The hardware roster · one identity

RTX PRO 6000 Blackwell (96 GB)

96 GB·NVIDIA·graphics card·67 figures · 24 exhibits

Narrow by model Narrow by power cap The rail is CSS and nothing else — no script runs on this page. Two things it therefore cannot do, said rather than discovered: a chosen filter is not part of the address, so a narrowed view cannot be linked or bookmarked; and it cannot tell you when nothing matches, which is why the count rides on every control and why a band whose rows are all filtered out keeps its heading and empties.

Language — decode, prefill and first token

Sorted by model, then by power cap ascending — alphabetical and numeric, never by value. Every condition the page states is printed; a condition it does not state reads not stated, which is a third thing and not an uncapped card. The columns a narrow screen cannot hold are printed under the row rather than scrolled to.

valuewhat was measuredmodelpower capruntimemeasurement window
94.6 → 92.7 tok/s per streamdecode per streamdense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
Q432768256 tokens out16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
p50 20.6 → 22.2 ms and p95 20.8 → 23.8 mstime to first token, p50 and p95dense mistral (Q4)600 → 450 WOllama · 0.32.15three requests, 2026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.15three requests, 2026-08-25
Q432768not stated1what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
205.85 tokens a seconddecode, tokens a secondgemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
not statednot stated256 tokens outnot stateda-short-history-of-mistral · what-we-measured-on-two-cards-in-one-box · carried by hand, proved against that page’s own row · identity from the table’s own column head
gemma read 207.3 / 207.1 / 207.2 tok/s at 600 / 500 / 450 Wdecode, the serving lanegemma4:26b600 / 500 / 450 WOllama · 0.32.15the median of 6–7 per rung, 2026-08-27
gemma4:26b600 / 500 / 450 WOllama · 0.32.15the median of 6–7 per rung, 2026-08-27
not stated32768128 tokens out1what-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
202–214 tok/sdecode after the upgradegemma4:26bnot statedollama · 0.32.13the service restarted at 2026-08-16T01:36:27Z
gemma4:26bnot statedollama · 0.32.13the service restarted at 2026-08-16T01:36:27Z
not statednot statednot statednot statedthe-free-speed-wasnt-free · the-day-the-box-got-faster · carried by hand, proved against that page’s own row · identity from the same section
124.975decode at a deeper context tiergemma4:26bnot statedollama · 0.32.92026-08
gemma4:26bnot statedollama · 0.32.92026-08
not stateda much deeper context tiernot statednot statedthe-free-speed-wasnt-free · the-day-the-box-got-faster · carried by hand, proved against that page’s own row · identity from the same section
138.6 tok/s over 1,982 live rulingsproduction median decodegemma4:26bnot statedollama · 0.32.92026-08-15
gemma4:26bnot statedollama · 0.32.92026-08-15
not statednot statednot statednot statedthe-free-speed-wasnt-free · the-day-the-box-got-faster · carried by hand, proved against that page’s own row · identity from the same section
139.55 (n=6, range 137.75–150.49)sealed bench median decodegemma4:26bnot statedollama · 0.32.92026-08-14
gemma4:26bnot statedollama · 0.32.92026-08-14
not statednot statednot statednot statedthe-free-speed-wasnt-free · the-day-the-box-got-faster · carried by hand, proved against that page’s own row · identity from the same section
92.77 tokens a seconddecode, tokens a secondmistral-small3.2:24b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
mistral-small3.2:24b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
Q4_K_Mnot stated256 tokens outnot stateda-short-history-of-mistral · what-we-measured-on-two-cards-in-one-box · carried by hand, proved against that page’s own row · identity from the table’s own column head
mistral 95.0 / 94.6 / 93.5 at the same threedecode, the serving lanemistral-small3.2:24b600 / 500 / 450 WOllama · 0.32.15the median of 6–7 per rung, 2026-08-27
mistral-small3.2:24b600 / 500 / 450 WOllama · 0.32.15the median of 6–7 per rung, 2026-08-27
not stated32768128 tokens out1what-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
95.0 / 94.6 / 93.5 tokens a secondwriting speed, single warm callsmistral-small3.2:24b600 / 500 / 450 Wnot stated2026-08-27
mistral-small3.2:24b600 / 500 / 450 Wnot stated2026-08-27
Q4_K_Mnot stated128 tokens outnot stateda-short-history-of-mistral · what-does-it-do-on-our-own-machines · carried by hand, proved against that page’s own row · identity from the row itself
28 ms / 162 msfirst token on a prompt it has already seen, dense / MoEmistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
mistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
not statednot stated256 tokens outnot stateda-short-history-of-mistral · what-we-measured-on-two-cards-in-one-box · carried by hand, proved against that page’s own row · identity from the table’s own column head
170.24 → 170.09 tok/ssustained decodeMoE gemma (FP8), sustained600 → 450 WvLLM · 0.27.1averaged over both interleaved repeats, 2026-08-25
MoE gemma (FP8), sustained600 → 450 WvLLM · 0.27.1averaged over both interleaved repeats, 2026-08-25
FP8not statednot stated16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
207.7 tok/swriting speedthe chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
the chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
not statednot statednot statedalonethe-typist-and-the-developer · one-card-both-jobs-at-once · carried by hand, proved against that page’s own row · identity from the same section
51.6 tok/swriting speedthe chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
the chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
not statednot statednot statedwhile pictures developthe-typist-and-the-developer · one-card-both-jobs-at-once · carried by hand, proved against that page’s own row · identity from the same section
207.5 – 207.7writing speed, spreadthe chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
the chat seatnot statednot statedthe whole run took 35 seconds, on 2026-08-26
not statednot statednot statedalonethe-typist-and-the-developer · one-card-both-jobs-at-once · carried by hand, proved against that page’s own row · identity from the same section

