The hardware roster · one card

RTX PRO 6000 Blackwell (96 GB)

96 GB·NVIDIA·graphics card·91 figures, from 12 exhibits · named in 48 exhibits

This roster is in beta and still being tested: every figure is proved against the page it came from, and the way they are read and shown is still changing.

Narrow these 91 figuresevery modelmodel: ACE-Step 1.5 · 3 of 91 figuresmodel: AlbedoBase XL v2.1 · 1 of 91 figuresmodel: dense mistral (Q4) · 18 of 91 figuresmodel: FLUX.1 dev · 6 of 91 figuresmodel: FLUX.1 schnell · 2 of 91 figuresmodel: FLUX.2 [klein] 4B · 6 of 91 figuresmodel: gemma4:12b · 1 of 91 figuresmodel: gemma4:26b · 14 of 91 figuresmodel: HiDream-O1-Image-Dev · 1 of 91 figuresmodel: Kandinsky 5.0 Image Lite · 1 of 91 figuresmodel: Krea 2 Turbo · 1 of 91 figuresmodel: Mistral Small 3.2 · 4 of 91 figuresmodel: mistral-small3.2:24b, gemma4:26b · 3 of 91 figuresmodel: qwen3.5:122b · 1 of 91 figuresmodel: qwen3.6:27b · 1 of 91 figuresmodel: Qwen3.8-Flash-Next · 18 of 91 figuresmodel: qwen3.8:27b · 1 of 91 figuresmodel: Stable Diffusion XL base 1.0 · 1 of 91 figuresmodel: the chat seat · 3 of 91 figuresmodel: the game's own sketch graph · 2 of 91 figuresmodel: the shipped painter · 1 of 91 figuresmodel: Z-Image base · 1 of 91 figuresmodel: Z-Image Turbo · 1 of 91 figuresevery power cappower cap: 300 W · 18 of 91 figurespower cap: 420 W · 7 of 91 figurespower cap: 450 W · 22 of 91 figurespower cap: 600 W · 11 of 91 figurespower cap: 500 W, against the same-day 600 W rung · 1 of 91 figurespower cap: 450 W, against the same-day 600 W rung · 4 of 91 figurespower cap: stated in words, not as a number · 1 of 91 figurespower cap: not stated · 27 of 91 figuresevery exhibitexhibit: A Rig Your Friend Already Owns · 9 of 91 figuresexhibit: A Short History of Mistral · 9 of 91 figuresexhibit: The narrator’s chair, refused. · 3 of 91 figuresexhibit: Fifty-Seven Milliseconds: What a Diffusion Step Actually Buys · 1 of 91 figuresexhibit: Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench · 18 of 91 figuresexhibit: Six Worlds for the Print Lab · 1 of 91 figuresexhibit: Ten Minutes with Living Artists · 2 of 91 figuresexhibit: The Ceiling Is Not the Corpus · 1 of 91 figuresexhibit: The free speed wasn’t free · 4 of 91 figuresexhibit: qwen3.8:27b across four house benches: one seat filled, one floor missed · 1 of 91 figuresexhibit: The Typist and the Developer · 5 of 91 figuresexhibit: What 150 Watts Buys · 37 of 91 figures
Narrow by model

ACE-Step 1.5, as this shelf’s pages spell itACE-Step 1.5 · ACE-Step 1.5, rank 64, alpha 128, bf16, seed 42AlbedoBase XL v2.1, as this shelf’s pages spell itsdxl (albedobase)FLUX.1 dev, as this shelf’s pages spell itFLUX.1-dev · flux1-dev (the heavy painter)FLUX.1 schnell, as this shelf’s pages spell itflux1-schnellFLUX.2 [klein] 4B, as this shelf’s pages spell itFLUX.2 klein-4B · FLUX.2 klein-4B (our sketch artist) · flux-2-klein-4b (the limner)gemma4:26b, as this shelf’s pages spell itMoE gemma (FP8), sustained · gemma4:26bHiDream-O1-Image-Dev, as this shelf’s pages spell ithidream-o1-devKandinsky 5.0 Image Lite, as this shelf’s pages spell itkandinsky5-liteKrea 2 Turbo, as this shelf’s pages spell itkrea2-turboMistral Small 3.2, as this shelf’s pages spell itmistral-small3.2:24bqwen3.5:122b, as this shelf’s pages spell itqwen3.5:122b, 10 billion active per token, 75.7 GiBStable Diffusion XL base 1.0, as this shelf’s pages spell itsdxl (base)Z-Image base, as this shelf’s pages spell itz-image-base (undistilled, 768 only)Z-Image Turbo, as this shelf’s pages spell itz-image-turbo

Grouped by the model tag the model roster knows, where it knows one; the page’s own words for it stay on every row.

