{"generated_at":"2026-10-31T19:28:28Z","notes":"Boards group by HARDWARE configuration (card family at the same device count; RTX PRO 6000 Max-Q and plain RTX PRO 6000 share a family) \u2014 \"what is the best on this rig\" is the question. Every model with a recipe for that hardware competes together; entries are ranked by the requested ?sort= mode (aa = Artificial Analysis Intelligence of the base model DESC, null/un-scored models last, then C1 single-stream decode per GPU DESC \u2014 the default; decode = C1 decode per GPU DESC; c8 = the exact-C8 decode cell DESC (null-C8 trails, then the C1 decode fallback orders the null-C8 tail); prefill = whole-rig prefill DESC; ttft = TTFT at C1 ASC, lower is better; votes = community vote count DESC (recipe-grain \u2014 votes attach to recipes, one per anon identity); added = recipe creation date DESC, newest first (when it first got listed); updated = last real revision DESC (the same updated_at the recipe twins expose \u2014 a view/vote/import never re-sorts the board); max_context = the recipe's OWN DECLARED max_context_len DESC (t_703c7037 recipe metadata carried on every entry as max_context_len \u2014 NOT a measurement; rows without the declaration sink LAST via null-trail, never first); evidence = measured run file before author-reported) plus a secondary ?then= level applied immediately after the primary (default then=decode, so the default chain is AA intelligence then decode speed) with evidence (measured before reported) and slug as final tiebreaks; board sections and entry order are identical to /leaderboard?sort=<same value> (entry order IS the rank \u2014 there is no rank field). Board SECTION order is hardware-only (generation, family, device count) and never changes with the sort. Boards carry their base model name plus its Artificial Analysis Intelligence index (the quality axis) with aa_index_version/aa_source_url provenance. evidence: reported in the UI for all rows; run-file-backed rows are marked in tooltips (API evidence values: measured = run file on record, reported = author-reported). aa_intelligence is the Artificial Analysis index of the base model (null = not scored); aa_index_version / aa_source_url give the version and page every value was read from. aa_source_url is the source of the EFFECTIVE aa value (measured rows: the recorded page; published rows: the register snapshot_url \u2014 the exact href the HTML AA cell renders; the raw published snapshot also ships as aa_published_source_url). aa is the EFFECTIVE AA value (t_b3adaed5): COALESCE(aa_intelligence, aa_published_index) \u2014 the exact number the HTML AA cell renders and the value sort=aa ranks on. Sorting entries by aa reproduces the page order exactly (null trails, as rendered). PROVENANCE TIERS (aa_provenance field): measured = a locally recorded index in aa_intelligence; published = no local record, the AA-published index is shown instead in aa_published_index with aa_published_methodology_version / aa_published_snapshot_url / aa_published_fetched_at provenance (from the append-only aa_scores register; newest fetched_at wins) \u2014 provenance is descriptive metadata on every row (it is NOT a rank level: a published index ranks by its number like any other), and carries in the number tooltip (the former visible AA published chip is retired for good \u2014 owner, Oct 6); unscored = neither, rendered n/a and trailing (unchanged honest trail).","meta":{"count":4,"sort":"aa","then":"decode","sort_chain":"aa>decode>prefill>evidence>slug","applied":{"hardware":["170hx-x6","170hx","dgx-spark","170hx-x2"]},"origin":"https://localairecipes.com","openapi":"/openapi.json"},"boards":[{"label":"NVIDIA DGX Spark 128GB \u00d71 (Blackwell)","card_family":"dgx-spark","representative_card":"dgx-spark","vendor":"nvidia","device_count":1,"generation":"blackwell","vram_gb":128,"entries":[{"slug":"glm-5-3-flash-vq-q4-k-1x-dgx-spark-1m-ctx-jlfn","title":"GLM-5.3-Flash VQ Q4_K 1x DGX Spark 1M ctx (JLFN)","url":"/r/glm-5-3-flash-vq-q4-k-1x-dgx-spark-1m-ctx-jlfn","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":24.300000000000000710542735760100185871124267578125,"decode_c4_tok_s":12.0999999999999996447286321199499070644378662109375,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,2],"max_context_len":1048576,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-nvfp4-dgx-spark-gb10-sglang-nextn-mtp","title":"Qwen3.8-Flash-Next NVFP4 DGX Spark GB10 SGLang NEXTN MTP","url":"/r/qwen3-8-flash-next-nvfp4-dgx-spark-gb10-sglang-nextn-mtp","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":110.400000000000005684341886080801486968994140625,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":465,"other_concurrencies":[1],"max_context_len":131072,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-w4a16-autoround-dgx-spark-vllm-mtp4-iter7g","title":"Qwen3.8-Flash-Next W4A16-AutoRound DGX Spark vLLM MTP4 Iter7g","url":"/r/qwen3-8-flash-next-w4a16-autoround-dgx-spark-vllm-mtp4-iter7g","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":76.7999999999999971578290569595992565155029296875,"decode_c4_tok_s":179.900000000000005684341886080801486968994140625,"decode_c8_tok_s":261.19999999999998863131622783839702606201171875,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,4,8],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-nvfp4-1x-dgx-spark-vllm-71-3-c1-salient-data","title":"Qwen3.8-Flash-Next NVFP4 1x DGX Spark vLLM 71.3 c1 (salient-data)","url":"/r/qwen3-8-flash-next-nvfp4-1x-dgx-spark-vllm-71-3-c1-salient-data","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":69.2999999999999971578290569595992565155029296875,"decode_c4_tok_s":null,"decode_c8_tok_s":91.900000000000005684341886080801486968994140625,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,6],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-fp4-local-1x-dgx-spark-vllm-b12x","title":"Qwen3.8-Flash-Next FP4-Local 1x DGX Spark vLLM b12x","url":"/r/qwen3-8-flash-next-fp4-local-1x-dgx-spark-vllm-b12x","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":66.1700000000000017053025658242404460906982421875,"decode_c4_tok_s":166.3600000000000136424205265939235687255859375,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":42.1700000000000017053025658242404460906982421875,"other_concurrencies":[1,4],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-uncensored-nvfp4-bf16-ple-dgx-spark-vllm-mtp2","title":"Qwen3.8-Flash-Next Uncensored NVFP4 BF16 PLE DGX Spark vLLM MTP2","url":"/r/qwen3-8-flash-next-uncensored-nvfp4-bf16-ple-dgx-spark-vllm-mtp2","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":44.22999999999999687361196265555918216705322265625,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":2055.170000000000072759576141834259033203125,"ttft_ms_c1":116800,"other_concurrencies":[1],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-nvfp4-dgx-spark-gb10-sglang-mtp-213-262k","title":"Qwen3.8-Flash-Next NVFP4 DGX Spark GB10 SGLang MTP-213 262K","url":"/r/qwen3-8-flash-next-nvfp4-dgx-spark-gb10-sglang-mtp-213-262k","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":32.7000000000000028421709430404007434844970703125,"decode_c4_tok_s":93.2000000000000028421709430404007434844970703125,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":286,"other_concurrencies":[1,4],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-27b-sglang-nvfp4-dflash2-on-1x-dgx-spark-deterministic","title":"Qwen3.8-27B SGLang NVFP4 DFlash2 on 1x DGX Spark (deterministic)","url":"/r/qwen3-8-27b-sglang-nvfp4-dflash2-on-1x-dgx-spark-deterministic","beta":false,"base_model":"Qwen3.8-27B","aa_intelligence":null,"aa":34,"aa_index_version":null,"aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-27b","aa_recorded_at":null,"aa_provenance":"published","aa_published_index":34,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-27b","aa_published_fetched_at":"2026-10-07 18:00:00-06","aa_resolved_slug":"qwen-3-8-27b","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-27b","card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":68.2999999999999971578290569595992565155029296875,"decode_c4_tok_s":81.650000000000005684341886080801486968994140625,"decode_c8_tok_s":141.5,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,4,8,32],"max_context_len":1010000,"evidence":"claimed","votes":0},{"slug":"nemotron-3-5-bolt-74b-a9b-1x-dgx-spark-vllm-b12x-lilicorr-262k","title":"Nemotron 3.5 Bolt 74B-A9B 1x DGX Spark vLLM b12x LiLiCorr 262K","url":"/r/nemotron-3-5-bolt-74b-a9b-1x-dgx-spark-vllm-b12x-lilicorr-262k","beta":false,"base_model":"Nemotron-3.5-Bolt-74B-A9B-24GB","aa_intelligence":null,"aa":null,"aa_index_version":null,"aa_source_url":null,"aa_recorded_at":"2026-10-19 18:49:54.393767-06","aa_provenance":"unscored","aa_published_index":null,"aa_published_methodology_version":null,"aa_published_snapshot_url":null,"aa_published_fetched_at":null,"aa_resolved_slug":null,"aa_published_source_url":null,"card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":140,"decode_c4_tok_s":113.400000000000005684341886080801486968994140625,"decode_c8_tok_s":163.599999999999994315658113919198513031005859375,"decode_c16_tok_s":201.19999999999998863131622783839702606201171875,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,4,8,16],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"glm-5-3-flash-exlr8-exl3-experts-on-dgx-spark-tp1-4","title":"GLM-5.3-Flash exlr8 EXL3 experts on DGX Spark TP1-4","url":"/r/glm-5-3-flash-exlr8-exl3-experts-on-dgx-spark-tp1-4","beta":false,"base_model":"DeepSeek-V3","aa_intelligence":null,"aa":null,"aa_index_version":null,"aa_source_url":null,"aa_recorded_at":null,"aa_provenance":"unscored","aa_published_index":null,"aa_published_methodology_version":null,"aa_published_snapshot_url":null,"aa_published_fetched_at":null,"aa_resolved_slug":null,"aa_published_source_url":null,"card_variant":"DGX Spark (GB10, unified memory)","decode_c1_tok_s":128,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":2687,"ttft_ms_c1":null,"other_concurrencies":[1],"max_context_len":524288,"evidence":"claimed","votes":0}]},{"label":"NVIDIA CMP 170HX 64GB \u00d76 (Ampere)","card_family":"170hx","representative_card":"CMP 170HX","vendor":"nvidia","device_count":6,"generation":"ampere","vram_gb":64,"entries":[{"slug":"deepseek-v4-1-flash-sm80-deepinfer-kernel-port-6x-a100-dspark-k5","title":"DeepSeek-V4.1-Flash SM80 DeepInfer kernel port 6x CMP 170HX DSpark K5","url":"/r/deepseek-v4-1-flash-sm80-deepinfer-kernel-port-6x-a100-dspark-k5","beta":false,"base_model":"DeepSeek-V4.1-Flash","aa_intelligence":39,"aa":39,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/deepseek-v4-1-flash","aa_recorded_at":"2026-09-30 22:34:38.86447-06","aa_provenance":"measured","aa_published_index":45,"aa_published_methodology_version":"Index v4.3.2 (2026-10-18)","aa_published_snapshot_url":"https://artificialanalysis.ai/models/deepseek-v4-1-flash-1017","aa_published_fetched_at":"2026-10-20 21:49:11.309778-06","aa_resolved_slug":"deepseek-v4-1-flash","aa_published_source_url":"https://artificialanalysis.ai/models/deepseek-v4-1-flash-1017","card_variant":"cmp-170hx","decode_c1_tok_s":160.80000000000001136868377216160297393798828125,"decode_c4_tok_s":170.5,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":4506.8000000000001818989403545856475830078125,"ttft_ms_c1":10700,"other_concurrencies":[1,4],"max_context_len":1048576,"evidence":"claimed","votes":0}]},{"label":"NVIDIA