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FLUX.2 [dev] Black Forest Labs Z-Image Turbo Alibaba

Settled by community votes across 17 shared challenges, with an AI judge weighing in on each.

FLUX.2 [dev]

24.3 arena score

#19 of 62 in Text-to-Image

Skill signature · Text-to-Image

Z-Image Turbo

25.3 arena score

#12 of 62 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [dev]

33.3%

win rate

Ties

33.3%

Z-Image Turbo

33.3%

win rate

33.3% 33.3% ties 33.3%
Shared challenges 17

Challenge by challenge

The strongest take from each model on every shared challenge, with the AI judge's read.

Geometric Composition

Text-to-Image

“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”

FLUX.2 [dev]
Z-Image Turbo
40% wins 20% ties 40% wins

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent rendering of thick, realistic glass with appropriate refractive qualities.
  • + The plant is clearly visible through the glass as requested.
  • + Cinematic lighting that accurately reflects the soft window light from the left.
  • The blue sphere appears to be floating slightly above the bottom surface.
  • The glass cube has rounded interior corners that make it look more like a vase or container than a geometric cube.

Z-Image Turbo

  • + Sharp, precise geometric cube shapes with clean edges.
  • + Realistic texture on the red book, including wear and paper detail.
  • + The blue sphere is correctly seated on the bottom surface with a reflection.
  • The plant in the background is very blurry and barely visible through the glass cube itself.
  • The lighting is somewhat flat compared to the atmosphere in Model A.

Verdict: FLUX.2 [dev] produces a more atmospheric and aesthetically pleasing image with superior glass physics and better adherence to the requirement of seeing the plant through the glass. Z-Image Turbo captures the geometric 'cube' shape more accurately and has better book textures, but fails to make the plant significantly visible through the glass medium.

Candid Street Photography

Text-to-Image

“A candid street photo of an elderly Japanese man repairing a red bicycle in light rain, reflections on wet pavement, shallow depth of field, 50mm lens, natural skin texture, imperfect framing, motion blur from passing cars, cinematic but realistic, no stylization.”

FLUX.2 [dev]
Z-Image Turbo
50% wins 50% ties 0% wins

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent adherence to the 'motion blur from passing cars' prompt element.
  • + Very realistic skin texture and facial features for the elderly man.
  • + Superior lighting and reflections on the wet pavement creating a cinematic atmosphere.
  • + Highly detailed and realistic bicycle components.
  • The bicycle frame geometry becomes slightly nonsensical near the bottom bracket.
  • The man's hands are interacting with a complex mess of cables that looks a bit cluttered.

Z-Image Turbo

  • + Clearer view of the 'red bicycle' as requested.
  • + Good depiction of light rain falling against the background cars.
  • Failed to include motion blur for the passing cars, which remain static.
  • The skin texture and lighting look flatter and less cinematic than requested.
  • The man appears to be just holding the bike rather than repairing it.

Verdict: FLUX.2 [dev] followed the complex prompt requirements much more effectively, specifically capturing the motion blur of traffic and the cinematic wet-weather atmosphere. While Z-Image Turbo produced a clear image, it missed the key stylistic instruction for motion blur and the subject appears to be posing with the bike rather than repairing it.

Fantasy Warrior

Text-to-Image

“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”

FLUX.2 [dev]
Z-Image Turbo
0% wins 50% ties 50% wins

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent execution of the braided hair with beads as requested.
  • + Highly detailed texture on leather straps and metal engravings.
  • + Very lifelike eyes with realistic skin texture and scars.
  • The torch in the background is slightly blurry and less defined than in Model B.

Z-Image Turbo

  • + Strong atmospheric lighting with a well-defined torch and bokeh sparks.
  • + Good representation of ornate plate armor and underlayers.
  • + Effective use of shallow depth of field for a cinematic look.
  • The beads in the hair look more like metallic studs or sequins rather than traditional beads.
  • The skin texture and scar details are slightly softer compared to Model A.

Verdict: FLUX.2 [dev] followed the prompt more precisely, particularly regarding the hair braids and beads, and delivered superior texture detail on the leather and skin. Z-Image Turbo produced a beautiful cinematic image with high-quality armor, but it felt slightly more generic in its facial details and interpretation of the beads. FLUX.2 [dev] is the winner for its impressive photorealism and adherence to the fine details of the request.