The same card, the same question, power cap apart

busy-window draw

  • 419.0 — 450 W what-150-watts-buys · the-mechanism-checked-rather-than-inferred
  • 412.8 — 600 W what-150-watts-buys · the-mechanism-checked-rather-than-inferred

Every row above is the same card and the same MoE gemma (FP8), sustained. The only thing that moved is the power cap. That is why nothing on this page is ranked, and why a condition is part of a row rather than a heading above one.

The same card, the same question, concurrency apart

seconds per sketch

  • 1.54 s — alone the-typist-and-the-developer · one-card-both-jobs-at-once
  • 1.82 s — while tokens stream the-typist-and-the-developer · one-card-both-jobs-at-once

Every row above is the same card and the same the game's own sketch graph. The only thing that moved is the concurrency. That is why nothing on this page is ranked, and why a condition is part of a row rather than a heading above one.

Pictures — seconds per render

13 rows — same rule as above.

valuewhat was measuredmodelpower capruntimemeasurement window
41.0 to 42.2 seconds per painting by the render engine's own clockseconds per paintingFLUX.1-devnot statedComfyUI · version not statednot stated
FLUX.1-devnot statedComfyUI · version not statednot stated
not statednot stated2048×1280, 40 stepsnot statedsix-worlds-painted-large · for-the-technically-curious · carried by hand, proved against that page’s own row · identity from the same section
0.82 s (0.80–0.96)seconds per render, median (min–max)FLUX.2 klein-4Bnot statednot statedAugust 23rd
FLUX.2 klein-4Bnot statednot statedAugust 23rd
not statednot stated1024×1024, steps held at 4, six renders per cellnot stateda-rig-your-friend-already-owns · the-sketch-ladder-the-number-the-game-lives-on · carried by hand, proved against that page’s own row · identity from the table’s own column head
0.26 s (0.26–0.40)seconds per render, median (min–max)FLUX.2 klein-4Bnot statednot statedAugust 23rd
FLUX.2 klein-4Bnot statednot statedAugust 23rd
not statednot stated512×512, steps held at 4, six renders per cellnot stateda-rig-your-friend-already-owns · the-sketch-ladder-the-number-the-game-lives-on · carried by hand, proved against that page’s own row · identity from the table’s own column head
0.48 s (0.47–0.61)seconds per render, median (min–max)FLUX.2 klein-4Bnot statednot statedAugust 23rd
FLUX.2 klein-4Bnot statednot statedAugust 23rd
not statednot stated768×768, steps held at 4, six renders per cellnot stateda-rig-your-friend-already-owns · the-sketch-ladder-the-number-the-game-lives-on · carried by hand, proved against that page’s own row · identity from the table’s own column head
0.48 smedian seconds per render, mixed resolutionsFLUX.2 klein-4B (our sketch artist)not statednot statedAugust 23rd
FLUX.2 klein-4B (our sketch artist)not statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head
2.53 smedian seconds per render, mixed resolutionshidream-o1-devnot statednot statedAugust 23rd
hidream-o1-devnot statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head
6.17 smedian seconds per render, mixed resolutionskandinsky5-litenot statednot statedAugust 23rd
kandinsky5-litenot statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head
1.97 smedian seconds per render, mixed resolutionskrea2-turbonot statednot statedAugust 23rd
krea2-turbonot statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head
1.54 sseconds per sketchthe game's own sketch graphnot statednot statedthe whole run took 35 seconds, on 2026-08-26
the game's own sketch graphnot statednot statedthe whole run took 35 seconds, on 2026-08-26
not statednot statedsixteen-passalonethe-typist-and-the-developer · one-card-both-jobs-at-once · carried by hand, proved against that page’s own row · identity from the same section
1.82 sseconds per sketchthe game's own sketch graphnot statednot statedthe whole run took 35 seconds, on 2026-08-26
the game's own sketch graphnot statednot statedthe whole run took 35 seconds, on 2026-08-26
not statednot statedsixteen-passwhile tokens streamthe-typist-and-the-developer · one-card-both-jobs-at-once · carried by hand, proved against that page’s own row · identity from the same section
0.77, 1.08, 1.51, 1.89 and 3.52 secondsseconds per render at four step countsthe shipped painternot statednot statednot stated
the shipped painternot statednot statednot stated
not statednot stated768², at 4, 8, 12, 16 and 32not statedthis section dates nothing — the page's first run is dated 2026-07-10 and this ladder is the second, undated where it sitsfifty-seven-milliseconds · finding-four-the-argument-with-our-own-settings-and-what-it · carried by hand, proved against that page’s own row · identity from the same section
7.84 smedian seconds per render, mixed resolutionsz-image-base (undistilled, 768 only)not statednot statedAugust 23rd
z-image-base (undistilled, 768 only)not statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head
1.13 smedian seconds per render, mixed resolutionsz-image-turbonot statednot statedAugust 23rd
z-image-turbonot statednot statedAugust 23rd
not statednot statedidentical mixed resolution-and-step sets on every rignot stateda-rig-your-friend-already-owns · the-table-that-answers-the-question · carried by hand, proved against that page’s own row · identity from the table’s own column head

