Training Example: Google DeepMind – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Your browser does not support the video tag.Introducing Gemini Omni
[H3] Create anything from anything,
starting with video Learn more Try Omni Slide 1 of 7 Your browser does not support the video tag.
[H3] Gemini 3.5
Our latest series of models combine frontier intelligence with action Learn more Try Your browser does not support the video tag.
[H3] Gemini Omni
Create anything from anything, starting with video Learn more Try
[IMG: A stylized 3D digital illustration of microscopic, vibrant protein or cellular structures with radiating purple stems and multi-colored nodes against a soft, bokeh-effect background.]
[H3] Co-Scientist
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[H3] Gemini for Science
Powering scientific discovery with AI Learn more Your browser does not support the video tag.
[H3] Gemma 4
Our most intelligent open models, built to maximize intelligence-per-parameter Learn more Try
[IMG: A dynamic, motion-blurred shot of a woman in a vibrant red traditional dress featuring colorful floral embroidery. She is spinning, causing the fabric of her skirt and sleeves to flare out in a circular motion. Her eyes are closed with a serene expression, set against a soft, out-of-focus background of cool blue and green tones that suggest a natural outdoor setting.]
[H3] Nano Banana 2 ?
Pro-level image generation and editing, Flash-level speed Learn more Try Your browser does not support the video tag.
[H3] Lyria 3
Compose music with vocals, and experiment with acoustic details Learn more Try
[H3] Gemini for Science: AI experiments and tools for a new era of discovery
May 2026Science Learn more
[H3] Gemini 3.5: frontier intelligence with action
May 2026Models Learn more
[H3] Introducing Gemini Omni
May 2026Models Learn more Your browser does not support the video tag. Your browser does not support the video tag.
[H3] Co-Scientist: A multi-agent AI partner to accelerate research
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[H3] Introducing Google Antigravity 2.0
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[H3] Making it easier to understand how content was created and edited
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[H3] How WeatherNext helped the National Hurricane Center better predict Hurricane Melissa’s historic landfall in Jamaica
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[H3] Simulate real-world places with Project Genie and Street View
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[H3] Gemini
Frontier intelligence with action
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[H3] Gemini Omni
Create anything from anything, starting with video
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[H3] Nano Banana ?
Create and edit images with Gemini Image
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[H3] Gemini Audio
Advanced real-time audio models, built on Gemini
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[H3] Lyria
Our most advanced music generation model yet
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[H3] Veo
Our leading video generation model
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[H3] Gemma
Our most capable open models
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Google AI Studio Run Gemma Developer docs Learn more 10 years of AlphaGo: The turning point for AIExactly one decade later, we look back at the match that sparked the modern AI revolution.The future of intelligenceDemis shares his vision for the path to AGI - from solving "root node" problems in fusion energy and material science to the rise of world models and simulations.The arrival of AGIShane walks host Hannah Fry through his AGI framework, breaking down the levels from minimal AGI to full AGI, and his timelines for each.Google DeepMind robotics lab tourHannah interacts with a new set of robots—those that don't just see, but think, plan, and do.AlphaFold: Grand challenge to Nobel PrizeFive years ago, AlphaFold 2 solved the protein structure prediction problem, unlocking new avenues of biological research and providing our first major proof point that AI can be a powerful tool to advance science and cure disease.

