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

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. ,

masterpiece , best quality , ultra detailed , beautiful 20-year-old woman , long white hair , pure white wedding dress , elegant bride , delicate face , soft smile , graceful pose , full body , detailed lace , floral embroidery , translucent veil , white gloves , sparkling accessories , romantic atmosphere , soft lighting , cinematic lighting , dreamy background , highly detailed eyes , realistic fabric folds , elegant compositionmasterpiece , best quality , ultra detailed , anime style , beautiful 20-year-old woman , long white hair , white wedding dress , elegant bride , delicate face , soft smile , slim figure , full body , lace dress , long veil , white flowers , sparkling light , dreamy atmosphere , soft lighting , detailed eyes , clean lineart , beautiful shading , highly detailed , romantic scenelow quality , worst quality , blurry , bad anatomy , bad hands , extra fingers , missing fingers , deformed hands , extra arms , extra legs , poorly drawn face , ugly , mutated , distorted body , long neck , bad proportions , duplicate , cropped , watermark , text , logo , jpeg artifacts , messy dress , poorly drawn veilcathedral , church interior , stained glass , wedding aisle ,

A cylinder-shaped Indonesian Fort architecture , (Colorful temple ruins in clear blue light) masterpieces. A chaotic urban block with twisted geometric forms - buildings bending into impossible angles , roads looping and bridges connecting temple structures that in underwater of ocean. A winding stone staircase leads from the underwater to an open doorway , inviting viewers into the house , Realistic photography , Very detailed and clear panoramic view of the temple during a voyage , realistic , best quality. ,

A low-orbit view of an inhabited beach of Goa. A semi-global perspective , showing entire continents , complete with their inland seas , mountain ranges , beach side road , forests , and river deltas. A visual style inspired by 4X strategy games , but rendered with hyper-realistic , live-action fidelity. No user interface. No HUD markers. The beach of Goa looks as if it were photographed by a state-of-the-art orbital camera. Several major tourist places are strategically distributed across the landscape: 1. A bright coastal tourist city. peopls enjoy , boating , surfing , dancing Modern , geometric architecture. Huge ship casino at near beach. Vast shipyards. Golden , mechanical sea walls. Gleaming river reflecting light. 2. A Churches old goa city. Churches Of Old Goa: Baroque architecture. (Basilica of Bom Jesus. Church of Our Lady) Roofs painted in ochre and deep red. Vast fields arranged in geometric patterns. Hexagonal road network visible from low orbit. 3. A airport within a forest. Facades in emerald green and light copper tones. Buildings integrated directly into the forest canopy. Transparent building domes. Renewable small planes visible over sky. 4. A Tourist city. Straight roads cutting through the dunes. Cities are interconnected: A high-speed rail network , visible as fine , luminous lines. Monumental highways , and ropes bridges , gently curving to follow the terrain. The feeling of a living , expanding world. Architecture that is functional , strategic , and civilized. Photorealistic live-action rendering. Simulated 70mm optics from low orbit. Realistic atmospheric depth. Detailed topography. Visible subtle variations in terrain. Consistent physics. ,

A vibrant molecular Gujarati Thali presented as a glowing , intricate hologram UI floating in a dark , futuristic laboratory. Tiny edible spheres and gels shimmer with internal light , arranged in complex geometric patterns. The UI elements pulse with soft energy , displaying intricate data streams related to the food's composition like Dal Chaval , Subji rotti , Papad. Style inspired by sci-fi concept art and digital painting , with a focus on luminous detail and clean , sharp lines. ,

blurry , low quality , ugly , deformed , bad anatomy , extra fingers , photorealistic , hyperrealistic , anime , cartoon , modern objects , text , watermark , logo , oversaturatedWorkshop background (interior). Medieval forge interior , stone walls with soot stains , wooden floor planks , dark atmosphere , stone furnace in corner with warm orange fire glow , metal tools on wooden shelves , empty center area for game UI and anvil placement , 2D game background , stylized realism , digital painting , high-fantasy mobile , vertical portrait 9:16 , no characters , format 9:16 (1080×1920.).stylized realism , digital painting , high-fantasy mobile game art , dark palette with warm orange and gold accents , no text , no watermark , premium 2D illustration ,

Jesús viste una túnica holgada y un manto oscuro sobre el hombro , con cabello largo y oscuro. El camino está bordeado por arbustos y lomas oscuras , y su sombra se proyecta sobre el terreno. El cielo es un resplandor etéreo y brumoso , con la luz principal emergiendo del horizonte. El enfoque es nítido en el cordero y los pies de Jesús , con un fuerte contraste entre los elementos del primer plano y el fondo luminoso y atmosférico. ,

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 ,

high definition image , Star-shaped castle , Magnificence , (Colorful castle ruins in clear blue light) masterpieces , at surface of the ocean , a surrealistic 3D sculpture of an abstract in air , made from various elements such as water-park , waterfall , cottages , mini-bridge and people swim surrounding , all combined to create the shape of Skull face on horizontal , Realistic photography , Very detailed and clear panoramic view of the castle during a voyage , 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 ,

A detailed fluorescent green-dotted 3D horizontally hologram map on earth with Earth’s Ecosystems details , blue-labels and red-data (No text) overlays around him. The image is captured as a hyper-detailed cinematic film still , with sharp focus on the guardian and a soft bokeh effect on the background , emphasizing the magical threshold. A semi-realistic illustration of micro-pollutants' journey through the Earth’s Ecosystems , divided into three connected scenes: Agriculture (leftside in face shape): Fields with crops , a tractor spraying pesticides. Visible droplets seeping into the soil , contaminating groundwater (show wavy lines or faint glowing dots representing pollutants moving underground toward a river. Urban (center in face shape): A wastewater treatment plant discharging effluent into a river (use pipes with flowing water). Subtle glowing dots (micropollutants) remain in the discharged water. Factories or houses in the background. Water Treatment (rightside in face shape): A high-tech facility with reactors (UV/ozone tanks , bubbling systems) purifying water. Show scientists checking monitors (no text on screens) and clean water exiting the plant. ,

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. ,

Cinematic , hyper realism , high detail , octane render , 8k , ultra high resolution camera , focused , extreme details , cinematic , masterpiece , intricate , photography , magazine cover , tilt shot , of a mature physically fit male model with salt & pepper hair and beard , his hair is cut short , with the front slightly messy , giving an effortless yet stylish impression. He is lounging on a worn camouflage sofa , casually dressed in a black low v neck T-shirt and a long black cardigan with relaxed denim jeans , all white Converse sneakers , used camera Sony α9 , focus on the fashion model , setting is urban vibe with a rough concrete & brick wall in the background and shadows from the window creating patterns across the scene , lazy afternoon in a chic , 16K , rich detailed --ar 9:16 --style raw --profile ue2yzjl --stylize 500 ,

Indian actress , voluptuous , curvy , hourglass shape , 165cm height , dark brown hair , deep brown eyes , subtle makeup , bright red lipstick , golden earrings , traditional Indian attire , intricately designed saree , dupatta draped over shoulder , beaded blouse , anklet , bangles , ornate sandals , standing , posing , regal background , rich fabrics , warm lighting , cinematic composition , soft focus. ,

Generate a vector image for me with clean lines , but a hand-drawn look , with only a few strokes. Let it consist of just an outline , without any color inside. Create an image of coffee with coconut. Perhaps it will be an image of a coconut , coffee beans , and decorative leaves. Generate 10 variations. Make the image delicate yet stylish. ,