Training

2 rows — same rule as above.

valuewhat was measuredmodelpower capruntimemeasurement window
5.7 gigabytes inside the trainer's own allocator, 6.7 by subtracting the card's occupancy before the run from its peak during itpeak memory, two instrumentsACE-Step 1.5, rank 64, alpha 128, bf16, seed 42not statedSide-Step · version not statednot stated
ACE-Step 1.5, rank 64, alpha 128, bf16, seed 42not statedSide-Step · version not statednot stated
not statednot stated400 in allnot statedten-minutes-with-living-artists · ten-minutes-on-the-big-card · carried by hand, proved against that page’s own row · identity from the same section
1.515 seconds per updateseconds per updateACE-Step 1.5, rank 64, alpha 128, bf16, seed 42not statedSide-Step · version not stated10 minutes 8 seconds
ACE-Step 1.5, rank 64, alpha 128, bf16, seed 42not statedSide-Step · version not stated10 minutes 8 seconds
not statednot stated400 in allnot statedten-minutes-with-living-artists · ten-minutes-on-the-big-card · carried by hand, proved against that page’s own row · identity from the same section

Power, temperature, and what it costs

33 rows — same rule as above.

valuewhat was measuredmodelpower capruntimemeasurement window
428.6busy-window drawdense mistral (Q4)450 WOllama · 0.32.152026-08-25
dense mistral (Q4)450 WOllama · 0.32.152026-08-25
Q432768not stated1the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @450what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
448.4busy-window drawdense mistral (Q4)450 WOllama · 0.32.152026-08-25
dense mistral (Q4)450 WOllama · 0.32.152026-08-25
Q432768not stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @450what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
2409SM clockdense mistral (Q4)450 WOllama · 0.32.152026-08-25
dense mistral (Q4)450 WOllama · 0.32.152026-08-25
Q432768not stated1the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @450what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
2246SM clockdense mistral (Q4)450 WOllama · 0.32.152026-08-25
dense mistral (Q4)450 WOllama · 0.32.152026-08-25
Q432768not stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @450what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
520.8busy-window drawdense mistral (Q4)600 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 WOllama · 0.32.152026-08-25
Q432768not stated1the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @600what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
586.5busy-window drawdense mistral (Q4)600 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 WOllama · 0.32.152026-08-25
Q432768not stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @600what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
2737SM clockdense mistral (Q4)600 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 WOllama · 0.32.152026-08-25
Q432768not stated1the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
2764SM clockdense mistral (Q4)600 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 WOllama · 0.32.152026-08-25
Q432768not stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
586.5 → 448.4 Wbusy-window drawdense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
Q432768not stated16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
0.161 → 0.206 tok/s per wattefficiencydense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
Q432768not stated16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
83 → 72 °Cpeak temperaturedense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.152026-08-25
Q432768not stated16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
the 600 → 450 W cap costs 2.0%what the cap costs and buysdense mistral (Q4)600 → 450 WOllama · 0.32.15a median of 48 requests at each cap, 2026-08-25
dense mistral (Q4)600 → 450 WOllama · 0.32.15a median of 48 requests at each cap, 2026-08-25
Q432768256 tokens out16what-150-watts-buys · the-answer-in-one-paragraph · carried by hand, proved against that page’s own row · identity from the same page
+8.4%what a 450 W cap costsflux-2-klein-4b (the limner)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
flux-2-klein-4b (the limner)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
401.7 Wbusy draw, p50flux-2-klein-4b (the limner)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
flux-2-klein-4b (the limner)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
+19.0%what a 450 W cap costsflux1-dev (the heavy painter)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-dev (the heavy painter)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
+12.0% at 512 px, +19.2% at 768, +20.4% at 1024what a 450 W cap costs, by resolutionflux1-dev (the heavy painter)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-dev (the heavy painter)450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated512 px, 768, 1024not statedthe table row above pools them — the page's own wordswhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
+10.2%what a 500 W cap costsflux1-dev (the heavy painter)500 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-dev (the heavy painter)500 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
