Explore AI generated designs, images, art and prompts by top community artists and designers.

A dynamic , high-motion shot of a mature Indian (using the provided input image as face reference) man , body proportions , and long curly white mustache sprinting at full speed through a crowded urban thoroughfare. The subject is captured in sharp focus against a heavily motion-blurred background , creating a visceral sense of velocity. He is wearing a Rajasthani traditional light-pink kurta , white dhoti. His legs are mid-stride , showcasing dark brown leather Jutti as they strike the ground. The environment around her is a chaotic wash of streaks and muted colors—grays , tans , and hints of red—suggesting a dense crowd and city architecture rendered into abstract lines by the speed of the camera's shutter. The lighting is bright and diffused , emphasizing the gritty textures of her clothing and the frantic energy of the scene. ,

The create a ultra pro hyper-realistic a high-contrast black and white cinematic portrait. A close-up face (realistic photo using the provided input image as identity reference) split vertically in half. The right side shows a realistic human face with dramatic lighting , sharp details , and deep shadows. The image is a deconstructed multimedia collage: his face is overlaid with faint , intricate architectural blueprints , geometric grid lines , and technical schematics. The composition features an explosive , splattered edge effect with charcoal and white paint strokes. Scattered hyper-realistic orange autumn maple leaves drift around her neck and hair. The left side is mostly gray stylish with bold vertical typography spelling "RAJU". The stylish text should be large , modern , and slightly textured , blending subtly with the face. High-contrast lighting , 8k resolution , ultra-sharp focus on the eyes , featuring hyper-realistic skin textures , muted earth-tone color palette with pops of vibrant orange , editorial photography style. ,

Premium technical infographic of Dynamic Track Stabilizer machine. Use the reference image only to understand the shape and structure of the object , without copying the same photo , angle , composition , or background. Reinterpret the subject in a new professional and realistic photograph , clean and well-lit , with a suitable and more aesthetic background. Keep the object as a real photo , not an illustration. Add a technical blueprint-style overlay with white lines , arrows , dimensions , labels , and small diagrams of parts , materials , measurements , and functionality. Clear , elegant , and informative composition. Include a sketch box in the upper left corner with the title “DTS”. ,

Create a hyper-realistic portrait of a mature Indian man , body proportions , and long curly white mustache , sitting in a cliff a of rock in mountain , (Used reference photo 100% for Face details) the full shot of a man from the side view , sitting on the edge of a rocky cliff , bg old small town. He is wearing a Rajasthani traditional light-pink kurta , white dhoti , dark brown leather Jutti and accessorized with delicate framed glasses (same or very similar styling to input image). A rests on the rock beside him. In the full dence misty background. and same Face don't change my face look in camera ,

Epic aerial drone shot of a rider (realistic photo using the provided input image as identity reference). mature Indian man , body proportions , and long curly white mustache , wearing a Rajasthani traditional light-pink kurta , white dhoti , dark brown leather Jutti and accessorized with delicate framed glasses (same or very similar styling to input image)). cruising through a winding Pavagadh's mountain road , vehicle adjusted to match the reference photo provided later. The drone starts high above , revealing a dramatic serpentine road cutting through lush green hills and rocky velly. Camera slowly descends and tracks the rider from front-side and slightly above , capturing smooth S-curves as the rider leans into each turn. Occasional wide shots emphasize the scale of the landscape , with another rider visible in the distance. Natural daylight , soft shadows , vibrant greens , cinematic color grading. Subtle motion blur , smooth stabilized drone movement , gentle orbit and follow transitions. Ultra-realistic , high detail , immersive atmosphere. ,

Create a layout for an elevator lobby navigation panel , similar to those found in luxury hotels or high-end residential complexes. Use the fonts , numbers , and text provided in the attachments. Use my drawing photo_2026-04-22 19.00.03 as the primary reference (hand-drawn mockup) for the overall panel structure. Use the image 67a0621f-56d3-4e59-b5f7-02471d790172 as a reference for the panel header. Place the text '9 этаж' (9th Floor) inside the decorative 'frame' instead of the original text 'дом на Минаева'. The layout will be printed on a sheet with a fixed width of 45 cm (the length is flexible). Please take this size constraint into account and provide a detailed marking of margins and spacing between elements. ,