CMP 170HX 64GB \u00d72 (Ampere)","card_family":"170hx","representative_card":"CMP 170HX","vendor":"nvidia","device_count":2,"generation":"ampere","vram_gb":64,"entries":[{"slug":"qwen3-8-flash-next-exl3-5-05bpw-2x-cmp-170hx-tp2-mtp3-morrowmake","title":"Qwen3.8-Flash-Next EXL3 5.05bpw 2x CMP 170HX TP2 MTP3 (Morrowmake 1.0.0)","url":"/r/qwen3-8-flash-next-exl3-5-05bpw-2x-cmp-170hx-tp2-mtp3-morrowmake","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":152.80000000000001136868377216160297393798828125,"decode_c4_tok_s":458.6000000000000227373675443232059478759765625,"decode_c8_tok_s":674.700000000000045474735088646411895751953125,"decode_c16_tok_s":null,"prefill_tok_s":2651,"ttft_ms_c1":null,"other_concurrencies":[1,4,8],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"glm-5-3-flash-exl3-3-05bpw-on-2x-cmp-170hx-tp2-dflash2-k7-hybrid","title":"GLM-5.3-Flash EXL3 3.05bpw on 2x CMP 170HX TP2 DFlash2 K7 hybrid drafting 393K (alexvnesta)","url":"/r/glm-5-3-flash-exl3-3-05bpw-on-2x-cmp-170hx-tp2-dflash2-k7-hybrid","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":123.599999999999994315658113919198513031005859375,"decode_c4_tok_s":115,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":1316,"ttft_ms_c1":null,"other_concurrencies":[1,2],"max_context_len":null,"evidence":"claimed","votes":0},{"slug":"glm-5-3-flash-low-effort-on-2x-cmp170hx-exl3-tp2-four-slots","title":"GLM-5.3-Flash low effort on 2x CMP170HX EXL3 TP2 four slots","url":"/r/glm-5-3-flash-low-effort-on-2x-cmp170hx-exl3-tp2-four-slots","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":122.7844145032400007266915054060518741607666015625,"decode_c4_tok_s":155.464368176579995406427769921720027923583984375,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":325.6752750021399833713076077401638031005859375,"other_concurrencies":[1,4],"max_context_len":null,"evidence":"measured","votes":0},{"slug":"glm-5-3-flash-high-effort-on-2x-cmp170hx-exl3-tp2-four-slots","title":"GLM-5.3-Flash high effort on 2x CMP170HX EXL3 TP2 four slots","url":"/r/glm-5-3-flash-high-effort-on-2x-cmp170hx-exl3-tp2-four-slots","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":113.02775511349000225891359150409698486328125,"decode_c4_tok_s":143.664867737169998918034252710640430450439453125,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":314.40564501098998562156339175999164581298828125,"other_concurrencies":[1,4],"max_context_len":null,"evidence":"measured","votes":0},{"slug":"glm-5-3-flash-exl3-3-05bpw-on-2x-cmp-170hx-dflash2-k7-q8-kv-384k","title":"GLM-5.3-Flash EXL3 3.05bpw on 2x CMP 170HX \u2014 DFlash2 K7 Q8 KV 384K (Flun)","url":"/r/glm-5-3-flash-exl3-3-05bpw-on-2x-cmp-170hx-dflash2-k7-q8-kv-384k","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":90,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1],"max_context_len":393216,"evidence":"claimed","votes":1},{"slug":"glm-5-3-flash-max-effort-on-2x-cmp170hx-exl3-tp2-four-slots","title":"GLM-5.3-Flash max effort on 2x CMP170HX EXL3 TP2 four slots","url":"/r/glm-5-3-flash-max-effort-on-2x-cmp170hx-exl3-tp2-four-slots","beta":false,"base_model":"GLM-5.3-Flash","aa_intelligence":42,"aa":42,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/glm-5-3-flash","aa_recorded_at":"2026-09-30 22:34:38.6629-06","aa_provenance":"measured","aa_published_index":42,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/open-source","aa_published_fetched_at":"2026-10-04 