Narrow by power cap

450 W, as this shelf’s pages spell it450 W · 600 / 500 / 450 W · 600 → 450 W · 600 → 500 → 450 Wstated in words, not as a number, as this shelf’s pages spell ituncapped in that arm

Grouped by the watts each page states — one control per wattage, however its page spelled it — and the page’s own words stay on every row. A string naming two wattages is a pair and not a spelling, so it keeps a control of its own.

Narrow by exhibit

The fourth facet plan §1 promised and the first edition put only on the shelf: a reader who arrived from an article wants that article’s rows, not all of this card’s. Each count under “where it appears” links the control that narrows to it.

The rail is CSS and nothing else — no script runs on this page. It narrows by model and by power cap independently, and the line above says what each one is set to; the size of the two together is the one number it cannot count. A group or a band with nothing left in it goes with its rows, so what you are left looking at is what matched. A narrowed view is not part of the address, so it cannot be linked — each card’s own page is a URL, and that is the thing to share.

Language — decode, prefill and first token

Grouped by model and by what was measured, and inside a group sorted by power cap ascending — alphabetical and numeric, never by value. The heading of a group carries everything that does not change inside it; each row carries the value and the conditions that do. A condition the page does not state reads not stated, which is a third thing and not an uncapped card. A † means the same reading is printed in a second place on its exhibit — one reading, two printings, not two figures.