Modern Clean Menu

Text-to-Image

“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Strong adherence to all requested sections including Appetizers, Pizza, and Mains
  • + Excellent variety of food photography with high realism
  • + Professional two-column layout that feels like a real printable menu
  • Some text rendering is garbled (e.g., PIZZAU)
  • The currency symbols are inconsistent or placed incorrectly

Z-Image Turbo

  • + Very clean 3x2 image grid with vibrant, well-lit food photography
  • + Cleaner font rendering for the specific section headers
  • + Good use of white space and minimalist orange accents
  • Includes a major spelling error in a primary header (PIZZA MANS)
  • Fails to include the 'Mains' section correctly, instead repeating pizza and generic headers
  • The layout is less practical for a real menu with overly large gaps

Verdict: FLUX.2 [dev] produces a much more realistic and usable menu layout, correctly incorporating all three requested text sections and providing a professional two-column design. While Z-Image Turbo has vibrant image quality, its failure to include a proper 'Mains' section and the glaring 'PIZZA MANS' typo makes it the weaker choice for a professional design task.

Magic Burger Explosion: Fiery Photorealism Challenge

Text-to-Image

“Ad for 'Magic Burger'. Dynamic, exploded burger with all components (bun, patty, cheese, lettuce, tomato, sauce) suspended in mid-air. Emphasize photorealistic detail and a sense of motion. Dark, fiery background with glowing embers. Integrate text: 'MAGIC BURGER' as a prominent title, 'LIMITED TIME ONLY' as a secondary message, and '€6.99' in a starburst, all rendered with a fiery, glowing effect.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent adherence to the 'exploded' and 'suspended' burger requirement.
  • + High-quality rendering of food textures, especially the lettuce and the patty.
  • + Perfect text rendering including the currency symbol and fiery glow effect.
  • The 'starburst' shape for the price is a bit irregular and looks more like a fireball.

Z-Image Turbo

  • + Strong professional graphic design feel with clean typography.
  • + Excellent use of a sesame seed bun which adds to the photorealistic detail.
  • + Vibrant colors and a very clean starburst for the price.
  • Failed the 'exploded' prompt as the burger is almost entirely assembled.
  • The double patty was not requested, though it looks appetizing.

Verdict: FLUX.2 [dev] is the clear winner because it followed the specific 'exploded' instruction, creating a dynamic sense of motion with suspended components. While Z-Image Turbo produced a high-quality commercial image, it failed to separate the burger layers as requested in the prompt.

Chalkboard Menu

Text-to-Image

“Handwritten-style chalkboard menu in a cozy café, all text rendered in the exact same realistic chalk handwriting style with natural variations in letter size, slight slant, and chalk texture — no printed or digital fonts anywhere on the board. Title at the top in elegant cursive chalk handwriting: ‘TODAY’S SPECIALS – APRIL 30, 2026’. Below it, three menu items also in the same handwritten chalk style: ‘Truffle Mushroom Risotto – $24’, ‘Grilled Octopus with Lemon & Herbs – $28’, ‘Brown Butter Chocolate Chip Cookies – $9’. At the very bottom, smaller text in the identical handwritten chalk style (slightly smaller but still clearly legible with the same handwriting characteristics): ‘All items made fresh daily • Ask about our gluten-free options’. Warm ambient café lighting, visible chalk dust and smudges, realistic handwriting imperfections, no clean printed text anywhere.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Natural and realistic chalk texture on the letters
  • + Accurate spelling of all requested menu items
  • + Consistent cursive/handwritten style throughout
  • Slight overlapping and smudging in the second item line

Z-Image Turbo

  • + Very clean and legible layout
  • + Strong contrast between the chalk and the board
  • Spelling error in 'Mustroom'
  • Font looks significantly more digital/templated than handwritten
  • Missed the word 'Chip' in the third item

Verdict: FLUX.2 [dev] successfully captured the realistic feel of a chalk-written board with authentic texture and accurate spelling. In contrast, Z-Image Turbo produced text that looks like a digital font and contained multiple spelling errors and omissions.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent cinematic lighting and background detail with a realistic nebula.
  • + High level of texture on the astronaut's suit and the horse's fur.
  • + Dynamic composition with the Earth's curve and a floating moon.
  • Failed the specific logic constraint of 'horse on top' of the astronaut.
  • Anatomical issues where the horse's front legs merge together at the chest.