14:15:00-06","aa_resolved_slug":"glm-5-3-flash","aa_published_source_url":"https://artificialanalysis.ai/models/open-source","card_variant":"cmp-170hx","decode_c1_tok_s":49.82240937091700061500887386500835418701171875,"decode_c4_tok_s":101.219270695099993417898076586425304412841796875,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":331.80228900164001970551908016204833984375,"other_concurrencies":[1,4],"max_context_len":null,"evidence":"measured","votes":0},{"slug":"qwen3-8-flash-next-w4a16-2x-cmp-170hx-tp2-dflash2-host-ram-ple","title":"Qwen3.8-Flash-Next W4A16 2x CMP 170HX TP2 DFlash2 host-RAM PLE","url":"/r/qwen3-8-flash-next-w4a16-2x-cmp-170hx-tp2-dflash2-host-ram-ple","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":349.69999999999998863131622783839702606201171875,"decode_c4_tok_s":null,"decode_c8_tok_s":986.799999999999954525264911353588104248046875,"decode_c16_tok_s":null,"prefill_tok_s":4696,"ttft_ms_c1":null,"other_concurrencies":[1,8,128],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-uncensored-awq-w4a16-on-2x-cmp-170hx-8-slots","title":"Qwen3.8-Flash-Next-Uncensored AWQ W4A16 on 2x CMP 170HX \u2014 8 slots, PP2, MTP5 + int4 draft head, PLE-from-SSD (mannydelrio)","url":"/r/qwen3-8-flash-next-uncensored-awq-w4a16-on-2x-cmp-170hx-8-slots","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":240.400000000000005684341886080801486968994140625,"decode_c4_tok_s":608.1000000000000227373675443232059478759765625,"decode_c8_tok_s":1044,"decode_c16_tok_s":null,"prefill_tok_s":6964,"ttft_ms_c1":null,"other_concurrencies":[1,4,8],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-w4a16-2x-cmp-170hx-pp2-mtp5-ple-alexbrandes","title":"Qwen3.8-Flash-Next W4A16 2x CMP 170HX PP2 MTP5 PLE (AlexBrandes)","url":"/r/qwen3-8-flash-next-w4a16-2x-cmp-170hx-pp2-mtp5-ple-alexbrandes","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":226.19999999999998863131622783839702606201171875,"decode_c4_tok_s":560.200000000000045474735088646411895751953125,"decode_c8_tok_s":840.3999999999999772626324556767940521240234375,"decode_c16_tok_s":null,"prefill_tok_s":7096,"ttft_ms_c1":80,"other_concurrencies":[1,4,8],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-int4-mixed-170hx-x2-pp2-mtp3-bf16-kv-ple-nvme","title":"Qwen3.8-Flash-Next INT4-Mixed 170HX x2, PP2 MTP3 BF16-KV PLE-NVMe (bozocentral)","url":"/r/qwen3-8-flash-next-int4-mixed-170hx-x2-pp2-mtp3-bf16-kv-ple-nvme","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":199,"decode_c4_tok_s":183,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1,2],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-nvfp4-2x-cmp-170hx-tep2-gds-ssd-ple-mtp6","title":"Qwen3.8-Flash-Next NVFP4 2x CMP 170HX TEP2 GDS SSD PLE MTP6","url":"/r/qwen3-8-flash-next-nvfp4-2x-cmp-170hx-tep2-gds-ssd-ple-mtp6","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":170.830000000000012505552149377763271331787109375,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":2083.09999999999990905052982270717620849609375,"ttft_ms_c1":null,"other_concurrencies":[1,10],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-w4a16-int4ple-on-2x-modded-cmp-170hx-pp2-mtp3","title":"Qwen3.8-Flash-Next W4A16 INT4PLE on 2x modded CMP 170HX \u2014 PP2 MTP3 (DUFRelic)","url":"/r/qwen3-8-flash-next-w4a16-int4ple-on-2x-modded-cmp-170hx-pp2-mtp3","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":133.3899999999999863575794734060764312744140625,"decode_c4_tok_s":245.169999999999987494447850622236728668212890625,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":6213.65999999999985448084771633148193359375,"ttft_ms_c1":null,"other_concurrencies":[1,4],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-w4a16-fp8ple-2x-cmp-170hx-pp2-mtp4-1m","title":"Qwen3.8-Flash-Next W4A16-FP8PLE 2x CMP 170HX PP2 MTP4 