valuewhat moves inside this group
gemma4:26b decode after the upgradetok/sollama · 0.32.13 · the service restarted at 2026-08-16T01:36:27Z · quantisation, power cap, context, batch or steps and concurrency not stated
202–214 tok/s
from The free speed wasn’t free § The day the box got fastertyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from the-free-speed-wasnt-free · section id #the-day-the-box-got-faster
gemma4:26b decode at a deeper context tiertok/sollama · 0.32.9 · a much deeper context tier · 2026-08 · quantisation, power cap, batch or steps and concurrency not stated
124.975tok/s
from The free speed wasn’t free § The day the box got fastertyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from the-free-speed-wasnt-free · section id #the-day-the-box-got-faster
gemma4:26b decode, the serving laneOllama · 0.32.15 · 600 / 500 / 450 W · 32768 · 128 tokens out · 1 · the median of 6–7 per rung, 2026-08-27 · quantisation not stated
gemma read 207.3 / 207.1 / 207.2 tok/s at 600 / 500 / 450 W
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
gemma4:26b decode, tokens a secondtok/sone ollama build · version not stated · 420 W · 256 tokens out · the small hours of 2026-09-16 (UTC) · quantisation, context and concurrency not stated
205.85 tokens a second
from A Short History of Mistral § What we measured on two cards in one boxread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-short-history-of-mistral · section id #what-we-measured-on-two-cards-in-one-box
gemma4:26b production median decodetok/sollama · 0.32.9 · 2026-08-15 · quantisation, power cap, context, batch or steps and concurrency not stated
138.6 tok/s over 1,982 live rulings
from The free speed wasn’t free § The day the box got fastertyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from the-free-speed-wasnt-free · section id #the-day-the-box-got-faster
gemma4:26b sealed bench median decodetok/sollama · 0.32.9 · 2026-08-14 · quantisation, power cap, context, batch or steps and concurrency not stated
139.55 (n=6, range 137.75–150.49)
from The free speed wasn’t free § The day the box got fastertyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from the-free-speed-wasnt-free · section id #the-day-the-box-got-faster
gemma4:26b the page says: MoE gemma (FP8), sustained sustained decodetok/sFP8 · vLLM · 0.27.1 · 600 → 450 W · 16 · averaged over both interleaved repeats, 2026-08-25 · context and batch or steps not stated
170.24 → 170.09 tok/s
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
Mistral Small 3.2 the page says: mistral-small3.2:24b decode, the serving laneOllama · 0.32.15 · 600 / 500 / 450 W · 32768 · 128 tokens out · 1 · the median of 6–7 per rung, 2026-08-27 · quantisation not stated
mistral 95.0 / 94.6 / 93.5 at the same three
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
Mistral Small 3.2 the page says: mistral-small3.2:24b decode, tokens a secondtok/sQ4_K_M · one ollama build · version not stated · 420 W · 256 tokens out · the small hours of 2026-09-16 (UTC) · context and concurrency not stated
92.77 tokens a second
from A Short History of Mistral § What we measured on two cards in one boxread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-short-history-of-mistral · section id #what-we-measured-on-two-cards-in-one-box
Mistral Small 3.2 the page says: mistral-small3.2:24b writing speed, single warm callstok/sQ4_K_M · 600 / 500 / 450 W · 128 tokens out · 2026-08-27 · runtime, context and concurrency not stated
95.0 / 94.6 / 93.5 tokens a second
from A Short History of Mistral § What does it do on our own machines?read off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in this row · read from a-short-history-of-mistral · section id #what-does-it-do-on-our-own-machines
Qwen3.8-Flash-Next writing speed, tokens a secondtok/sIQ3_S · 300 W · one request at a time · context not stated
172.325tok/sthe Strata engine · 0.1.39128K (128,037 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
38.576tok/sllama.cpp · 3cf03257128K (128,037 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
189.155tok/sthe Strata engine · 0.1.3932K (32,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
76.337tok/sllama.cpp · 3cf0325732K (32,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
205.263tok/sthe Strata engine · 0.1.394K (4,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
102.889tok/sllama.cpp · 3cf032574K (4,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
dense mistral (Q4) decode per streamtok/sQ4 · Ollama · 0.32.15 · 600 → 450 W · 32768 · 256 tokens out · 16 · 2026-08-25
94.6 → 92.7 tok/s per stream
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
dense mistral (Q4) time to first token, p50 and p95Q4 · Ollama · 0.32.15 · 600 → 450 W · 32768 · 1 · three requests, 2026-08-25 · batch or steps not stated
p50 20.6 → 22.2 ms and p95 20.8 → 23.8 ms
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
mistral-small3.2:24b, gemma4:26b first token on a prompt it has already seen, dense / MoEone ollama build · version not stated · 420 W · 256 tokens out · the small hours of 2026-09-16 (UTC) · quantisation, context and concurrency not stated
28 ms / 162 ms
from A Short History of Mistral § What we measured on two cards in one boxread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-short-history-of-mistral · section id #what-we-measured-on-two-cards-in-one-box
the chat seat writing speedtok/sthe whole run took 35 seconds, on 2026-08-26 · quantisation, runtime, power cap, context and batch or steps not stated
207.7 tok/salone
from The Typist and the Developer § One card, both jobs, at onceread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from the-typist-and-the-developer · section id #one-card-both-jobs-at-once
51.6 tok/swhile pictures develop
from The Typist and the Developer § One card, both jobs, at onceread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from the-typist-and-the-developer · section id #one-card-both-jobs-at-once
the chat seat writing speed, spreadtok/salone · the whole run took 35 seconds, on 2026-08-26 · quantisation, runtime, power cap, context and batch or steps not stated
207.5 – 207.7tok/s
from The Typist and the Developer § One card, both jobs, at onceread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from the-typist-and-the-developer · section id #one-card-both-jobs-at-once

Where one condition moved, and nothing else

busy-window draw — power cap apart

The same moe gemma (fp8), sustained

  • 419.0 — 450 W The mechanism, checked rather than inferred
  • 412.8 — 600 W 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.

seconds per sketch — concurrency apart

The same the game's own sketch graph

  • 1.54 s — alone One card, both jobs, at once
  • 1.82 s — while tokens stream One card, both jobs, at once

Pictures — seconds per render

13 rows — same rule as above.