Z-Image Turbo

  • + Clean, well-defined subject with clear outlines.
  • + Good rendering of the horse's movement and tack details.
  • + Accurate reflection on the astronaut's visor.
  • Failed the specific logic constraint of 'horse on top' of the astronaut.
  • Background is very plain and lacks the cinematic quality requested.
  • Lighting on the astronaut is inconsistent with the dark void environment.

Verdict: Both FLUX.2 [dev] and Z-Image Turbo failed the logic challenge of placing the horse on top of the astronaut, instead defaulting to the common trope of an astronaut riding a horse. FLUX.2 [dev] is the superior image due to its much more sophisticated cinematic rendering, lighting, and detailed cosmic background, whereas Z-Image Turbo appears flat and lacks environmental detail.

The Capybara Taxi Driver

Text-to-Image

“Photorealistic scene inside a yellow New York taxi at night. A capybara is driving, wearing a yellow taxi driver cap and a dark jacket. It has a calm, professional expression and both front paws on the steering wheel. In the back seat sits a human businesswoman in a coat, looking at her phone with a completely normal, bored expression (as if this is just another normal ride). Through the windows you can see the streets of Manhattan at night with blurred lights. Realistic taxi interior, photorealistic, detailed fur and fabric, 35mm lens, night lighting with reflections, shallow depth of field.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent prompt adherence with accurate character placement and expressions.
  • + Superior photographic texture in the capybara's fur and the passenger's coat.
  • + The lighting is more characteristic of a night scene in Manhattan with authentic bokeh.
  • The capybara's paws look slightly more like human hands than paws.
  • The 'T' on the cap is a bit simplistic.

Z-Image Turbo

  • + Clean composition with a good view of both the driver and the passenger.
  • + The capybara driver's paws have a more accurate animal-like texture.
  • + Good rendering of the taxi driver uniform jacket.
  • The background looks more like a generic daylight or dusk street than a vibrant Manhattan night.
  • The passenger is positioned slightly too close to the front seat, making the interior feel cramped.
  • Lower overall resolution and detail compared to the other image.

Verdict: FLUX.2 [dev] is the clear winner as it perfectly captures the desired 'night' atmosphere and the specific 'bored' expression of the businesswoman. While Z-Image Turbo produces a competent image, it lacks the cinematic lighting and textural detail that make the scene in FLUX.2 [dev] look truly photorealistic.

The Halloween Invitation

Text-to-Image

“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Perfect text rendering for all requested details, including date and location.
  • + High-quality gothic aesthetic with cohesive lighting and color palette.
  • + Excellent composition that feels like a professional poster design.
  • The thorns and webs are slightly less integrated into the outer border compared to the illustration.

Z-Image Turbo

  • + Captures the 'torn parchment' look very effectively.
  • + Spooky atmosphere with a good blend of jack-o-lantern glow and background scenery.
  • Spelling error in the location text ('The Archves' instead of 'The Arches').
  • The small banner text is placed awkwardly at the very top and lacks the requested scroll graphic.
  • The layout feels cluttered with multiple separate parchment elements.

Verdict: FLUX.2 [dev] is the clear winner as it followed every instruction perfectly, including complex text and specific layout elements like the scroll banner. Z-Image Turbo struggled with text accuracy, misspelling 'Arches', and failed to place the secondary text on a scroll as requested.

Bald man challenge

Image Editing
Edit instruction

“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”

Before After
FLUX.2 [dev]
Before After
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent preservation of the source image facial features and glasses
  • + True to the request for 'full, thick' hair
  • + Matches the lighting and grain of the original image perfectly
  • The hair style choice (afro) may feel mismatched with the original beard texture

Z-Image Turbo

  • + Natural integration of short hair that matches the beard texture
  • Fails to preserve the subject's glasses
  • Changes the subject's facial features and bone structure significantly
  • Inaccurate to the prompt for 'full, thick' hair, providing a buzz cut instead

Verdict: FLUX.2 [dev] successfully added a full head of hair while perfectly preserving the identity, accessories, and environment of the source image. In contrast, Z-Image Turbo changed the subject's face entirely, removed his glasses, and failed to follow the instruction for thick hair, providing only a short buzz cut.

