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Bria FIBO Bria FLUX.1 Kontext [pro] Black Forest Labs

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

Bria FIBO

16.9 arena score

#55 of 62 in Text-to-Image

Skill signature · Text-to-Image

FLUX.1 Kontext [pro]

20.3 arena score

#41 of 62 in Text-to-Image

Vote tally

Where the votes landed

Bria FIBO

0%

win rate

Ties

0%

FLUX.1 Kontext [pro]

0%

win rate

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent handling of glass refraction and caustics on the wooden table.
  • + High contrast and vibrant colors that make the subject pop.
  • + Accurately represents every requested element with high visual polish.
  • The sphere appears to be floating mid-air without a clear physical support within the physics of a solid block.

FLUX.1 Kontext [pro]

  • + Follows the spatial arrangement instructions perfectly.
  • + The blue sphere has a realistic felt or foam-like texture.
  • + Very clean and realistic thin-walled glass cube construction.
  • The plant is significantly out of focus, reducing its visual impact.
  • The lighting is somewhat flat compared to the dynamic highlights in the first image.

Verdict: Both models adhered perfectly to the complex spatial prompt. Bria FIBO is preferred for its superior rendering of glass materials and light interaction, whereas FLUX.1 Kontext [pro] produced a more muted, though very realistic, photographic scene.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Strong reflections on the wet pavement
  • + Good color saturation on the red bicycle
  • + Clear facial features and skin texture
  • Physical logic errors in the bicycle structure (the pedal and gear assembly are detached or floating)
  • Hand anatomy is slightly distorted
  • Background car lacks the 'motion blur' requested

FLUX.1 Kontext [pro]

  • + Excellent depiction of falling rain and atmosphere
  • + Realistic motion blur on passing vehicles
  • + The man's posture and facial expression feel very candid and authentic
  • The man is riding the bicycle rather than repairing it
  • Shallow depth of field is a bit aggressive, blurring the lower half of the bike
  • Image is slightly desaturated compared to the 'red bicycle' focus

Verdict: While Bria FIBO followed the 'repairing' instruction better, it suffered from significant structural errors in the bicycle and anatomical issues with the hands. FLUX.1 Kontext [pro] misinterpreted the action as riding rather than repairing, but it perfectly captured the technical photographic requests like motion blur, rain texture, and a cinematic candid feel.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Displays excellent engraving detail and metallic luster on the plate armor.
  • + Good inclusion of decorative beads in the hair braids.
  • + Effective use of warm lighting and bokeh sparks in the background.
  • Scars and dirt on the face appear somewhat artificial and repetitive.
  • The focus on the face is slightly softer compared to the sharp armor textures.

FLUX.1 Kontext [pro]

  • + Skin textures and facial features are exceptionally lifelike and realistic.
  • + Captures a convincing 'battle-worn' expression with subtle scarring.
  • + Superior depth of field and natural integration of the cloth and leather elements.
  • Missing the specific 'small beads' decoration in the braided hair.
  • The lighting is more muted and less dramatic than the 'warm torchlight' description suggests.

Verdict: Bria FIBO excels in decorative details like armor engravings and hair beads, but the overall image feels more digitally rendered. FLUX.1 Kontext [pro] provides a significantly more lifelike portrait with superior texture and skin realism, making it the preferred choice despite missing the beads requirement. Bria FIBO captures the cinematic lighting better, while FLUX.1 Kontext [pro] achieves a higher level of photographic authenticity.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Features a highly vibrant and colorful aesthetic with bold geometric accents.
  • + Shows a complex grid layout that demonstrates a wider variety of food imagery.
  • + Includes clear section headers for Pizza and Mains.
  • The layout is repetitive and nonsensical, displaying multiple menus in one frame.
  • The text is completely illegible and contains gibberish characters.
  • Food images have significant AI artifacts and lack clarity.

FLUX.1 Kontext [pro]

  • + Features much cleaner and more legible text rendering.
  • + Layout is more professional and realistic for a physical menu design.
  • + High-quality, distinct food photography that is logically placed next to descriptions.
  • The 'grid' layout is quite simple compared to the prompt's potential.
  • Some text content is gibberish, though the font style is correct.