valuewhat moves inside this group
FLUX.1 dev the page says: FLUX.1-dev seconds per paintingsComfyUI · version not stated · 2048×1280, 40 steps · quantisation, power cap, context, concurrency and measurement window not stated
41.0 to 42.2 seconds per painting by the render engine's own clock
from Six Worlds for the Print Lab § For the technically curioustyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from six-worlds-painted-large · section id #for-the-technically-curious
FLUX.2 [klein] 4B the page says: FLUX.2 klein-4B (our sketch artist) median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
0.48 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
FLUX.2 [klein] 4B the page says: FLUX.2 klein-4B seconds per render, median (min–max)sAugust 23rd · quantisation, runtime, power cap, context and concurrency not stated
0.82 s (0.80–0.96)1024×1024, steps held at 4, six renders per cell
from A Rig Your Friend Already Owns § The sketch ladder — the number the game lives onread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-sketch-ladder-the-number-the-game-lives-on
0.26 s (0.26–0.40)512×512, steps held at 4, six renders per cell
from A Rig Your Friend Already Owns § The sketch ladder — the number the game lives onread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-sketch-ladder-the-number-the-game-lives-on
0.48 s (0.47–0.61)768×768, steps held at 4, six renders per cell
from A Rig Your Friend Already Owns § The sketch ladder — the number the game lives onread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-sketch-ladder-the-number-the-game-lives-on
HiDream-O1-Image-Dev the page says: hidream-o1-dev median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
2.53 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
Kandinsky 5.0 Image Lite the page says: kandinsky5-lite median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
6.17 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
Krea 2 Turbo the page says: krea2-turbo median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
1.97 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
Z-Image base the page says: z-image-base (undistilled, 768 only) median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
7.84 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
Z-Image Turbo the page says: z-image-turbo median seconds per render, mixed resolutionssidentical mixed resolution-and-step sets on every rig · August 23rd · quantisation, runtime, power cap, context and concurrency not stated
1.13 s
from A Rig Your Friend Already Owns § The table that answers the questionread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-rig-your-friend-already-owns · section id #the-table-that-answers-the-question
the game's own sketch graph seconds per sketchssixteen-pass · the whole run took 35 seconds, on 2026-08-26 · quantisation, runtime, power cap and context not stated
1.54 salone
from The Typist and the Developer § One card, both jobs, at onceread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from the-typist-and-the-developer · section id #one-card-both-jobs-at-once
1.82 swhile tokens stream
from The Typist and the Developer § One card, both jobs, at onceread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from the-typist-and-the-developer · section id #one-card-both-jobs-at-once
the shipped painter seconds per render at four step counts768², at 4, 8, 12, 16 and 32 · quantisation, runtime, power cap, context, concurrency and measurement window not stated
0.77, 1.08, 1.51, 1.89 and 3.52 seconds
this section dates nothing — the page's first run is dated 2026-07-10 and this ladder is the second, undated where it sits
from Fifty-Seven Milliseconds: What a Diffusion Step Actually Buys § Finding four: the argument with our own settings — and what it changedtyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from fifty-seven-milliseconds · section id #finding-four-the-argument-with-our-own-settings-and-what-it

Training

2 rows — same rule as above.

valuewhat moves inside this group
ACE-Step 1.5 the page says: ACE-Step 1.5, rank 64, alpha 128, bf16, seed 42 peak memory, two instrumentsSide-Step · version not stated · 400 in all · quantisation, power cap, context, concurrency and measurement window not stated
5.7 gigabytes inside the trainer's own allocator, 6.7 by subtracting the card's occupancy before the run from its peak during it
from Ten Minutes with Living Artists § Ten minutes on the big cardtyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from ten-minutes-with-living-artists · section id #ten-minutes-on-the-big-card
ACE-Step 1.5 the page says: ACE-Step 1.5, rank 64, alpha 128, bf16, seed 42 seconds per updatesSide-Step · version not stated · 400 in all · 10 minutes 8 seconds · quantisation, power cap, context and concurrency not stated
1.515 seconds per update
from Ten Minutes with Living Artists § Ten minutes on the big cardtyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from ten-minutes-with-living-artists · section id #ten-minutes-on-the-big-card

Power, temperature, and what it costs

45 rows — same rule as above.

