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The bench

FLUX 3 Image Klein, ranked blind in a game's own painted style

exhibit eighty-eight The bench
Published 2026-10-20 (UTC)
A small (human) team and a fleet of AI agents.

Black Forest Labs released the image model FLUX 3 Image Klein on 2026-10-15. We ran it that day on six real subjects from our game; one person, ranking blind, put it above FLUX.1 [dev], the game's painter, on 3 of the 6 and below it on 3, one short of the bar we set first.

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the short version

On its release day, 2026-10-15, we ran FLUX 3 Image Klein in 16-bit (BF16) and in its maker's 8-bit integer (int8) build on one NVIDIA GeForce RTX 3090 (24 GB) power-limited to 300 W, at 768 × 768 pixels, beside FLUX.1 [dev], the painter of our game RealKeep, and FLUX.2 [klein] 4B. One judge, blind, ranked BF16 above FLUX.1 [dev] on 3 of 6 subjects and below it on 3 (one picture each); our rule needed 4, so the result is NO-WIN and the game keeps its painter. Median seconds per picture: BF16 5.87, int8 2.73, FLUX.1 [dev] 22.77, klein 4B 2.84. The page shows all 54 pictures FLUX 3 and klein 4B made; FLUX.1 [dev]'s stay held by a ruling of ours.

2,776 words, about 13 minutes to read.

The summary is this page’s own; what was dropped, and why, is in this page’s receipt file.

If you're new here: strata→signal is a small workshop that runs its own machines and writes up what it measures. Web pages cited were read on 2026-10-15 (UTC).

What the model is

FLUX 3 Image Klein turns a sentence into a picture, with 5.6 billion parameters plus a separate text encoder [2]. Black Forest Labs (BFL) released it as open weights, downloadable after sharing contact details on Hugging Face [1][2].

  • Steps. It cleans a picture out of noise a step at a time. We ran the distilled version, trained to be quick: "16 steps and no guidance" [3] (guidance pushes the picture harder toward the prompt; cfg 1 means none).
  • Licence. The FLUX Kommunity License v1.0: free for non-commercial use; people and companies under US$5 million a year in revenue, affiliates included, may also use its pictures commercially, subject to its terms [1][2].
  • The maker's claim. "Compared with FLUX.2 [klein] 9B, it gains 91 Elo in text-to-image" [1]. Elo is a rating scale first built for chess: the gap between two ratings predicts how often the higher one wins, and 91 points is about 63 wins in 100 head-to-head votes. The post gives no vote counts, voters or prompts, and our klein column is FLUX.2 [klein] 4B, not the 9B.

What we tested

RealKeep, our small role-playing game, paints sketches of its fishing-village world, Sorrowmoor Cove ("the cove"), in one house style [7]. The question: did one judge, looking blind at one picture per subject, rank FLUX 3 Image Klein above FLUX.1 [dev] on at least 4 of the game's 6 real subjects in the cove's style, and at what cost in seconds and memory?

ColumnModel and buildStepsLicence
AFLUX.1 [dev], 8-bit floating-point (fp8) build32, guidance 3.5: the game's recipenon-commercial [5]
BFLUX.2 [klein] 4B, BF168, cfg 1 (our earlier bake-off's setting; the maker's example: 4 [6])Apache 2.0 [6]
CFLUX 3 Image Klein, distilled, BF1616, no guidanceFLUX Kommunity v1.0
Dthe same, in the int8 build for "GPUs without FP8 support (RTX 30 series and older)" [3]16, no guidancethe same

The game runs FLUX.1 [dev] in 16-bit; the bench computer holds only the fp8 build, so column A is not the game's exact build. klein 4B paints for our print lab. All four ran in ComfyUI, a free picture-making program, at v0.41.0, the first version that runs FLUX 3 Image [4]. The prompt upsampler, a model that rewrites short prompts [3], was off, so all four read the same words.

The style, and the six subjects

The style, verbatim from the game's campaign file:

stylized oil-painted realism, loose quick brushwork, in the style of Dishonored game art, unsigned, no text, no letters, no signature, no watermark

Dishonored is a 2012 Arkane Studios game [8], named only for its style; no picture from it went to any model. Each prompt is the style clause, a comma, then one subject, unedited, with no negative prompt.