Hyper-realistic cinematic illustration of Tifa Lockhart , realistic human proportions , not anime , standing side by side with her identical twin , both in a dynamic combat stance , fists raised in a boxer guard , one leg forward , ready to fight. Athletic , toned muscular build , natural skin texture , visible pores , subtle sweat on skin , wearing a fitted white tank top , black mini skirt , red gloves , black suspenders , thigh-high stockings , and combat boots. Identical twins with slight differences in expression and posture , mirrored stance , intense focused eyes , calm confidence. Environment: wet urban street at dusk , cinematic lighting , warm street lamps , soft blue ambient sky , reflective ground , shallow depth of field , slight background motion blur. Action detail: mid-punch motion , hair and clothing reacting naturally to movement. Ultra-detailed , photorealistic , 8k , sharp focus , dramatic rim lighting , realistic shadows , high contrast , natural color grading. ,

Una chica de apariencia joven.Destalles: color de piel es entre beige , durazno , amarillo claro. Cabello castaño-rubio con ligeros colores rubios donde da la luz y de castaño oscuro cuando hay sombra en el cabello , se ve que el cabello pesa pero se auto sostiene , cabello finamente cortado , mismo tamaño de corte , sin curvas en el corte de cabello , ojos azules.Transmite; que se cuida , que no es promedio , ni natural.Cámara: fija , frente a la chica , y muestra de los pies a la cabeza.Escena o fondo: blanco como una foto formal.La chica está de frente , los ojos definidos , mirando a la cámara y postura neutral , gesto facial neutral.Cuerpo con curvas , pero no genéricas , caderas anchas , hombros angostos , costillas cóncavas y estrechas , y cintura pequeña , glúteos redondos y sobresalientes , pero no exagerados , medio grandes , pechos medio grandes y redondos. Poca grasa en la cara , en el cuello , en las costillas y hombros , en el abdomen , abdomen plano , abdomen casi cóncavo , muslos gruesos pero no exagerados , mandíbula femenina , pómulos femeninos , pestañas largas y gruesas y una densidad de pestaña es abundante , cejas femeninas y curvas , nariz respingada , grasa en caderas y pechos y glúteos y tejido adiposo en todo el cuerpo y la cara , y tejido mamario en pechos. Short negros , donde es el marca las bragas abajo de los shorts , y también un top blanco que se le marca el sostén que está abajo de top blanco. Piernas largas y fémur largo. (No es chiste , no la hagas sexualizada , solo quiero coherencia anatomica y ya , de cuerpo completo) Labios gruesos y con forma. No vieja , no señora , joven. Es arte , .como que NSFW o como se escriba? Eh? Si me generaron un señora con unos pechos enormes no la reporto pero joder , por qué se te hace esto malo y bloqueable? ,

A **time traveler** in a **steampunk-inspired mechanical armchair** , hurtling through a **swirling void of time and space** , where fragmented objects from different eras—ancient scrolls , medieval swords , Victorian pocket watches , futuristic holograms , and retro sci-fi gadgets—float chaotically around them. The traveler , clad in a **weathered leather coat with brass buckles and goggles** , grips the armrests tightly , their expression a mix of **determination and awe** as temporal distortions ripple through the void. The mechanical chair is **intricate and industrial** , with exposed gears , glowing energy cores , and rusted metal plating , suggesting both **advanced technology and the passage of time**. The scene is rendered in a **highly detailed , cinematic style** , blending **dark , moody lighting** with **vibrant bursts of temporal energy**—swirling blues , purples , and golds—illuminating the floating artifacts. The background is a **cosmic abyss** with faint constellations and warped timelines visible in the distance , creating a sense of **both vastness and urgency**. The composition emphasizes **motion and dynamism** , with debris trailing behind the chair as if caught in a **time warp** , while the traveler’s posture suggests **forward momentum into the unknown**. Inspired by **sci-fi concept art and dark fantasy illustrations** , the image balances **mechanical precision** with **ethereal surrealism** , evoking a feeling of **adventure , mystery , and the relentless march of time**. ,