Verdict: FLUX.1 Kontext [pro] is the superior model, producing a clean, professional, and realistically typeset menu that closely adheres to the modern minimalist request. Bria FIBO produces a cluttered and repetitive layout with illegible text and poor image quality in the food photos.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent photorealistic texture on the burger ingredients, especially the lettuce and tomatoes.
  • + Dynamic 'exploded' composition with a clear sense of vertical motion.
  • + Accurate rendering of the fiery, glowing text effects requested.
  • Missed the Euro symbol (€) in the price tag.
  • Text placement is a bit scattered across the corners.

FLUX.1 Kontext [pro]

  • + Successfully included all requested text including the Euro symbol.
  • + High-quality lighting and ember effects that create a strong atmospheric ad.
  • + Very clean typography with a professional layout.
  • Failed the 'exploded' instruction as the burger is mostly assembled rather than suspended in components.
  • Duplicated the price tag in two different sizes, which looks cluttered.

Verdict: Bria FIBO followed the spatial instructions much better by creating a truly 'exploded' burger with visible gaps between every layer, whereas FLUX.1 Kontext [pro] provided a mostly static burger. However, FLUX.1 Kontext [pro] demonstrated superior text handling by including the Euro symbol and better integration of the fiery title, despite the redundant price tag.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Natural-looking chalk texture on the individual letters.
  • + Features more realistic 'smudge' Marks on the chalkboard background.
  • Text is largely illegible and fails to follow the spelling in the prompt.
  • Failed to render the correct date/year accurately.
  • Layout and formatting are cluttered and disorganized.

FLUX.1 Kontext [pro]

  • + Perfect adherence to the complex menu text requested in the prompt.
  • + Excellent layout and composition within the wooden board frame.
  • + Detailed and realistic chalk stipple texture on all characters.
  • Handwriting is very consistent, appearing slightly more like a digital font than natural human variation.
  • Minor spelling errors in the small print at the bottom of the board.

Verdict: FLUX.1 Kontext [pro] is the clear winner as it successfully rendered almost all the requested text with high precision, including the specific prices and menu items. Bria FIBO failed significantly on prompt adherence, producing garbled text that is mostly illegible and does not follow the provided list of specials.

The Reversed Rodeo

Text-to-Image

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

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent vibrant colors and cinematic lighting
  • + Creative interpretation with glowing hooves and neon reins
  • + Solid composition with high detail in the spacesuit and horse fur
  • Failed the negative constraint; the astronaut is riding the horse, not the other way around
  • Conventional interpretation of a common trope

FLUX.1 Kontext [pro]

  • + Successfully followed the difficult spatial constraint of 'horse on top'
  • + Hyper-realistic rendering of materials like the spacesuit and horse coat
  • + Includes complex elements like a secondary small rider for added surrealism
  • Slightly awkward anatomical merge where the small rider meets the horse
  • Composition is somewhat cluttered due to multiple figures

Verdict: While Bria FIBO produced a visually stunning and polished image, it completely ignored the specific instruction to place the 'horse on top'. FLUX.1 Kontext [pro] successfully interpreted the complex prompt, showing a horse literally riding/floating above a large astronaut, making it the clear winner for prompt adherence.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent interior detail with realistic dashboard and lighting effects
  • + Followed the instruction for the woman to be looking at her phone perfectly
  • + High level of fur texture and realistic passenger expression
  • The capybara's hands/paws look more like primate hands than capybara paws
  • The scale of the capybara relative to the seat is slightly awkward

FLUX.1 Kontext [pro]

  • + The capybara's paws look more authentic to the species
  • + Natural placement of the animal in the driver's seat
  • + Good adherence to the 'taxi cap' requirement
  • The passenger is not looking at a phone as requested, she is touching her face/hair
  • The image is darker and lacks the vibrant interior details and city bokeh of the other model
  • The passenger's face has some anatomical warping

Verdict: Bria FIBO followed the prompt much more accurately, especially regarding the passenger's expression and her interaction with a smartphone. While FLUX.1 Kontext [pro] captured the physical likeness of the capybara's paws better, it failed the secondary prompt requirement for the bored businesswoman on her phone and produced a less visually interesting composition.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Successfully included the thorn and spiderweb border as requested.
  • + Good lighting on the jack-o-lantern and surrounding fog.
  • Text rendering is extremely poor with many misspellings and gibberish details.
  • Failed to follow the specific text instructions for the banner, changing 'frights' to 'nights'.