The six subjects, and the judge's check list, fixed in advance:

SubjectClause, verbatimWhat must show
Foe · the Reef-Runnera hard-faced smuggler in dripping oilskins wading a flooded sea-cave, a gaff hook in one hand and a hooded lantern in the othera gaff hook · a hooded lantern
Foe · the Salt-Fathera towering humanoid monster built of jagged translucent white salt crystal, looming full-figure, smaller dry husk-people half-merged into its glittering salt mass, no facebuilt of salt crystal · no face
Scene · the sea-fog breakwaterREGION VIGNETTE: A thick curtain of sea-fog swallowing the stone breakwater and the distant silhouette of forty huddled rooftops.the stone breakwater · huddled rooftops in the distance
Scene · the stone chapelREGION VIGNETTE: The weathered stone chapel with its cracked bell tower glowing under a dim lantern light.a cracked bell tower
Portrait · Harbormaster Haldaneclose-up head-and-shoulders portrait of a precise middle-aged harbormaster in a peaked cap, skeptical fair eyes, his pen poised mid-entry, the ledger counter a blur below, amber on greya peaked cap · a pen
Portrait · Wrenna Saultclose-up head-and-shoulders portrait of a quiet devout lampwright, wick-trimming scissors in hand, warm amber glow on her face, night fog-blue behindwick-trimming scissors

The rules, written down first

Registered at 19:09:33Z on 2026-10-15, before the first picture (a smoke test's uncounted warm-up, finished at 21:32:04Z); amended at 19:46:43Z (a faster out-of-memory stop) and, before the key was opened, at 01:12:01Z on 2026-10-16 (ties allowed).

  • Valid? Each picture needs the registered model, steps, size and prompt, nothing else on the card, and no model "loaded partially" (part left in main memory).
  • The blind rank. Each subject's four seed-101 pictures (a seed fixes the starting noise) go on one sheet, shuffled and unlabelled, the key sealed. The judge, the member of our team who directs the game's art, ranks them 1 (best) to 4: "which best reads as the cove's style … while showing the subject named above?", and ticks the "what must show" items.
  • A WIN is column C ranked above column A on at least 4 of the 6 subjects, read only if at least 4 subjects have a valid picture from both (else INCOMPLETE). A WIN buys a trial, never a place; a NO-WIN closes this line. klein 4B, int8, the ticks and the seconds decide nothing.

Four of six is a modest bar: a judge with no preference would clear it in 22 of every 64 tries.

How it ran

The NVIDIA GeForce RTX 3090 had nothing else on it; its power limit read 300 W before every column, never changed. The run took 13 minutes 44 seconds, 21:33:00Z to 21:46:44Z on 2026-10-15 (UTC). A smoke test ran just before it, 21:31:22Z to 21:32:11Z: column C's warm-up, then one Reef-Runner picture at seed 101, to prove the path; neither picture is one of the run's 72. Each column ran on a fresh ComfyUI, in the order C, A, D, B: an uncounted warm-up, then the six subjects at seeds 101, 202 and 303, at 768 × 768. All 72 pictures were valid, so the bench was COMPLETE. The card peaked at 74 °C (the stop: 83 °C).

Memory. Both FLUX 3 builds fit whole on the card at 768 × 768, under ComfyUI's older loader (dynamic VRAM off), which logs whether each part loaded whole: no picture in any column loaded partially. Memory peaked at 21,148 MiB of 24,576 for BF16, 12,306 for int8.

Seconds per picture

ComfyUI's clock covers steps, decoding, saving and, on each subject's first seed, reading the prompt, so the fair line is seeds 202 and 303.

ColumnStepsMedian seconds, seeds 202 + 303 (12 pictures)Range of the 12Warm-up (loading included)
A · FLUX.1 [dev], fp83222.7722.63–22.7968.26
B · FLUX.2 [klein] 4B, BF1682.842.82–2.9019.55
C · FLUX 3 Image Klein, BF16165.875.72–6.1614.23
D · FLUX 3 Image Klein, int8162.732.71–2.9113.20

Same run, card and ComfyUI version, so these compare directly: int8 took less than half BF16's time and, at 16 steps, about as long as klein 4B at 8; BF16 took about a quarter of FLUX.1 [dev]'s time (16 steps against 32).

What the judge ranked

The judge ranked FLUX 3 Image Klein BF16 (C) above FLUX.1 [dev] (A) on 3 of the 6 subjects; the rule needed 4, so on a COMPLETE bake-off the result is NO-WIN.