use a realistic human male face structure as base , maintain natural human facial proportions , create a cinematic sci-fi alien judge character , smooth deep blue skin tone similar to high detail alien female reference , beautiful and clean facial features , slightly aged but graceful , white beard neatly trimmed giving wisdom and authority , calm confident slight smile expression , strong jawline , intelligent presence eyes similar to advanced alien female reference , slightly larger and elegant , deep black and soft gray reflective tone , subtle glow feeling but natural , ears slightly pointed and refined like alien female reference , not exaggerated , balanced with human realism wearing a futuristic alien judicial robe , long full-length flowing costume , dark base with metallic texture , glowing cyan or teal energy patterns vertically , intricate alien symbols , structured shoulders but not bulky , layered fabric with advanced sci-fi design , high collar , elegant and powerful look , no Earth clothing , no suit , no tie head clean or minimal integrated hood , no helmet , face clearly visible environment set in a futuristic alien courtroom , large sci-fi pillars , floating structures , glowing symbols , soft particles , cinematic lighting with blue and teal tones , dramatic shadows , shallow depth of field ultra realistic , 8k , cinematic film still , highly detailed textures , balanced lighting , strong authority with calm wisdom , same universe consistency ⚠️ NEGATIVE PROMPT angry face , scary face , human skin tone , cartoonish , indian or earth elements , suit and tie , bulky armor , distorted face , low detail , blur , exaggerated features ,

A photorealistic scene of a vadodara city street at night after rain , filmed from above , as if from a CCTV camera , at an angle of approximately 35-45°. The wet asphalt reflects the neon lights of the city and the headlights of cars. A zebra crossing is surrounded by a stream of people , blurred by motion. In the center of the frame is a man with the face and appearance from the reference photo. He was moving quickly across the crossing , but a smart mobilephone slips from his hand and falls onto the wet asphalt. The mobilephone's screen glowing , and small social-media's icons spill out—Facebook , Instagram , WhatsApp , and a YouTube. The man brakes abruptly and begins bending over to pick up the fallen icons. One leg remains forward after the step , his body is bent downward , one hand reaches for the fallen items , and with the other he holds the laptop-bag. At this moment , he raises her head and looks directly into the CCTV camera lens. He's wearing a blue jeans , a white shirt , yellow sport shoes. His hair is curly and slightly tousled by her movements. The composition is dynamic: a dropped mobilephone and several scattered social-media's icons lie on the wet pavement. The people around her continue to move and are blurred by motion. The lighting is nighttime , with neon signs reflecting off the wet pavement , cinematic color correction , and a subtle film grain. A computer vision interface is superimposed on the image: red bounding boxes around the girl's face , around the bag and individual dropped objects , analysis lines , a magnified window with a fragment of her face , warning icons , and CCTV HUD graphics. Technical captions: "CCTV 06 , " "SCAN 02/76 , " "ID #8B0034 , " "OBJECT DETECTED , " and a timestamp. Style: Indian urban surveillance aesthetic , AI detection interface , cinematic street photography , dramatic stop-and-tilt moments , a sense of surveillance and urgency , ultra-realistic , high detail , 4K. ,

A lone celestial female stands on a cliff edge , she is playing the violin , rendered entirely as a luminous pointillism leaves made of thousands of stripes and leaves in a vibrant green gradient. The gown flows into a dramatic that forms a large , gazing out at a vast , uncharted jungle canopy stretching to the horizon. Below , a hidden waterfall cascades into a crystal-clear river , an immense eye integrated into a rich jungle landscape. The eye's iris is a vivid emerald , reflecting the surrounding greenery , with branches and foliage seamlessly forming its lashes and eyelids. The lush scene conveys a sense of serenity and deep connection with nature. ,