Isometric Miniature Diorama Scenes

Text-to-Image

“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Perfectly rendered text and the correct Japanese flag icon.
  • + Exquisite PBR material quality with realistic wet-look tuna and grain-level rice detail.
  • + Excellent adherence to the 'small raised diorama base' and isometric perspective.
  • The text color is standard black rather than a more playful cartoon style, though it matches 'bold'.

Z-Image Turbo

  • + Clean, vibrant 3D cartoon style that fits the 'miniature' aesthetic.
  • + Good layout and use of a solid blue background.
  • + Successful rendering of the 'JAPAN' and 'SUSHI' text.
  • Significant hallucination error: included the flag of China instead of Japan.
  • The rice texture looks like large white pebbles rather than realistic rice grains.
  • The flag icon is placed to the right of the text instead of being its own element as implied by the layout request.

Verdict: FLUX.2 [dev] followed every instruction perfectly, including the correct national flag and highly realistic material textures that still fit the miniature diorama style. Z-Image Turbo failed on a critical factual point by displaying the Chinese flag for a prompt centered on Japan, and its material quality was significantly lower. FLUX.2 [dev] is the clear winner for its superior detail and total prompt adherence.

Over-the-top cartoon caricature

Editing
Edit instruction

“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”

Source
FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent adherence to the caricature style with exaggerated facial features.
  • + Includes all elements of the prompt (TV desk, hockey rink, multiple dogs in jerseys, and cameras).
  • + Maintains strong facial resemblance to the subject in the source image.

Z-Image Turbo

  • + Successfully preserved most of the original photo's composition and appearance.
  • Completely failed to apply the caricature style or the job elements.
  • Only added a single, blurry dog in the background with no relation to hockey or tv anchor roles.
  • Instruction to be 'exaggerated and humorous' was ignored.

Verdict: FLUX.2 [dev] successfully followed the complex editing instructions by transforming the subject into a humorous caricature and building a scene that incorporates the TV anchor desk, hockey venue, and dogs. For contrast, Z-Image Turbo largely ignored the creative instructions, only adding a small dog to the background of the original photo without changing the style or theme. FLUX.2 [dev] is the clear winner for its creativity and high prompt adherence.

Adorable Baby Animals in Sunny Meadow

Text-to-Image

“Hyper-photorealistic scene of fluffy baby animals—a golden retriever puppy, tabby kitten, baby bunny, and red fox kit—with big expressive eyes and ultra-detailed soft fur, playfully chasing butterflies and tumbling together in a lush wildflower meadow, warm golden sunrise light with god rays and dew sparkles, joyful wholesome vibe, 8K masterpiece.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent anatomical accuracy for all animals.
  • + Superior rendering of 'god rays' and atmospheric lighting.
  • + Highly detailed fur texture and realistic morning dew sparkles.
  • The animals are sitting rather than 'tumbling' as requested in the prompt.
  • Included an extra rabbit.

Z-Image Turbo

  • + Captures the 'tumbling' and 'playful' motion much better than Model A.
  • + Bright, vibrant colors that fit the 'joyful wholesome vibe'.
  • + Good adherence to the types of animals requested.
  • Noticeable anatomical issues, such as the puppy's paw merging into the rabbit.
  • The cat's facial structure and open mouth look slightly distorted and unnatural.
  • Lower overall resolution and fine detail compared to the competitor.

Verdict: FLUX.2 [dev] produces a much more technically proficient and realistic image with beautiful lighting and textures, though it is more static in composition. Z-Image Turbo better captures the requested 'tumbling' action, but suffers from significant anatomical merging and less refined details in the fur and faces. FLUX.2 [dev] is the winner for its superior visual quality and realism.

Studio Ghibli Anime Style

Editing
Edit instruction

“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”

Source
FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Captures the Studio Ghibli art style perfectly with soft linework and painted textures.
  • + Faithfully replicates the composition and poses of the iconic meme while transforming the medium.
  • + Effectively replaces the urban background with a dreamy, flowery meadow as requested.
  • The characters look significantly younger and more generic than the source image.

Z-Image Turbo

  • + Maintains the facial likeness and realistic identities of the people in the original photo.
  • Completely fails the primary instruction to transform the image into a Ghibli-inspired illustration.
  • The colors are slightly muted but the image remains a photograph with no hand-painted qualities.
  • Changes the expression of the woman on the right, losing the classic 'jealous' look.