Subject1st2nd3rd4thC above A?
Foe · the Reef-RunnerFLUX.1 [dev]FLUX 3 BF16FLUX 3 int8klein 4Bno
Foe · the Salt-FatherFLUX 3 int8FLUX 3 BF16klein 4BFLUX.1 [dev]yes
Scene · the sea-fog breakwaterFLUX 3 int8FLUX 3 BF16FLUX.1 [dev]klein 4Byes
Scene · the stone chapelFLUX 3 BF16FLUX 3 int8klein 4BFLUX.1 [dev]yes
Portrait · Harbormaster HaldaneFLUX.1 [dev]klein 4BFLUX 3 BF16FLUX 3 int8no
Portrait · Wrenna Saultklein 4BFLUX.1 [dev]FLUX 3 BF16FLUX 3 int8no
Of 63

Reported, not registered (none of it is a claim):

  • FLUX 3's two builds took the top two places on both scenes and the Salt-Father, the bottom two on both portraits.
  • FLUX 3 BF16 placed above klein 4B on 4 of 6; no bar was set for this pair.
  • The judge ticked every "what must show" item on every ranked (seed-101) picture except "no face" on FLUX.1 [dev]'s and klein 4B's Salt-Father.

int8 against BF16 (reported, no claim). int8 placed above BF16 on 2 of 6 sheets (the Salt-Father, the breakwater) and below on 4. Two sheets first came back with shared places; the judge, still blind, wrote: "the reason i ranked some the same #s is because the images looked identical to me." Ties were then allowed (see the rules); the six final orders used none. Asked after the reveal, on the labelled pictures, whether the two builds differ, the judge answered "pretty much indistinguishable": the same. Measured on the pictures shown below, an int8 picture's pixels sit on average 1.9 to 7.9 brightness steps (out of 255) from the BF16 picture's at the same subject and seed, most on Wrenna Sault at seed 303, whose face changes; klein 4B's sit 25 to 50 steps from BF16's.

The pictures

Every picture klein 4B (column B) and FLUX 3 Image Klein (column C, BF16, and column D, int8) made is below, 54 in all: one table per subject, one row per seed. Each is the 768 × 768 picture as the model drew it, saved as a JPEG; select one to open it at full size. Under each is its time in seconds by ComfyUI's clock, which on seed 101 includes reading the prompt; each column's head gives its median over seeds 202 and 303, from the seconds table above. Every prompt is the style clause, a comma and the subject's clause, as printed above, with no negative prompt. Seed 101 is the picture the judge ranked blind.

FLUX.1 [dev]'s pictures (column A) are not shown: a ruling of ours from 2026-09-04, recorded in the licence ledger (linked below), holds them, so column A appears on this page in words only, in the ranks above. FLUX 3's pictures appear under the FLUX Kommunity License v1.0's non-commercial use (this site charges nothing and carries no ads); klein 4B's under Apache 2.0.

One fault the rules did not ask about shows in the corners. Every prompt says "unsigned, no text, no letters, no signature, no watermark", yet 10 of the 54 pictures carry a scrawl or a stamp like a signature in a bottom corner: 8 of klein 4B's 18 (the Salt-Father and the breakwater at all three seeds, the Reef-Runner and the chapel at seed 303) and FLUX 3's Reef-Runner at seed 101, in both builds. We counted them by eye on the pictures shown here.

Foe · the Reef-Runner

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A hooded man in a wet olive oilskin coat wades knee-deep through a dark sea-cave pool, a long staff ending in a hook in his right hand and a lit oil lantern in his left 2.80 sA hooded, bearded man in a ragged brown oilskin coat wades toward us through a flooded cave, a short gaff hook in his right hand and a lit lantern in his left; a faint scrawl like a signature sits in the bottom-left corner 5.74 sNearly the same picture as the BF16 build's: a hooded, bearded man in a ragged brown oilskin coat wades through a flooded cave with a short gaff hook and a lit lantern; a faint scrawl like a signature sits in the bottom-left corner 2.71 s
202A grim, stubbled man in a hooded, dripping oilskin coat wades through a cave pool, a hook in his right hand and a lit lantern in his left, rings of ripples around his boots 2.89 sA man with a black beard under a dark hood, his wet coat shredded at the hem, wades through a cave stream with a gaff hook in his right hand and a glowing lantern in his left 5.82 sNearly the same picture as the BF16 build's: a black-bearded man under a dark hood, his wet coat shredded at the hem, wades through a cave stream with a gaff hook and a glowing lantern 2.79 s
303A hooded man in a wet green oilskin coat stands in a cave pool holding a tall staff with a hooked top in his right hand and a lit lantern in his left; a small stamped block of letter-like marks sits in the bottom-left corner 2.82 sA hooded man in a dark, wet oilskin coat strides through splashing water in a cave, a long pole ending in a hook in his right hand and a lit lantern in his left 5.72 sNearly the same picture as the BF16 build's: a hooded man in a dark, wet oilskin coat strides through splashing cave water with a long hooked pole and a lit lantern 2.71 s