A sprawling , futuristic theme park built on the rings of Saturn , ride vehicle beginning to climb upward along a shimmering energy rings-track. The front safety bar of the ride vehicle is visible at the bottom of the frame , with sleek , bioluminescent dragon-tower and glowing transportation energy railway track connecting different sections. mountains hangs like a blue marble in the distance. Below , the ground is still visible but starting to feel distant , with small details like grass , dirt , and nearby objects becoming smaller. On the RIGHT side of the ride vehicle , the man sit and looking toward camera. The sense of height is beginning but not yet extreme. The track remains narrow and exposed , with no guardrails. Lighting is bright natural nightlight in motion , maintaining clarity. photo-realistic , cinematic lighting , upward motion , early height , spiral track , sense of movement , immersive theme park ride , 4K , no text , minimalist sci-fi aesthetic , with sharp lines and a focus on grand scale , using cinematic lighting. ,

A sprawling , futuristic theme park built on the rings of Saturn , ride vehicle beginning to climb upward along a shimmering energy rings-track. The front safety bar of the ride vehicle is visible at the bottom of the frame , with sleek , bioluminescent dragon-tower and glowing transportation energy railway track connecting different sections. mountains hangs like a blue marble in the distance. Below , the ground is still visible but starting to feel distant , with small details like grass , dirt , and nearby objects becoming smaller. On the RIGHT side of the ride vehicle , the man sit and looking toward camera. The sense of height is beginning but not yet extreme. The track remains narrow and exposed , with no guardrails. Lighting is bright natural nightlight in motion , maintaining clarity. photo-realistic , cinematic lighting , upward motion , early height , spiral track , sense of movement , immersive theme park ride , 4K , no text , minimalist sci-fi aesthetic , with sharp lines and a focus on grand scale , using cinematic lighting. ,

A translucent human silhouette standing upright , body composed entirely of flowing luminous energy streams — electric blue , deep violet and soft gold currents moving in synchronized spiraling patterns from the core outward. The figure is mid-motion , one hand extended forward as if releasing intention into reality. The background is deep cosmic black with ultra-fine particle dust catching light. The energy streams are coherent — not chaotic — moving in the same direction , suggesting alignment and decisive action. No face visible. The form is genderless , universal. Cinematic lighting from within the figure itself. Hyper-detailed. Ethereal but grounded.Influences of Hugo , Chirico , and Paul Nash. "Existence = Cosmos × art , the technology of the soul , and mysticism"; a cosmic , surreal , and intense masterpiece , with vibrant and vivid colors , a dreamlike and mystical atmosphere; 4K , 3D , detailed and intricate ,

A sprawling , futuristic theme park built on the rings of Saturn , ride vehicle beginning to climb upward along a shimmering energy rings-track. The front safety bar of the ride vehicle is visible at the bottom of the frame. with sleek , bioluminescent clock-tower and glowing transportation energy railway track connecting different sections. mountains hangs like a blue marble in the distance. The sense of height is beginning but not yet extreme. The track remains narrow and exposed , with no guardrails. Lighting is bright natural daylight , maintaining clarity. photorealistic , cinematic lighting , upward motion , early height , spiral track , sense of movement , immersive theme park ride , 4K , no tex , minimalist sci-fi aesthetic , with sharp lines and a focus on grand scale , using cinematic lighting , high legibility , enterprise style , 16:9. ,

A sprawling , futuristic metropolis built on the rings of Saturn , cars running on shimmering energy rings , with sleek , bioluminescent hourglass and glowing transportation energy tubes connecting different sections. mountains hangs like a blue marble in the distance. the scene is rendered in a clean , minimalist sci-fi aesthetic , with sharp lines and a focus on grand scale , using cinematic lighting. ,

A beauty shot of a Hunza young woman with teal eye with her head covered by the white embroidery fabric , pink cheek , white skin. They are accessorized with prominent silver jewelry , including a sizeable metallic Hunza-style necklace and a few bangles , adding a vibrant contrast to her calm demeanor. The setting appears to evoke a professional atmosphere , with blurred backgrounds suggesting a formal gathering , perhaps a meeting or conference. The overall composition is striking , blending warmth and sophistication , inviting viewers to ponder the thoughts behind her serene exterior , rich detailing --ar 9:16 --raw --stylize 200 ,

high definition image , cylinder-shaped castle , Magnificence , (Colorful castle ruins in clear blue light) masterpieces , at surface of the ocean , a partially staircase. Xenomorph Queen with big booty , red hair , short bob-cut hair , wearing green latex mini skirt walking on the outside of the vortex staircase , gravity-defying waterfall cascades upwards into the mountain , defying the laws of physics. The water flows through a series of floating islands and structure of the birds in an abstract Holographic Interference style , the interior revealed by the unzipping above showcases a rain and water drops textures drip downward from the sky like river , realistic , best quality , By theatrical. ,