valuewhat moves inside this group
AlbedoBase XL v2.1 the page says: sdxl (albedobase) busy draw, p50W600 W · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
291.4 W
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 dev the page says: flux1-dev (the heavy painter) busy draw, p50W600 W · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
599.3 W — pegged with no cap to blame
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 dev the page says: flux1-dev (the heavy painter) the clock under the ladder600 → 500 → 450 W · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context, batch or steps and concurrency not stated
dragged from 2392 to 1927 MHz, and at 450 to 1796 MHz
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 dev the page says: flux1-dev (the heavy painter) what a 450 W cap costs450 W, against the same-day 600 W rung · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
+19.0%
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 dev the page says: flux1-dev (the heavy painter) what a 450 W cap costs, by resolution450 W, against the same-day 600 W rung · 512 px, 768, 1024 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
+12.0% at 512 px, +19.2% at 768, +20.4% at 1024
the table row above pools them — the page's own words
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 dev the page says: flux1-dev (the heavy painter) what a 500 W cap costs500 W, against the same-day 600 W rung · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
+10.2%
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 schnell the page says: flux1-schnell busy draw, p50W600 W · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
449.6 W
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.1 schnell the page says: flux1-schnell what a 450 W cap costs450 W, against the same-day 600 W rung · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
+12.1%
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.2 [klein] 4B the page says: flux-2-klein-4b (the limner) busy draw, p50W600 W · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
401.7 W
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
FLUX.2 [klein] 4B the page says: flux-2-klein-4b (the limner) what a 450 W cap costs450 W, against the same-day 600 W rung · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
+8.4%
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
gemma4:12b decode, wall-clock, under loadtok/staken while the full chair-trials bench shared this card · quantisation, runtime, power cap, context, batch or steps and measurement window not stated
64–102 tok/s (median 94)
from The narrator’s chair, refused. § Same question, three voicestyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from cove-voice-head-to-head · section id #same-question-three-voices
gemma4:26b the page says: MoE gemma (FP8), sustained busy-window drawWFP8 · vLLM · 0.27.1 · 16 · 2026-08-25 · context and batch or steps not stated
419.0W450 W
the 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 so
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
412.8W600 W
the 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 cap
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
gemma4:26b decode, wall-clock, under loadtok/staken while the full chair-trials bench shared this card · quantisation, runtime, power cap, context, batch or steps and measurement window not stated
50–139 tok/s (median 75)
from The narrator’s chair, refused. § Same question, three voicestyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from cove-voice-head-to-head · section id #same-question-three-voices
gemma4:26b dollars per million output tokens, electricity only420 W · 18.34 cents a kilowatt-hour, the US residential average for June 2026 · quantisation, runtime, context, batch or steps and concurrency not stated
$0.045 per million
from A Short History of Mistral § Is it cheaper to run it yourself?typed in from that page by hand, then checked against it word for word · the card is named in the same section · read from a-short-history-of-mistral · section id #is-it-cheaper-to-run-it-yourself
gemma4:26b the page says: MoE gemma (FP8), sustained SM clockMHzFP8 · vLLM · 0.27.1 · 600 W · 16 · 2026-08-25 · context and batch or steps not stated
2797MHz
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
gemma4:26b the page says: MoE gemma (FP8), sustained what a 450 W cap costs the clockFP8 · vLLM · 0.27.1 · 450 W · 16 · 2026-08-25 · context and batch or steps not stated
0.0%
the page's own delta between its two capped rungs, this row at 450 W against the same row's 600 W reading — the SM MHz @600 and SM MHz @450 cells of this table
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
gemma4:26b the page says: MoE gemma (FP8), sustained what a 450 W cap costs the throughputFP8 · vLLM · 0.27.1 · 450 W · 16 · 2026-08-25 · context and batch or steps not stated
−0.09%
the page's own delta in tokens a second between its two capped rungs, this row at 450 W against the same row at 600 W. This table prints no tok/s: the concurrency-16 readings behind these deltas are in §The answer, in one paragraph, and the concurrency-1 pair is not printed on this page at all
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
Mistral Small 3.2 the page says: mistral-small3.2:24b mean draw and peak temperatureQ4_K_M · uncapped in that arm · 2026-08-25 · runtime, context, batch or steps and concurrency not stated
594.6 W mean across its first four-minute leg, 87 °C peak across the eight minutes
from A Short History of Mistral § What does it do on our own machines?read off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the same section · read from a-short-history-of-mistral · section id #what-does-it-do-on-our-own-machines
qwen3.6:27b decode, wall-clock, under loadtok/staken while the full chair-trials bench shared this card · quantisation, runtime, power cap, context, batch or steps and measurement window not stated
37–68 tok/s (median 55)