Foe · the Salt-Father

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A towering giant of smooth white crystal spikes, with a muscled body, a helmet-like face and narrow eyes, stands in a dark cave over four ragged, hunched figures walking at its feet; a scrawled signature sits in the bottom-left corner 3.10 sA hulking figure of jagged white salt crystals with no face, its head a crown of spikes and its long arms ending in claws, small brown human figures stuck into its body, standing on a pale grey ground 5.88 sNearly the same picture as the BF16 build's: a faceless, hulking figure of jagged white salt crystals with clawed arms and small brown human figures stuck into its body, on a pale grey ground 2.81 s
202A giant of white crystal spikes with a spiked head, a face and narrow eyes stands among ruined stone buildings, two gaunt grey-brown figures crouching among crystals at its feet; a signature-like scrawl sits in the bottom-right corner 2.82 sA giant of jagged white and grey salt crystal, its head a skull-like face with dark eye sockets among the spikes, many small golden-brown human figures half sunk into its chest, arms and legs, on a pale ground 5.76 sNearly the same picture as the BF16 build's: a giant of jagged white and grey salt crystal with a skull-like face among the spikes and many small golden-brown human figures half sunk into its body 2.72 s
303A bulky giant of white crystal spikes, its head a cluster of spikes with no face, stands in a misty valley, two gaunt figures crouching at its feet; a stamped block of letter-like marks sits in the bottom-left corner and a small logo in the bottom-right 2.90 sA crystal giant bristling with white salt spikes, its head a cluster of spikes with no face, dozens of small dark human figures stuck across its body and arms, its hands long dark claws 5.82 sNearly the same picture as the BF16 build's: a faceless crystal giant bristling with white salt spikes, dozens of small dark human figures stuck across its body, its hands long dark claws 2.79 s

Scene · the sea-fog breakwater

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A stone breakwater runs out to a row of grey-roofed houses and a lamp post under a heavy grey sky, waves breaking on rocks to the left and broken timbers in the foreground; a ghostly smudged shape hangs in the upper-left sky and a scrawled signature sits in the bottom-left corner 3.11 sA long stone breakwater curves from the foreground out through rolling sea-fog toward a distant town of spires and red-brown roofs under grey cloud 5.90 sNearly the same picture as the BF16 build's: a long stone breakwater curves out through rolling sea-fog toward a distant town of spires and red-brown roofs 2.82 s
202Waves crash over a stone sea wall braced with timber props and a wooden post, a row of grey houses half hidden in mist behind it; a signature-like scrawl sits in the bottom-right corner 2.83 sA stone breakwater wall crosses the foreground as spray and fog rise off the water, a town with a square church tower and red roofs across the bay behind 5.93 sNearly the same picture as the BF16 build's: a stone breakwater wall across the foreground, spray and fog rising, a town with a square church tower across the bay 2.72 s
303Spray bursts over a stone breakwater and dark rocks in a choppy blue-grey sea, tall grey stone houses beyond under a pale cloudy sky; a stamped block of letter-like marks sits in the bottom-left corner 2.90 sThick sea-fog covers the water between a dark rocky foreground with a broken timber post and a town of pale gabled houses and a spire along the shore 5.82 sNearly the same picture as the BF16 build's: thick sea-fog over the water between a rocky foreground with a broken timber post and a town of pale gabled houses 2.72 s