Ultra-realistic 9:16 portrait of an ethereal , AI-generated European woman standing gracefully in a magical floral paradise. Replace the original girl with a completely new , stunningly beautiful woman whose face , features , and identity are entirely different , while keeping her elegant posture , delicate aura , and refined fashion style. She wears an extravagant couture gown made entirely of vibrant flowers—layers of blooming petals , delicately woven stems , soft textures , and intricate botanical patterns that flow naturally around her silhouette. Add fresh flower varieties and richer color transitions for uniqueness. Surround her with softly glowing golden light , floating butterflies , warm sun rays , and dreamy pastel floral clouds. Enhance the environment with more depth , detailed flowers , crystalline highlights , and gentle sparkles for a fresh , captivating look. No blur—every background element should be sharp , vivid , and ultra-detailed. Overall scene must be breathtaking , lifelike , wonderfully magical , and visually stunning. ,

a real photo: fine skin texture and pores , natural hair detail at the hairline , realistic specular highlights on the forehead and nose , consistent shadows under the chin and collar that match the light direction , and a natural depth-of-field falloff in the background. The patterned shirt shows coherent weave and fold behavior with no obvious repeating tile artifacts. The glasses reflect irregular , smudged highlights and show slight asymmetry you’d expect from real reflections. Possible minor issues (likely JPEG/compression or small retouching) include a faint halo/soft edge around parts of the hair and a small jagged edge where the glasses’ temple meets the hair/ear , but these are subtle and typical of image compression or modest editing rather than generative-model artifacts ,

Celebración de cumpleaños de 60 años en un boliche moderno con ambiente familiar y elegante , mujer de 60 años festejando rodeada de familiares y amigos , personas de diferentes edades (adultos y adultos mayores) bailando y disfrutando , expresiones naturales y espontáneas , sonrisas reales , rostros realistas y bien proporcionados , piel con textura natural , sin distorsiones ni deformaciones , iluminación suave y favorecedora en los rostros , decoración con globos y luces cálidas , pista de baile iluminada , DJ con cabina moderna y luces LED , ambiente alegre , cómodo y festivo , estilo fotografía profesional , ultra realista , alta calidad , iluminación cinematográfica , profundidad de campo , composición equilibrada , colores vibrantes pero naturales , enfoque en la conexión familiar y la celebración , 4K , máxima nitidez ,

Celebración de cumpleaños de 60 años en un boliche moderno con ambiente familiar , mujer de 60 años festejando rodeada de familiares y amigos , personas de diferentes edades (adultos , jóvenes y adultos mayores) bailando y disfrutando , decoración festiva con globos , luces de colores y detalles elegantes , pista de baile iluminada , DJ robot con luces LED animando la fiesta , música alegre , ambiente cálido y emocionante , personas sonriendo , riendo y compartiendo , estilo fotografía realista , alta calidad , iluminación cinematográfica , colores vibrantes , composición dinámica , alto nivel de detalle , 4K , escena alegre y festiva , enfoque en la celebración y la conexión familiar ,