from The narrator’s chair, refused. § Same question, three voicestyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from cove-voice-head-to-head · section id #same-question-three-voices
Qwen3.8-Flash-Next prompt rate, tokens a second, the engine's clocktok/sIQ3_S · 300 W · one request at a time · context not stated
4,908.1tok/sthe Strata engine · 0.1.39128K (128,037 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
1,362.8tok/sllama.cpp · 3cf03257128K (128,037 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
5,143.9tok/sthe Strata engine · 0.1.3932K (32,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
1,539.1tok/sllama.cpp · 3cf0325732K (32,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
3,920.0tok/sthe Strata engine · 0.1.394K (4,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
1,619.4tok/sllama.cpp · 3cf032574K (4,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
Stable Diffusion XL base 1.0 the page says: sdxl (base) busy draw, p50W600 W · 139 sealed cells, n per row 24–31 · 2026-08-27, 16:19–18:14Z (UTC) · quantisation, runtime, context and concurrency not stated
236.8 W
from What 150 Watts Buys § Same dial, other lane — measured on the production card, the day this page shippedread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #same-dial-other-lane-measured-on-the-production-card-the
dense mistral (Q4) busy-window drawWQ4 · Ollama · 0.32.15 · 32768 · 2026-08-25 · batch or steps not stated
428.6W450 W1
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @450
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
448.4W450 W16
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @450
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
520.8W600 W1
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @600
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
586.5W600 W16
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads busy W @600
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
586.5 → 448.4 W600 → 450 W16
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
dense mistral (Q4) efficiencyQ4 · Ollama · 0.32.15 · 600 → 450 W · 32768 · 16 · 2026-08-25 · batch or steps not stated
0.161 → 0.206 tok/s per watt
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
dense mistral (Q4) peak temperature°CQ4 · Ollama · 0.32.15 · 600 → 450 W · 32768 · 16 · 2026-08-25 · batch or steps not stated
83 → 72 °C
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
dense mistral (Q4) SM clockMHzQ4 · Ollama · 0.32.15 · 32768 · 2026-08-25 · batch or steps not stated
2409MHz450 W1
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @450
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
2246MHz450 W16
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @450
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
2737MHz600 W1
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
2764MHz600 W16
the cap is the source table's COLUMN HEADING and is inverted into this row's condition: the header cell reads SM MHz @600
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
dense mistral (Q4) what a 450 W cap costs the clockQ4 · Ollama · 0.32.15 · 450 W · 32768 · 2026-08-25 · batch or steps not stated
−12.0%1
the page's own delta between its two capped rungs, this row at 450 W against the same row's 600 W reading — the SM MHz @600 and SM MHz @450 cells of this table
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
−18.7%16
the page's own delta between its two capped rungs, this row at 450 W against the same row's 600 W reading — the SM MHz @600 and SM MHz @450 cells of this table
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
dense mistral (Q4) what a 450 W cap costs the throughputQ4 · Ollama · 0.32.15 · 450 W · 32768 · 2026-08-25 · batch or steps not stated
−1.4%1
the page's own delta in tokens a second between its two capped rungs, this row at 450 W against the same row at 600 W. This table prints no tok/s: the concurrency-16 readings behind these deltas are in §The answer, in one paragraph, and the concurrency-1 pair is not printed on this page at all
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
−2.0%16
the page's own delta in tokens a second between its two capped rungs, this row at 450 W against the same row at 600 W. This table prints no tok/s: the concurrency-16 readings behind these deltas are in §The answer, in one paragraph, and the concurrency-1 pair is not printed on this page at all
from What 150 Watts Buys § The mechanism, checked rather than inferredread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-mechanism-checked-rather-than-inferred
dense mistral (Q4) what the cap costs and buysQ4 · Ollama · 0.32.15 · 600 → 450 W · 32768 · 256 tokens out · 16 · a median of 48 requests at each cap, 2026-08-25
the 600 → 450 W cap costs 2.0%
from What 150 Watts Buys § The answer, in one paragraphtyped in from that page by hand, then checked against it word for word · the card is named elsewhere on that page · read from what-150-watts-buys · section id #the-answer-in-one-paragraph
mistral-small3.2:24b, gemma4:26b energy per 1,000 tokens, dense / MoEone ollama build · version not stated · 420 W · 256 tokens out · the small hours of 2026-09-16 (UTC) · quantisation, context and concurrency not stated
3,538 J / 887 J
from A Short History of Mistral § What we measured on two cards in one boxread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-short-history-of-mistral · section id #what-we-measured-on-two-cards-in-one-box
mistral-small3.2:24b, gemma4:26b watts while decoding, dense / MoEone ollama build · version not stated · 420 W · 256 tokens out · the small hours of 2026-09-16 (UTC) · quantisation, context and concurrency not stated
328.3 W / 182.5 W
from A Short History of Mistral § What we measured on two cards in one boxread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named in the table’s own heading · read from a-short-history-of-mistral · section id #what-we-measured-on-two-cards-in-one-box