Gemini Omni is where Gemini’s ability to reason meets the ability to create. It delivers a leap in world understanding, multimodality, and editing. View prompt guide Your browser does not support the video tag.Slide 1 of 5 Your browser does not support the video tag. Prompt: When the person touches the mirror, make the mirror ripple beautifully like liquid, and the person's arm turns into reflective mirror material Your browser does not support the video tag. Prompt: When the person touches the mirror, the person transforms into a detailed monochrome line art drawing Your browser does not support the video tag. Prompt: When the person touches the mirror, the person suddenly transforms into a cute felted stuffed puppet version with large googley eyes and glasses Your browser does not support the video tag. Prompt: When the person touches the mirror, the person instantly transform into a vintage monochrome transparent 3d line art hologram, inside of a monochrome 3d holodeck maintaining the structure and details of the room and environment Your browser does not support the video tag. Prompt: When the person touches the mirror, the entire environment turns into 3d voxel art Your browser does not support the video tag.Prompt: Make it look like the weird shape of my hand hole super zooms and magnifies the ground it's looking at in sharper quality. Your browser does not support the video tag.Prompt: When the finger in <video> touches the animal toy play the sound the animal makes Your browser does not support the video tag.Prompt: The lights of the apartments start turning on in sync with the music.Slide 1 of 3 Prompt: When the hand opens, make a vast 3d architectural structure based on this image start building upward, sitting in the palm of the hand, reflecting prismatic light onto the hand and table. It builds with a 3d wireframe holographic effect. No music, just realistic real world sound. Prompt: When the hand opens, reveal a sun floating in the center of the hand (sun should be animated, subtle solar flare movement) with bronze balls orbiting around it in mid air (no wires). When the hand opens make the lights dim to become nighttime, but keep the video the same until the hand opens. No music, just realistic sound. Prompt: When the hand opens, reveal a physical photorealistic flying machine based on this sketch, floating above the hand, propeller spinning. No music, just realistic sound. Your browser does not support the video tag.Input video Your browser does not support the video tag.Prompt: Transport the violinist to the image environment Your browser does not support the video tag.Prompt: Make the violin invisible Your browser does not support the video tag.Prompt: Change the camera angle to be over the violinist’s shoulder.Prompt: Change spaceship to <object> Your browser does not support the video tag.Prompt: A marble rolling fast on a chain reaction style track, continuous smooth shot Your browser does not support the video tag.Prompt: claymation explainer of protein folding, everything is made out of clay, no hands, stop motion, accurate Your browser does not support the video tag.Prompt: A skeuomorphism stop motion explainer about how the brain hippocampus works with a compelling voiceover. Don’t add seahorses. No voice cuts at the end. Don’t add text. Your browser does not support the video tag.Prompt: The video shows items of the alphabet. An unusual item starting with each letter is shown sitting on a table (like a Capybara for C, disco globe for D and Lava Lamp for L). All 26 letters must be represented by 26 items with matching lower thirds displaying the letter. Only one item and lower third at a time. Each lower third must look like a black marker written on a slip of paper in the bottom left. Rapid fire, roughly 9 frames per item at 24FPS. Last frame is a slip of paper "THE END". The whole video is accompanied by calm smooth music. Your browser does not support the video tag.Prompt: word by word, one word on a the screen at a time: did, you, know, that, this, model, can, do, pretty, good, text!? each word appears with a different animated style, perfect pacing to a rhythm, sizzle reelSlide 1 of 3 Prompt: Referring to the extreme camera movement, perspective, and distortion in <video>, create a front-facing full-body walk cycle of the character from <image>, quickly style-shifting into multiple visual styles during the walk cycle, starting from realistic cinema. Keep the environment, only change styles. Hard cut backgrounds always centering the sky. Continuous walking, continuous audio, and style shifts in perfect sync to the beat of the audio. Cinematic, 16:9. Prompt: Add harp sounds synchronized to when I touch each fern leaf. Change the leaf structure to all resemble semi translucent 3d bioluminescent plant life, with bioluminescent fireflies flying around it that react as I play, in sync with the sounds, subtle bokeh depth of field dynamic lighting, relecting off the walls in the room, keeping the room structure the same Prompt: Imagine the world gradually changing into retro futuristic style (grainy and moody as <image>) as I walk. Use the audio for a retro-futuristic background music. 10s. Slide 1 of 3 Prompt: Apply the pose and motion from input video to provided character from this image. Apply style from image reference to the new video Prompt: Rose is made from this crystal-like material Prompt: Apply the motion of the whale swimming from the provided video to the provided image of fluid reflective material. Do not show the whale or water; instead, have this reflective moving material form a shape that resembles the whale as it swims. Replace water with white smooth material shapes that move Slide 1 of 3 Prompt: turn me into this character Prompt: turn me into this character Prompt: turn me into this character Slide 1 of 3 Prompt: turn this into realistic footage, using the drawing only as a guide for movement, do not show the drawing in the final video Prompt: turn this into realistic footage, using the drawing only as a guide for movement, do not show the drawing in the final video Prompt: turn this into realistic footage, using the drawing only as a guide for movement, do not show the drawing in the final video
[H3] Creating your prompts
Use our prompt guide to create realistic, coherent, and creative output. Learn how to prompt Your browser does not support the video tag.Training/development evaluations including automated and human evaluations carried out continuously throughout and after the model’s training, to monitor its progress and performanceHuman red teaming conducted by specialist teams who sit outside of the model development team, across the policies and desiderata, deliberately trying to spot weaknesses and ensure the model adheres to safety policies and desired outcomesAutomated red teaming to dynamically evaluate Gemini Omni Flash for safety and security considerations at scale, complementing human red teaming and static evaluationsEthics and safety reviews conducted ahead of the model’s releaseContent created or edited with Omni in the Gemini app, Google Flow or YouTube includes our imperceptible SynthID digital watermark and C2PA Content Credentials. You can easily verify content through the Gemini app and coming soon to Chrome and Search. You can find out more about how we're expanding our content transparency and verification tools to help you understand how content was created and edited across the web in our blog post. Learn more
[H3] Gemini
Supercharge your creativity and productivity Try in Gemini
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An AI creative studio built with and for creatives Try in Google Flow
[H3] YouTube Shorts
A shorter way to discover, watch, and create on YouTube Try in YouTube Shorts Google AI subscription required. Features vary by tier and geography.