Scene · the stone chapel

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A small pale stone chapel with cracks across its walls and a bell tower topped by a cross, a lantern glowing beside its arched door under dark clouds, dark branches framing the scene 3.11 sA weathered stone chapel with a square bell tower, a bell hanging in its lit opening, a lantern glowing in the arched doorway and bare trees on either side under grey cloud 5.98 sNearly the same picture as the BF16 build's: a weathered stone chapel with a square bell tower, a bell in its lit opening and a lantern glowing in the arched doorway 2.90 s
202A dark stone chapel with a cross-topped bell tower whose openings glow, a lantern lit above its arched door, and a house with a lit window to the left under a night sky 2.83 sA stone chapel with a pointed spire, lit windows in its belfry and a round window over the arched door, a street lamp beside it and leafy trees around 5.86 sNearly the same picture as the BF16 build's: a stone chapel with a pointed spire, lit belfry windows, a round window over the arched door and a street lamp beside it 2.73 s
303A stone chapel with a bell tower and a cross, a wall lantern lit beside its arched door, seen as if through a round frame with black corners; a stamped block of letter-like marks sits in the bottom-left corner 2.83 sA weathered stone chapel whose bell tower crumbles at its pointed top, a wall lantern lit beside the pointed doorway, trees and a pale building behind under grey cloud 5.90 sNearly the same picture as the BF16 build's: a weathered stone chapel whose bell tower crumbles at its pointed top, a wall lantern lit beside the doorway 2.73 s

Portrait · Harbormaster Haldane

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A close-up of a grey-haired, frowning man in a black peaked cap with a badge, pale green eyes looking straight out, a black pen in his hand over an open ledger at the bottom of the frame 3.18 sA close-up of a frowning man in a black peaked cap with a gold badge, a dark suit and tie, holding a silver pen over a ledger at the bottom of the frame, on a brushy grey-brown background 6.18 sNearly the same picture as the BF16 build's: a frowning man in a black peaked cap with a gold badge and a dark suit, holding a silver pen over a ledger 2.98 s
202A scowling grey-haired harbormaster in a black peaked cap writes in a ruled ledger with a black pen, a house and a red ship in a grey harbor behind him 2.85 sA stern man in a black peaked cap with a gold badge, a dark coat and a red tie writes with a pen in his right hand, his left hand resting on the ledger 6.16 sNearly the same picture as the BF16 build's: a stern man in a black peaked cap with a gold badge and a red tie writes with a pen, his other hand resting on the ledger 2.91 s
303A grey-haired man in a black peaked cap with a red crest looks up at us while writing in an open ledger with a wooden pen, his other hand flat on the page 2.84 sA man in a black peaked cap with a gold-banded brim and a red tie looks out from behind a ledger, his writing hand and pen at the bottom edge of the frame 6.05 sNearly the same picture as the BF16 build's: a man in a black peaked cap with a gold-banded brim and a red tie, his writing hand and pen at the bottom edge 2.84 s

Portrait · Wrenna Sault

seedB · FLUX.2 [klein] 4B
8 steps · median 2.84 s		C · FLUX 3 Image Klein, BF16
16 steps · median 5.87 s		D · FLUX 3 Image Klein, int8
16 steps · median 2.73 s
101A close-up of a woman with her dark hair pinned up, lit warm amber from one side, holding a pair of long scissors upright in a well-drawn hand, a fog-blue building behind her 3.21 sA close-up of a woman lit warm amber, her eyes turned upward, a pair of scissors crossing in front of her collar with no hand drawn to hold them, only shapeless patches inside the handle rings at the bottom edge 6.06 sNearly the same picture as the BF16 build's: a woman lit warm amber, eyes turned upward, scissors crossing in front of her collar with no hand drawn to hold them, only shapeless patches inside the handle rings 2.83 s
202A woman with long brown hair in a brown coat holds open scissors in both hands, a candle burning in a glass lamp on the left and foggy houses behind 2.85 sA dark-haired woman looking down holds a pair of scissors up in one hand, a candle lamp glowing behind her on the left, the background dark and brushy 5.88 sNearly the same picture as the BF16 build's: a dark-haired woman looking down holds scissors up in one hand, a candle lamp glowing behind her on the left 2.81 s
303A woman with long dark hair looks straight out, holding scissors upright in one hand and a small lit flame in a metal holder in the other, bare trees in blue fog behind 2.85 sA woman with her hair tied back looks down at a pair of scissors at the lower right, the hand on them a fused lump with merged fingers and a handle ring passing through it 5.97 sNearly the same picture as the BF16 build's, with an older-looking face: the woman looks down at scissors at the lower right, the hand on them a fused lump with merged fingers and a handle ring passing through it 2.73 s

With the labels showing

This section is the judge's own look at the labelled pictures, on 2026-10-18 (UTC), two days after the blind ranks were scored. The judge could see which model made each picture, so this is an impression, not a ranking, and it changes none of the results above.