Upper body to hip illustration , eye-level camera , character standing centered facing the viewer directly at slight three-quarter angle. The framing captures from the top of the head down to the hip area. Soft warm interior lighting. The background shows an elegant interior — decorative wallpaper with subtle damask or floral pattern , and the edge of a large ornate gold-framed painting or mirror visible on the left side. POSE: Character stands upright facing the viewer at slight three-quarter angle , body positioned slightly right of center. Her arms are both positioned at her sides or slightly in front — both arms relaxed and close to her body , hands at hip level or slightly raised near her waist. Her upper body is composed and still. Her head faces the viewer directly , slightly tilted or level , with a cool , reserved , slightly self-conscious expression — eyes open and looking at the viewer with a calm but slightly uncertain or guarded gaze , eyebrows very slightly furrowed , lips firmly closed. Cheeks lightly flushed. Prominent bust visible within the white dress with natural fabric tension , with the sides of the bust visibly protruding from both armhole openings. PIECE ONE — WHITE SLEEVELESS DRESS: A fitted sleeveless dress in bright white — clean structured bodice with no straps , a straight or slightly curved neckline. The dress is form-fitting at the chest and torso showing prominent bust with natural fabric tension. The sleeveless armhole openings are wide and cut deep on both sides — the outer sides of the bust are visible from both left and right edges of the wide armhole openings , with the fabric only covering the front center panel and leaving the outer sides of the chest exposed through the wide deep armhole cuts. The bust protrudes naturally and visibly from both sides of the garment through the armhole openings — the larger the bust , the more pronounced the side exposure. White ruffled trim or small frilled detail decorates the upper edge of the armhole opening on both sides , creating a delicate decorative ruffle border framing the exposed sides. The dress has a slightly structured fantasy or formal quality with subtle seam and fabric tension detail. PIECE TWO — NAVY AND GOLD NECK RIBBON/CRAVAT: A dramatic decorative neck piece — a wide navy blue ribbon or cravat with gold trim border running along the edges. The ribbon is tied or arranged at the neck in a long hanging style — the navy fabric hangs down the center front of the chest in a wide panel or tied bow shape. A small gold cross or diamond-shaped brooch or clasp is pinned at the upper center of the neck ribbon where it meets the collar. The ribbon has a slightly stiff or structured quality with visible gold border trim. PIECE THREE — PURPLE COLLAR/CHOKER: A thin purple or lavender collar or choker visible at the base of the neck beneath the navy ribbon — a delicate colored band. BACKGROUND: Elegant interior room — soft warm lighting. The wall behind the character has decorative cream or light grey wallpaper with a subtle damask or ornate floral repeat pattern. A large ornate painting or mirror with a thick gold frame is partially visible at the left edge of the frame. Another gold frame edge is partially visible at the right. The background is from mid-wall upward. ARTISTIC STYLE — MANDATORY: Render this illustration in the style of a premium Japanese light novel or doujinshi cover illustration. The linework must have visible variation in stroke weight , thicker lines on outer contours and thinner lines on interior details. Skin shading must use warm ambient occlusion with subtle color shifts toward peach and rose in the shadows rather than pure gray. Hair must be rendered with individual strand clusters showing clear highlight ribbons and deep shadow pools , not uniform gradients. Fabric must show micro-wrinkle detail and textile grain. The color palette must feel slightly desaturated and warm , reminiscent of physical print media — not digital neon. Eyes must have complex multi-layered iris detail with warm reflected light. Overall the image should feel like it was painted by a skilled Japanese illustrator such as the art style seen in Fate Grand Order , Sword Art Online or Re:Zero light novel illustrations — detailed , warm , slightly imperfect , full of artistic intentionality. Absolutely avoid: plastic glossy skin , perfectly uniform smooth gradients , oversaturated colors , symmetrical cookie-cutter faces , flat digital airbrushing. HAIR IDENTITY LOCK — ABSOLUTE MAXIMUM PRIORITY: Hair , hairstyle , hair length , hair accessories and everything on the head MUST be an EXACT 1-to-1 COPY of the uploaded waifu reference image. Do NOT change hair in ANY way. Do NOT shorten , lengthen , reshape or change silhouette , volume or flow. Do NOT change bangs , part or framing. Do NOT change any braid , twist , plait or strand details. Do NOT add or remove any side strands or loose strands. Do NOT add , remove or replace any hair accessories. All head accessories must be IDENTICAL to uploaded reference — same position , color , size and design. Hair in final image must be PERFECT IDENTICAL COPY in every detail. Any single deviation from original hair or head is CRITICAL FAILURE. Treat entire head and hairstyle as completely locked , unchangeable element. COLOR PALETTE LOCK — ABSOLUTE CRITICAL PRIORITY: Extract and preserve the exact color palette directly from the uploaded CHARACTER REFERENCE IMAGE. The final image MUST match the hair color , eye color , skin tone and overall color identity of the uploaded character reference with zero deviation. Do NOT adopt colors from this style reference image. Every color in the final output must be traceable to the original reference image. BUST SIZE LOCK: Preserve the exact prominent bust size and proportions from the waifu reference image. The wider and more prominent the bust , the more the sides of the chest will be naturally visible through the wide armhole openings of the dress. Do NOT reduce or minimize the bust size. Do NOT add any head accessories not present in the original waifu reference image. Do NOT add masks , face coverings , or any object placed on or covering the face or head. Character face must remain fully visible and uncovered at all times. Remove all text , letters , logos and watermarks. No realistic style , no 3D render , no photorealistic , no distorted anatomy , no bad hands , no low quality , no blurry output. ,