599.3 W — pegged with no cap to blamebusy draw, p50flux1-dev (the heavy painter)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-dev (the heavy painter)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
dragged from 2392 to 1927 MHz, and at 450 to 1796 MHzthe clock under the ladderflux1-dev (the heavy painter)600 → 500 → 450 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-dev (the heavy painter)600 → 500 → 450 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot statednot statednot statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
+12.1%what a 450 W cap costsflux1-schnell450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-schnell450 W, against the same-day 600 W rungnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
449.6 Wbusy draw, p50flux1-schnell600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
flux1-schnell600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
64–102 tok/s (median 94)decode, wall-clock, under loadgemma4:12bnot statednot statednot stated
gemma4:12bnot statednot statednot stated
not statednot statednot statedtaken while the full chair-trials bench shared this cardcove-voice-head-to-head · same-question-three-voices · carried by hand, proved against that page’s own row · identity from the same page
$0.045 per milliondollars per million output tokens, electricity onlygemma4:26b420 Wnot stated18.34 cents a kilowatt-hour, the US residential average for June 2026
gemma4:26b420 Wnot stated18.34 cents a kilowatt-hour, the US residential average for June 2026
not statednot statednot statednot stateda-short-history-of-mistral · is-it-cheaper-to-run-it-yourself · carried by hand, proved against that page’s own row · identity from the same section
50–139 tok/s (median 75)decode, wall-clock, under loadgemma4:26bnot statednot statednot stated
gemma4:26bnot statednot statednot stated
not statednot statednot statedtaken while the full chair-trials bench shared this cardcove-voice-head-to-head · same-question-three-voices · carried by hand, proved against that page’s own row · identity from the same page
594.6 W mean across its first four-minute leg, 87 °C peak across the eight minutesmean draw and peak temperaturemistral-small3.2:24buncapped in that armnot stated2026-08-25
mistral-small3.2:24buncapped in that armnot stated2026-08-25
Q4_K_Mnot statednot statednot stateda-short-history-of-mistral · what-does-it-do-on-our-own-machines · carried by hand, proved against that page’s own row · identity from the same section
3,538 J / 887 Jenergy per 1,000 tokens, dense / MoEmistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
mistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
not statednot stated256 tokens outnot stateda-short-history-of-mistral · what-we-measured-on-two-cards-in-one-box · carried by hand, proved against that page’s own row · identity from the table’s own column head
328.3 W / 182.5 Wwatts while decoding, dense / MoEmistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
mistral-small3.2:24b, gemma4:26b420 Wone ollama build · version not statedthe small hours of 2026-09-16 (UTC)
not statednot stated256 tokens outnot stateda-short-history-of-mistral · what-we-measured-on-two-cards-in-one-box · carried by hand, proved against that page’s own row · identity from the table’s own column head
419.0busy-window drawMoE gemma (FP8), sustained450 WvLLM · 0.27.12026-08-25
MoE gemma (FP8), sustained450 WvLLM · 0.27.12026-08-25
FP8not statednot stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @450; the page prints beside it that the two are inside the arm's own ~10 W spread — the cap did nothing there, and the number says sowhat-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
412.8busy-window drawMoE gemma (FP8), sustained600 WvLLM · 0.27.12026-08-25
MoE gemma (FP8), sustained600 WvLLM · 0.27.12026-08-25
FP8not statednot stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @600; the vLLM row averages the two interleaved repeats at each capwhat-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
2797SM clockMoE gemma (FP8), sustained600 WvLLM · 0.27.12026-08-25
MoE gemma (FP8), sustained600 WvLLM · 0.27.12026-08-25
FP8not statednot stated16the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600what-150-watts-buys · the-mechanism-checked-rather-than-inferred · carried by hand, proved against that page’s own row · identity from the same page
37–68 tok/s (median 55)decode, wall-clock, under loadqwen3.6:27bnot statednot statednot stated
qwen3.6:27bnot statednot statednot stated
not statednot statednot statedtaken while the full chair-trials bench shared this cardcove-voice-head-to-head · same-question-three-voices · carried by hand, proved against that page’s own row · identity from the same page
291.4 Wbusy draw, p50sdxl (albedobase)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
sdxl (albedobase)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page
236.8 Wbusy draw, p50sdxl (base)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
sdxl (base)600 Wnot stated2026-08-27, 16:19–18:14Z (UTC)
not statednot stated139 sealed cells, n per row 24–31not statedwhat-150-watts-buys · same-dial-other-lane-measured-on-the-production-card-the · carried by hand, proved against that page’s own row · identity from the same page