Verdict: FLUX.2 [dev] successfully transforms the source image into a high-quality Ghibli-style illustration while keeping the unmistakable composition of the original meme. Z-Image Turbo almost entirely ignores the stylistic request, providing a slightly desaturated photograph that fails the prompt's core objectives.

Golden Hour Stroll

Image Editing
Edit instruction

“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”

Before After
FLUX.2 [dev]
Before After
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent adherence to the hair blowing prompt with dramatic wind effect
  • + High source preservation of the background and the dog
  • + Effective addition of numerous flying leaves.
  • The hair edges look slightly artificial against the background.

Z-Image Turbo

  • + Natural appearance of the subject's face
  • + Subtle wind effect on the hair is more realistic.
  • Failed to significantly change the hair appearance compared to the source
  • Fewer flying leaves than Model A
  • Significant changes to the background elements like the flowers and river bank.

Verdict: FLUX.2 [dev] followed the edit instructions much more effectively by creating a clear sense of dynamic motion with blowing hair and numerous flying leaves while keeping the rest of the image intact. Z-Image Turbo struggled with source preservation, removing the flowers on the left and altering the foliage, while failing to create a noticeable energetic feel in the hair.

Vintage Cafe Logo

Text-to-Image

“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent typography integrated into a complex banner design.
  • + Strong vector emblem aesthetic with detailed hatching and subtle textures.
  • + Faithfully includes all prompt elements including the cloche and 'Est. 1720' banner.
  • The 'E' in 'Caffè' has a slightly irregular accent mark style.

Z-Image Turbo

  • + Clean, minimalist presentation with high legibility.
  • + Accurate text rendering and placement.
  • + Soft, pleasing background texture.
  • Failed to include the specific 'banner' requested for the 'Est. 1720' text.
  • Simplified vector art lacks the 'vintage' character seen in the rival image.

Verdict: FLUX.2 [dev] is the clear winner as it delivered a sophisticated vintage emblem with the specific requested banner, texture, and complex typography. Z-Image Turbo produced a much simpler design that missed the banner requirement and lacked the artistic depth of a classic restaurant logo.

Apollo 11: Journey to Tranquility

Text-to-Image

“Create a clean, modern vector infographic poster about the Apollo 11 mission. NASA-inspired palette (navy, white, muted red, light gray). Flat-vector style, crisp lines, consistent iconography, subtle gradients only. Steps (stop at landing): 1. Launch (Saturn Vicon) 2. Earth Orbit (Earth + orbit ring icon) 3. Translunar (trajectory arc icon) 4. Lunar Orbit (Moon + orbit ring icon) 5. Descent (lunar module descending icon) 6. Landing (lunar module on the surface icon) Small supporting elements (minimal text): • Crew strip: three silhouette icons with only last names: Armstrong, Aldrin, Collins. • Landing site marker: Moon pin labeled "Tranquility" only. Layout constraints: generous margins, large readable labels, clean background with subtle stars. Vector-only, print-poster look, high resolution.”

FLUX.2 [dev]
Z-Image Turbo

AI Judge Analysis

FLUX.2 [dev]

  • + Excellent adherence to the chronological step-by-step layout requested.
  • + High-quality vector aesthetic with consistent lighting and iconography.
  • + Correctly identifies names like Armstrong, Aldrin, and Collins in the header.
  • Includes several garbled text labels and redundant icons that weren't in the prompt.
  • The layout is a bit cluttered with nine icons instead of the six requested steps.

Z-Image Turbo

  • + Clean white background following the 'modern vector' style effectively.
  • + The 'Earth Orbit' and 'Moon' icons are simple and readable.
  • + Captures the specified NASA-inspired color palette well.
  • Major spelling errors in the title ('APOLIO E 11') and labels ('Descenty', 'Translurian').
  • Fails to show the sequence of steps, missing several instructed icons like the trajectory arc.
  • Composition feels empty and lacks the professional finish of an infographic.

Verdict: FLUX.2 [dev] significantly outperforms Z-Image Turbo by following the specific chronological steps requested and maintaining a professional design aesthetic. While FLUX.2 includes some garbled labels, its visual complexity and iconography are far superior to the sparse, misspelled, and incomplete output from Z-Image Turbo.

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