A shattered crystalline orb lies on a field of cracked earth , remnants of pure light escaping from within. Each shard reflects a different , fragmented vision of a past battle. The sky above is a stormy , bruised purple , with jagged lightning illuminating the scene. Dark fantasy concept art style , inspired by the dramatic and desolate works of Brom. ,

Vision-Language-Action (VLA) models have emerged as a promising paradigm for robot learning , but their representations are still largely inherited from static image-text pretraining , leaving physical dynamics to be learned from comparatively limited action data. Generative video models , by contrast , encode rich spatiotemporal structure and implicit physics , making them a compelling foundation for robotic manipulation. But their potentials are not fully explored in the literature. To bridge the gap , we introduce DiT4DiT , an end-to-end Video-Action Model that couples a video Diffusion Transformer with an action Diffusion Transformer in a unified cascaded framework. Instead of relying on reconstructed future frames , DiT4DiT extracts intermediate denoising features from the video generation process and uses them as temporally grounded conditions for action prediction. We further propose a dual flow-matching objective with decoupled timesteps and noise scales for video prediction , hidden-state extraction , and action inference , enabling coherent joint training of both modules. ,

high definition image , Star-shaped castle , Magnificence , (Colorful castle ruins in clear blue light) masterpieces , at surface of the ocean , a partially staircase. On the outside of the vortex staircase , gravity-defying waterfall cascades upwards into the mountain , defying the laws of physics. The water flows through a series of floating islands and structure of the fish in an abstract Holographic Interference style , woman in red gown on staircase , the interior revealed by the unzipping above showcases a rain and water drops textures drip downward from the sky like river , realistic , best quality , By theatrical , ABM_fusion art style , Dynamic Dramatic , ABM_Vibrant Cosmic Nebula , 16K , rich detailed --ar 9:16 --style raw --profile ue2yzjl --stylize 500 ,

Create a 4x3 man (Use the uploaded image as the sole and 100% exact only face) selfie variation grid featuring the same adult man across twelve panels. Each panel should feel like a casual but photo-real phone selfie , with natural indoor light and strong facial consistency. The key variation should come from different hairstyle like long , short , curly with different glasses. Each panel should feature a different outfit. The result should feel like a curated beauty and style mood-board with natural diversity. no female face. ,

Create a 4x3 beauty selfie variation grid featuring the same adult woman across twelve panels. Each panel should feel like a casual but photoreal phone selfie , with natural indoor light and strong facial consistency. The key variation should come from different hair colors , hair lengths , outfits , and facial expressions. Include a stylish mix of looks such as pink bob hair , long dark hair , honey blonde waves , copper shoulder-length hair , soft brunette layers , and black sleek hair. Vary the hairstyles between short bob , shoulder-length cut , long straight hair , soft waves , curtain bangs , blunt bangs , and loose layered styles. Each panel should feature a different outfit , such as striped tank tops , fitted camisoles , casual fashion tops , soft knitwear , minimal dresses , and chic everyday pieces. Every panel should have a distinct pose and expression: pout , soft smile , neutral gaze , side glance , playful expression , serious stare , slightly raised chin , hand near lips , tilted head , and close-up angled selfie variations. The result should feel like a curated beauty and style moodboard with natural charm and fashionable diversity. ,