Memory — what fits, and at which context

1 row — same rule as above.

valuewhat was measuredmodelpower capruntimemeasurement window
17.5 GB | 29.2 GB | 53.1 GBresident VRAM, three precisionsqwen3.8:27bnot statednot statednot stated
qwen3.8:27bnot statednot statednot stated
all three precisions32768not statednot statedthe-new-kid · the-other-precisions · carried by hand, proved against that page’s own row · identity from the same section

Everything else this shelf measured for it

2 rows — same rule as above.

valuewhat was measuredmodelpower capruntimemeasurement window
the previous adapter trained at 1.5 seconds per step on a 96 GB workstation card, so this is roughly 3.8 times slower on hardware anyone can buy usedthe exhibit's own cross-card ratioACE-Step 1.5not statedSide-Step · version not statednot stated
ACE-Step 1.5not statedSide-Step · version not statednot stated
not statednot statednot statednot statedthe exhibit prints this comparison; the roster computes nonethe-ceiling-is-not-the-corpus · forty-minutes-on-a-card-bought-over-five-years-ago · carried by hand, proved against that page’s own row · identity from the row itself
refused — does not fita 122B model on this card alone, seats stoppedqwen3.5:122b, 10 billion active per token, 75.7 GiB420 Wone ollama build · version not stated2026-09-16 (UTC)
qwen3.5:122b, 10 billion active per token, 75.7 GiB420 Wone ollama build · version not stated2026-09-16 (UTC)
not statednot statednot statednot statedthe page's own refusal, carried as a refusal: 63.0% of the model would board and the rest would nota-short-history-of-mistral · what-a-power-cap-actually-costs · carried by hand, proved against that page’s own row · identity from the same page

Where it appears

Every released exhibit that names this identity, in the shelf’s own order. A count beside an exhibit is how many of its figures are carried above — and it links them, because a number with no way back to what it counts is the thing this shelf exists against.

How this one is named here

The canonical name above is the full product name. Everything below is a spelling a published page or kit has actually used for it, kept so a reader who searches an older page’s words lands on this row. The set is closed and historical: no page cut after 2026-09-17 writes a memory class where it can write a card.

  • 96 GB GDDR7 with ECC, 1792 GB/s
  • 96 GB class
  • 96 GB workstation card
  • 96G VRAM
  • 96G card
  • RTX PRO 6000 Blackwell (96 GB)
  • RTX PRO 6000 Blackwell (96 GB) — the served seat
  • RTX PRO 6000 Blackwell Workstation Edition
  • a 96 GB workstation card
  • a 96 GB workstation-class card (95.0 GiB)
  • a 96 GB-class workstation GPU
  • a 96G VRAM workstation
  • a 96G-VRAM box
  • a single 96 GB-class workstation card
  • a single workstation-class GPU
  • our 96 GB card
  • our 96 GB workstation-class card
  • the 96 GB class
  • the 96 GB workstation
  • the 96G VRAM workstation
  • the 96G workstation
  • the inference workstation
  • the lab's workstation-class card — 96 gigabytes of memory

elsewhere in the workshop

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