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. ,

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 ,

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. ,

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. ,

Die-cast metal , intricate details , Submarine with fish shape , sci-fi futuristic , high-tech gadget , glowing blue screen , metallic silver body with glass cockpit , ergonomic grip , compact size , precision engineering , mechanical parts , copper wiring , LED lights , circular interface , holographic display , space exploration , zero-gravity environment , sea background , deep underwater , ambient lighting , cinematic composition. ,

Panopticon Stygian landscape: breathtaking bird eye view , realistic , ultra-derailleur , lighting like a city , a surrealistic 3D sculpture of an abstract Cylinder in air , made from various elements such as red temple and pagoda against a colorless sky , Cherry blossom trees , Crowd of tourists on the ground not pictured , all combined to create the shape of Dragon face. A physically credible image , demonstrating total consistency in volumes , proportions , and adherence to real-world optical laws. Exclusively real-world physical effects: volumetric water , steam , dense smoke , suspended dust , realistic fire , dynamic fluids , condensation , and fabrics reacting to movement and gravity. No AI stylization , no cartoon effects , no generic 3D rendering , no visual inconsistencies. Cherry blossoms cascading over a red temple and pagoda against a colorless sky and the Asakusa view hotel eyesore tower. Crowd of tourists on the ground not pictured , you’re welcome. ,

Panopticon Stygian landscape: breathtaking bird eye view , realistic , ultra-derailleur , lighting like a movie , surface of the ocean , a surrealistic 3D sculpture of an abstract Cylinder 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. A physically credible image , demonstrating total consistency in volumes , proportions , and adherence to real-world optical laws. Exclusively real-world physical effects: volumetric water , steam , dense smoke , suspended dust , realistic fire , dynamic fluids , condensation , and fabrics reacting to movement and gravity. No AI stylization , no cartoon effects , no generic 3D rendering , no visual inconsistencies. ,

A futuristic scene where a person rides a high-tech robotic Spider with four mechanical legs climb on rock-mountain , enthusiastically waving their hand to amazed onlookers with remote. The rider sits on an impressive green , yellow and black mechanical walker-Spider hybrid with industrial metallic details and "SpaceX" branding. Crowds of Nepali people line the at mountains-way , pointing and staring in wonder and surprise at this extraordinary sight. A physically credible image , demonstrating total consistency in volumes , proportions , and adherence to real-world optical laws. Exclusively real-world physical effects: volumetric water , steam , dense smoke , suspended dust , realistic fire , dynamic fluids , condensation , silky hair and fur , and fabrics reacting to movement and gravity. No AI stylization , no cartoon effects , no generic 3D rendering , no visual inconsistencies. ,

cinematic horror gouache painting / a secluded spaceship filled with alien skulls / a female predator stands in giant spaceship has been traveling for centuries , Inside the ship , which generates its own gravity through rotation / her head is tilted upward towards a gloomy menacing crimson top / her arms are raised toward the up / her hands are open wide / her posture is intense malevolent anger / rich intricate multilayered textures / ultra detailed / highly realistic / precise draftsmanship / super sharp resolution / octane rendering / eerie / foreboding / grainy / gritty / intimidating / macabre / malevolent / menacing / moody / mysterious / nefarious / ominous / supernatural / uncanny --aspect 9:16 ,

cinematic horror gouache painting / a secluded pristine lake filled with alien skulls / a a female predator with a cyber armor stands in huge giant spaceship has been traveling for centuries , Inside the ship , which generates its own gravity through rotation / her head is tilted upward towards a gloomy menacing crimson top / her arms are raised toward the up / her hands are open wide / her posture is intense malevolent anger / mist with a crimson and black gradient hues eerily rises from the lake / rich intricate multilayered textures / ultra detailed / highly realistic / precise draftsmanship / super sharp resolution / octane rendering / eerie / foreboding / grainy / gritty / intimidating / macabre / malevolent / menacing / moody / mysterious / nefarious / ominous / supernatural / uncanny --aspect 9:16 ,

The scene unfolds in a high-contrast universe , set in a huge giant sphere spaceship has been traveling for centuries. Inside the ship , which generates its own gravity through rotation. Replace the central a male goblin with a cyber armor that exerts influence over the surrounding matter. Real optics (equivalent to a 35-50mm lens) , aperture set between f/4 and f/5.6 , low ISO , and a complete absence of digital noise. ,

Extremely realistic , award-winning cinematic photograph , ultra-HD 32K resolution , hyperrealism , hyper-detailed photorealistic style , museum-grade realism , flawless composition , physically accurate lighting , global illumination , volumetric atmosphere , octane render 1.7 quality , IMAX film still , ultra-wide anamorphic lens look (14mm) , deep cinematic depth , zero noise , natural film grain , premium color grading. A lone Muslim warrior stands on a rocky outcrop , arms outstretched , facing massive , towering waves. He wears a flowing white thobe or jubba beneath a dark wool cloak with geometric embroidery , a leather belt holding a curved scimitar at his hip. A white turban (imama) is wrapped around his head , with loose ends billowing in the wind. His silhouette is powerful against the stormy sky—arms spread wide as if embracing or commanding the sea. The waves , rendered in dynamic , textured shades of deep blue and frothing white , create a dramatic , almost surreal tunnel effect with the sky visible through the center. The ocean's surface is choppy and violent. The overall mood is powerful , spiritual , and awe-inspiring—a warrior in communion with the raw force of nature. ,

masterpiece , best quality , 8k , RAW photo , ultra high res , photorealistic , oil painting portrait , Canon R5 , 85mm f/1.8 lens , young woman aged 18-30 , French retro oil painting style , [Costume] burgundy velvet square neck dress , puff sleeves , lace trim , velvet hairband , [Props] vintage oil painting frame , rose bouquet , leather book , brass candlestick , [Scene] French retro studio , beige wall , wooden floor , lace curtains , [Lighting] Rembrandt soft light , 45° key light , weak fill light , light ratio 1:3 , warm yellow tone , [Face Control] retain original face , gentle lazy expression , light retro makeup , natural skin , [Details] soft focus , oil painting texture , elegant colors , clear hair ,

masterpiece , best quality , 8k , RAW photo , ultra high res , photorealistic , oil painting portrait , Canon R5 , 85mm f/1.8 lens , young woman aged 18-30 , French retro oil painting style , [Costume] burgundy velvet square neck dress , puff sleeves , lace trim , velvet hairband , [Props] vintage oil painting frame , rose bouquet , leather book , brass candlestick , [Scene] French retro studio , beige wall , wooden floor , lace curtains , [Lighting] Rembrandt soft light , 45° key light , weak fill light , light ratio 1:3 , warm yellow tone , [Face Control] retain original face , gentle lazy expression , light retro makeup , natural skin , [Details] soft focus , oil painting texture , elegant colors , clear hair ,