1M","url":"/r/qwen3-8-flash-next-w4a16-fp8ple-2x-cmp-170hx-pp2-mtp4-1m","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":112,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":6080,"ttft_ms_c1":47400,"other_concurrencies":[1],"max_context_len":1048576,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-uncensored-awq-w4a16-on-2x-cmp-170hx-pp2-mtp3","title":"Qwen3.8-Flash-Next-Uncensored AWQ W4A16 on 2x CMP 170HX \u2014 PP2, MTP3, PLE-from-SSD (mannydelrio)","url":"/r/qwen3-8-flash-next-uncensored-awq-w4a16-on-2x-cmp-170hx-pp2-mtp3","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":109,"decode_c4_tok_s":283,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":7700,"ttft_ms_c1":13000,"other_concurrencies":[1,4],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-w4a16-2x-cmp-170hx-tp2-ep-mtp4-fp8-ple-92gb-h","title":"Qwen3.8-Flash-Next W4A16 2x CMP 170HX TP2+EP MTP4 FP8 PLE 92GB Host","url":"/r/qwen3-8-flash-next-w4a16-2x-cmp-170hx-tp2-ep-mtp4-fp8-ple-92gb-h","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":104.5,"decode_c4_tok_s":392,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":2839,"ttft_ms_c1":70500,"other_concurrencies":[1,4],"max_context_len":262144,"evidence":"claimed","votes":0}]},{"label":"NVIDIA CMP 170HX 64GB \u00d71 (Ampere)","card_family":"170hx","representative_card":"CMP 170HX","vendor":"nvidia","device_count":1,"generation":"ampere","vram_gb":64,"entries":[{"slug":"qwen3-8-flash-next-3bpw-fp8-ple-1x-cmp-170hx-dflash2-recoverssm","title":"Qwen3.8-Flash-Next 3bpw FP8-PLE 1x CMP 170HX DFlash2 RecoverSSM","url":"/r/qwen3-8-flash-next-3bpw-fp8-ple-1x-cmp-170hx-dflash2-recoverssm","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":296.3999999999999772626324556767940521240234375,"decode_c4_tok_s":null,"decode_c8_tok_s":799.5,"decode_c16_tok_s":null,"prefill_tok_s":4243,"ttft_ms_c1":null,"other_concurrencies":[1,8,48],"max_context_len":262144,"evidence":"claimed","votes":0},{"slug":"qwen3-8-flash-next-3bpw-mtp-on-1x-cmp-170hx-ssd-ple-aio-iiiusi0n","title":"Qwen3.8-Flash-Next 3bpw MTP on 1x CMP 170HX SSD PLE AIO (iIIusi0n)","url":"/r/qwen3-8-flash-next-3bpw-mtp-on-1x-cmp-170hx-ssd-ple-aio-iiiusi0n","beta":false,"base_model":"Qwen3.8-Flash-Next","aa_intelligence":40,"aa":40,"aa_index_version":"Index v4.3.2","aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_recorded_at":"2026-09-30 22:34:38.764322-06","aa_provenance":"measured","aa_published_index":40,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","aa_published_fetched_at":"2026-10-06 18:30:00-06","aa_resolved_slug":"qwen3-8-flash-next","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-flash-next","card_variant":"cmp-170hx","decode_c1_tok_s":111,"decode_c4_tok_s":78,"decode_c8_tok_s":61,"decode_c16_tok_s":47,"prefill_tok_s":2636,"ttft_ms_c1":105,"other_concurrencies":[1,4,8,16],"max_context_len":null,"evidence":"claimed","votes":0},{"slug":"qwen3-8-27b-int8-mtp3-prefix-cache-on-1x-cmp-170hx-hynix","title":"Qwen3.8-27B INT8 MTP3 prefix-cache on 1x CMP 170HX Hynix","url":"/r/qwen3-8-27b-int8-mtp3-prefix-cache-on-1x-cmp-170hx-hynix","beta":false,"base_model":"Qwen3.8-27B","aa_intelligence":null,"aa":34,"aa_index_version":null,"aa_source_url":"https://artificialanalysis.ai/models/qwen3-8-27b","aa_recorded_at":null,"aa_provenance":"published","aa_published_index":34,"aa_published_methodology_version":"v4.3.2","aa_published_snapshot_url":"https://artificialanalysis.ai/models/qwen3-8-27b","aa_published_fetched_at":"2026-10-07 18:00:00-06","aa_resolved_slug":"qwen-3-8-27b","aa_published_source_url":"https://artificialanalysis.ai/models/qwen3-8-27b","card_variant":"cmp-170hx","decode_c1_tok_s":79,"decode_c4_tok_s":null,"decode_c8_tok_s":null,"decode_c16_tok_s":null,"prefill_tok_s":null,"ttft_ms_c1":null,"other_concurrencies":[1],"max_context_len":262144,"evidence":"claimed","votes":0}]}]}