  • Overall. "I pretty much prefer FLUX.2 klein 4B · 8 steps, across the board, with a few exceptions", and "but it's by far the most consistent".
  • The exception named. "salt father is the exception where flux3.klein draws a closer representation of what I feel like this foe would look like". The blind ranks agree on that subject: FLUX 3's two builds placed first and second.
  • Where the two reads part. Blind, the judge put FLUX 3's two builds first and second on both scenes, and above klein 4B on 4 of the 6 subjects; klein 4B placed above both only on the two portraits.
  • Hands. "look at the hands". On Wrenna Sault at seed 303, both FLUX 3 builds draw the hand on the scissors as a fused lump, its fingers merged and a handle ring passing through it. At seed 101 both draw the scissors across her collar with no hand to hold them, only shapeless patches inside the handle rings at the bottom edge. Harbormaster Haldane's hands hold together in both builds at all three seeds, at this size. klein 4B draws well-formed hands in all six portrait pictures.

What this changes for the cove

Nothing. By the rule fixed before the run, FLUX.1 [dev] stays the game's painter and this line of testing closes. FLUX 3's split (top two on both scenes, bottom two on both portraits) and int8's 2.73 seconds a picture are noted for a new, separately registered test, only if the team asks for one.

What this result does and does not mean

  • It is one judge's blind first look: six subjects, one style, one picture each, one card.
  • Not the game's own 16-bit FLUX.1 [dev]; not BFL's 91 Elo; not the base version, the prompt upsampler, editing, other styles, sizes, seeds or cards. Two portrait prompts keep the game's colour words, in every column.
  • FLUX.1 [dev] and FLUX 3 Image Klein ran as an evaluation, which we read as non-commercial use under their licences; nothing they made feeds the game or any other model.

How to check our work

No data kit ships (the run's files name our machines); the prompts, settings, rules, timings and pictures above are what a repeat needs.

  1. BFL, "FLUX 3 Image Klein", 2026-10-15. https://bfl.ai/blog/flux-3-image-klein
  2. BFL, FLUX 3 Image Klein model card. https://huggingface.co/black-forest-labs/flux-3-image-klein
  3. BFL, FLUX 3 Image Klein for ComfyUI model card. https://huggingface.co/black-forest-labs/flux-3-image-klein-comfy
  4. ComfyUI pull request #17064 and tag v0.41.0, 2026-10-15. https://github.com/Comfy-Org/ComfyUI/pull/17064 · https://github.com/Comfy-Org/ComfyUI/tree/v0.41.0
  5. BFL, FLUX.1 [dev] model card. https://huggingface.co/black-forest-labs/FLUX.1-dev
  6. BFL, FLUX.2 [klein] 4B model card. https://huggingface.co/black-forest-labs/FLUX.2-klein-4B
  7. RealKeep. https://realkeep.strata2signal.com/
  8. Wikipedia, "Dishonored". https://en.wikipedia.org/wiki/Dishonored

More on this site

Who ran this, and thanks

Thanks to Black Forest Labs and the ComfyUI team for same-day support. Software: ComfyUI v0.41.0 (GPL-3.0), PyTorch 2.13.0 (BSD-style), CUDA (NVIDIA, proprietary). A small human team set the rules, made the blind ranks and signed the numbers; AI agents ran the harness and drafted this page.

Corrections and later measurements will be added below, each dated (UTC), saying in plain words what it counts.

related, by the sections they share

  • Qwen-Image-2.1-Turbo, judged blind in a game's own painted style One person, picking blind, chose Qwen-Image-2.1-Turbo, a new 8-step text-to-image model, for none of six real subjects from our game in its own oil-painted sketch style, against FLUX.1 [dev] and FLUX.2 [klein] 4B: by the rules we wrote down first, not a win.shares ground with § Seconds per picture · § Seconds per picture, by each engine's own clock
  • Fifty-Seven Milliseconds: What a Diffusion Step Actually Buys One picture, drawn rung by rung up the step dial, on two painters that could not be more different.shares ground with § Seconds per picture · § Finding one: a step is a fixed-price good
  • A Rig Your Friend Already Owns We re-rendered our game's actual art — same prompts, same seeds, same checkpoint files — on a several-year-old consumer RTX 3090 and a gaming laptop, paired render-for-render against our 96 GB card's own archived output.shares ground with § More on this site · § The kit

chosen by comparing the sections’ digests with a local embedding model; nothing here was picked by hand.

If something here helped you, or you use our research or our data kits in your own work, please link back to this page.

elsewhere in the workshop

RuleSageRealKeepambleResearchstudioprint labthe whole family →
SharpSignalKilnmemoryagencyeaselbrainkeelforge

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