Memory — what fits, and at which context

1 row — same rule as above.

valuewhat moves inside this group
qwen3.8:27b resident VRAM, three precisionsall three precisions · 32768 · runtime, power cap, batch or steps, concurrency and measurement window not stated
17.5 GB | 29.2 GB | 53.1 GB
from qwen3.8:27b across four house benches: one seat filled, one floor missed § The other precisionstyped in from that page by hand, then checked against it word for word · the card is named in the same section · read from the-new-kid · section id #the-other-precisions

Everything else this shelf measured for it

8 rows — same rule as above.

valuewhat moves inside this group
ACE-Step 1.5 the exhibit's own cross-card ratioSide-Step · version not stated · quantisation, power cap, context, batch or steps, concurrency and measurement window not stated
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 used
the exhibit prints this comparison; the roster computes none
from The Ceiling Is Not the Corpus § Forty minutes on a card bought over five years agotyped in from that page by hand, then checked against it word for word · the card is named in this row · read from the-ceiling-is-not-the-corpus · section id #forty-minutes-on-a-card-bought-over-five-years-ago
qwen3.5:122b the page says: qwen3.5:122b, 10 billion active per token, 75.7 GiB a 122B model on this card alone, seats stoppedone ollama build · version not stated · 420 W · 2026-09-16 (UTC) · quantisation, context, batch or steps and concurrency not stated
refused — does not fit
the page's own refusal, carried as a refusal: 63.0% of the model would board and the rest would not
from A Short History of Mistral § What a power cap actually costsread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from a-short-history-of-mistral · section id #what-a-power-cap-actually-costs
Qwen3.8-Flash-Next first word, secondssIQ3_S · 300 W · one request at a time · context not stated
26.63sthe Strata engine · 0.1.39128K (128,037 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
94.22sllama.cpp · 3cf03257128K (128,037 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
6.37sthe Strata engine · 0.1.3932K (32,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
20.91sllama.cpp · 3cf0325732K (32,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
1.06sthe Strata engine · 0.1.394K (4,038 tokens) · all 24,576 experts on the card · the prompt path reading 8,192 tokens at a time2026-10-07on
“the draft head on with a verify window of up to 6 tokens” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night
2.52sllama.cpp · 3cf032574K (4,038 tokens) · every layer on the card · 8 threads · a 512-token micro-batch2026-10-06off
“llama.cpp, whose one token a step means 102.9 steps a second” — § The desktop card: one engine a night
from Why the first word comes sooner: the Strata engine and llama.cpp on Qwen3.8-Flash-Next, the full bench § The desktop card: one engine a nightread off that page’s own table by the roster’s reader, then checked against it word for word · the card is named elsewhere on that page · read from flash-next-why-the-first-word-comes-sooner · section id #the-desktop-card-one-engine-a-night

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 the control that narrows the table to them — 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

a strata→signal property · hello@strata2signal.com · say hello