FLUX.1 Kontext [pro]

  • + Excellent text rendering, accurately capturing almost all requested information.
  • + Visually cohesive gothic aesthetic with high-quality illustrations.
  • + Accurately rendered the banner text requested.
  • Included a line of hallucinated text ('Your: Vorkleat...') not requested in the prompt.
  • The border is more geometric/filigree than the 'thorns' requested.

Verdict: FLUX.1 Kontext [pro] is the clear winner as it successfully rendered most of the specific text requested, including the date, time, and location, whereas Bria FIBO produced illegible gibberish for the event details. FLUX.1 Kontext [pro] also produced a more polished, professional-looking invitation layout that strongly adheres to the vintage gothic theme.

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
Bria FIBO
Before After
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Successfully adds a thick head of hair with realistic texture
  • + Maintains high visual quality and artistic appeal
  • Fails to preserve facial features, resulting in a completely different person
  • Changes the background and clothing details significantly

FLUX.1 Kontext [pro]

  • + Excellent preservation of the original person's facial features and identity
  • + Perfectly maintains the background, lighting, and clothing from the source image
  • + Integrates the new hair seamlessly into the existing head shape and beard
  • The hair texture is slightly stiff/plastic compared to the rest of the realism

Verdict: This is a clear win for FLUX.1 Kontext [pro], which followed the instructions to preserve facial features and lighting perfectly while adding the hair. Bria FIBO failed the primary task of image editing by generating an entirely new person and background, whereas FLUX.1 Kontext [pro] successfully modified the original subject's appearance without changing his identity.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent PBR material rendering on the fish and wasabi
  • + Clean, high-quality isometric diorama layout
  • + Multiple varieties of sushi providing a richer scene
  • Includes distracting AI-generated watermark/UI elements at the bottom
  • Text alignment for 'SUSHI' and the flag is slightly off-center

FLUX.1 Kontext [pro]

  • + Perfectly matching the 'cartoon 3D' aesthetic with stylized rice and text
  • + Clean, centered typography without any watermarks
  • + Strong adherence to the 'minimal' garnish instruction
  • The sushi variety is very limited (only one piece)
  • Textured rice looks more like bubbles than individual grains

Verdict: Bria FIBO provides much better texture detail and realistic PBR materials for the sushi, but it is marred by unsightly watermarks and UI artifacts. FLUX.1 Kontext [pro] captures the '3D cartoon' and 'minimal' aesthetic more consistently while delivering clean, well-integrated typography. FLUX is preferred for its polish and lack of artifacts.

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
Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Successfully incorporates all prompt elements including the news studio, pet, and hockey (via sticks on the left).
  • + High level of detail in the background and accessories.
  • + Captures an exaggerated, humorous caricature style.
  • The facial features lose significant resemblance to the source person.
  • The background is cluttered and contains several AI artifacts/nonsensical shapes.

FLUX.1 Kontext [pro]

  • + Maintains an excellent likeness of the original person in a stylized cartoon format.
  • + Preserves the pose and clothing from the original source image perfectly.
  • Completely fails to include the requested profession (news anchor) or the requested hobbies (dogs and hockey).
  • Is more of a 'cartoon avatar' than a 'caricature of a job' as requested.

Verdict: Bria FIBO followed the instructions much better by including the news desk, the dog, and the hockey equipment, even if the artistic style is a bit busy. FLUX.1 Kontext [pro] provided a great character conversion of the woman's face but ignored almost every specific detail of the edit request regarding her job and hobbies.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent adherence to the request for four distinct animal types (dog, cat, rabbit, fox).
  • + Vibrant, high-contrast colors with many detailed butterflies.
  • + Dynamic composition showing movement and 'tumbling' as requested.
  • The fox's anatomy in mid-air looks slightly stiff and unnatural.
  • The saturation is slightly too high, leaning towards an illustrative rather than 'hyper-photorealistic' look.

FLUX.1 Kontext [pro]

  • + Achieved a very soft, photorealistic fur texture and lighting.
  • + Beautiful golden hour 'god rays' and bokeh effects.
  • + Consistent 'joyful' expressions across all animals.
  • Failed to include a distinct bunny; the animals look like various iterations of kittens and puppies.
  • The animals are sitting still rather than 'tumbling together' or 'chasing'.

