	—	7700 tok/s	13000 ms	reported	0
Qwen3.8-Flash-Next W4A16 2x CMP 170HX TP2+EP MTP4 FP8 PLE 92GB Host	40	104.5 tok/s	392 tok/s	—	2839 tok/s	70500 ms	reported	0

NVIDIA RTX 3090 24GB ×4 (Ampere)

Recipe	AA intel	C1 decode	C4 decode	C8 decode	Prefill	TTFT	Evidence	Votes
Qwen3.8-Flash-Next W4A16-Merlin on 4x RTX 3090 — TP2xPP2+EP, MTP3, FP8 KV, 925K pool (halt95) #1	40	174.3 tok/s	—	533.7 tok/s	5484 tok/s	960 ms	reported	0
Qwen3.8-27B AWQ-INT4 + DSpark on RTX 3090s — SGLang TP1/TP2/TP4	34	136.8 tok/s	103.8 tok/s	60.5 tok/s	1615.8 tok/s	98880 ms	reported	0

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