Verdict: While FLUX.1 Kontext [pro] creates a much more realistic lighting environment and softer fur textures, it failed to generate the four distinct animal species requested, instead showing four very similar-looking cat-dog hybrids. Bria FIBO followed the prompt instructions much more accurately, successfully including a clearly identifiable puppy, kitten, fox, and bunny in an active, playful composition.

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
Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent 'dreamy' background with warm, nostalgic lighting
  • + Strong hand-painted texture throughout the scene
  • + Accurately captures the soft pastel color palette requested
  • Changes the composition by placing all characters on the same plane, losing the 'distracted boyfriend' meme logic
  • Alters the clothing and body types significanty compared to the source image

FLUX.1 Kontext [pro]

  • + High source preservation of character poses, clothing patterns, and background layout
  • + Very accurate Ghibli-inspired character art style
  • + Excellent hand-painted watercolor textures
  • The lighting is a bit flat compared to the 'gentle lighting' request
  • The background is less 'dreamy' and more literal to the source

Verdict: While Bria FIBO creates a beautiful atmosphere that matches the 'dreamy' and 'pastle' keywords perfectly, it fails as an edit because it alters the iconic composition of the source image. FLUX.1 Kontext [pro] successfully transforms the image into a Ghibli aesthetic while perfectly preserving the character poses, clothing details, and the specific narrative of the 'distracted boyfriend' meme.

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
Bria FIBO
Before After
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Strong sense of movement and energy
  • + Completely dramatic hair motion and leaf density
  • Fails to preserve the original image, changing the subject's face, clothing, and background
  • Lower visual fidelity with artifacts around the hair and leaves

FLUX.1 Kontext [pro]

  • + Excellent source preservation, keeping the subject's identity and background intact
  • + Subtle but effective wind effects in the hair
  • + High resolution and photographic realism
  • Leaf placement is very sparse and lacks dynamic blur
  • Motion feels a bit static compared to the 'energetic' instruction

Verdict: Bria FIBO interpreted the prompt with high creativity by making the scene very dynamic, but it failed as an edit because it completely regenerated the image, losing the original subject's likeness and setting. FLUX.1 Kontext [pro] successfully performed a true edit by keeping the original image almost perfectly intact while adding the requested hair motion and leaves, making it the superior choice for an image editing task.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Clean vector-style illustration of the cloche.
  • + Nice use of color gradients and warm tones.
  • Significant spelling errors in the brand name and the date.
  • The steam inside the cloche looks generic and lacks artistic character.

FLUX.1 Kontext [pro]

  • + Perfect text rendering for both the name and the date.
  • + Stronger 'vintage minimalist' aesthetic with excellent paper texture.
  • + Better composition and balance of elements.
  • Minor typo in the banner with 'EEST' instead of 'EST'.
  • The steam effect is very simple, almost symbolic.

Verdict: FLUX.1 Kontext [pro] followed the prompt much more accurately, especially regarding the brand name and the correct establishment year. While Bria FIBO produced a clean vector graphic, its failure to correctly spell 'Florian' and '1720' makes it unusable as a logo compared to FLUX's polished and stylistically consistent result.

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.”

Bria FIBO
FLUX.1 Kontext [pro]

AI Judge Analysis

Bria FIBO

  • + Excellent layout that feels like a professional infographic poster.
  • + Matches the requested navy, white, and muted red color palette perfectly.
  • + Clean vector iconography and consistent line weights throughout.
  • Text consists of nonsensical gibberish characters.
  • Does not clearly label the specific 6 steps requested in the prompt.

FLUX.1 Kontext [pro]

  • + Legible English text including the title 'Apollo 11' and several key terms.
  • + Follows the trajectory concept including translunar and landing points.
  • + Includes a NASA-style logo on the rocket.
  • Confused iconography including a ringed planet (Saturn) orbiting the rocket and an additional moon.
  • The numbering system is out of order and labels Earth as step 4.
  • Composition is cluttered and lacks the professional 'infographic' feel requested.

Verdict: Bria FIBO produces a much more visually appealing and professional-looking infographic that perfectly adheres to the 'flat-vector' aesthetic, despite the text being unreadable. FLUX.1 Kontext [pro] succeeds in rendering legible English, but fails significantly on composition and logical accuracy, including nonsensical elements like Saturn orbiting a rocket on the moon.

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