[H3] Gemini
Frontier intelligence with action
[H4] Try it in
Gemini app Google AI Studio Google Antigravity Gemini Enterprise Agent Platform Learn more
[H3] Gemini Omni
Create anything from anything, starting with video
[H4] Try it in
Gemini app Google Flow Learn more
[H3] Nano Banana ?
Create and edit images with Gemini Image
[H4] Try it in
Gemini app Google AI Studio Gemini Enterprise Agent Platform Learn more
[H3] Lyria
Our most advanced music generation model yet
[H4] Try it in
Gemini app Google AI Studio Gemini Enterprise Agent Platform Learn more
[H3] Gemini Audio
Advanced real-time audio models, built on Gemini
[H4] Try it in
Google AI Studio Gemini Enterprise Agent Platform Learn more
[H3] Veo
Our leading video generation model
[H4] Try it in
Gemini app Google Flow Google AI Studio Gemini Enterprise Agent Platform Learn more
[H3] Imagen
Our leading text-to-image model
[H4] Try it in
Google AI Studio Gemini Enterprise Agent Platform Learn more
[H3] Gemma
Our most capable open models
[H4] Build with Gemma
Google AI Studio Run Gemma Developer docs Learn more
[H3] Gemini Embedding
State-of-the-art multimodal embedding model
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Gemini API docs Google Cloud docs Learn more Your browser does not support the video tag.
[H3] Genie 3
A new frontier for world models Learn more Your browser does not support the video tag.
[H3] Gemini Robotics
Our most advanced vision-language-action model Learn more Slide 1 of 5 Your browser does not support the video tag.
[H3] Create video from anything with Gemini Omni
View guide
[IMG: A young woman with short pink hair stands in a vast, golden wheat field under a pale blue sky. She wears an ethereal, voluminous gown made of translucent layers of pastel green, pink, and yellow fabric that billow out around her in the wind.]
[H3] Create and edit images with Nano Banana
View guide Your browser does not support the video tag.
[H3] Create music with Lyria
View guide Your browser does not support the video tag.
[H3] Create worlds with Genie
View guide Your browser does not support the video tag.
[H3] Create cinematic video with Veo
View guide SynthID
[H2] Embedding watermarks to identify content generated through AI
Learn more
[H3] Google AI Studio
Start building something new, with cutting-edge AI models and tools Try Google AI Studio
[H3] Google Antigravity
Our AI-first development platform that allows anyone to be a builder Try Google Antigravity
[H3] Gemini Enterprise Agent Platform
Build, scale, and govern agents Try Gemini Enterprise Agent Platform
[H3] Gemini 3.5: frontier intelligence with action
May 2026Models Learn more
[H3] Introducing Gemini Omni
May 2026Models Learn more Your browser does not support the video tag. Your browser does not support the video tag.
[H3] Introducing Google Antigravity 2.0
May 2026Models Learn more
[H3] Simulate real-world places with Project Genie and Street View
May 2026Models Learn more
[H3] Gemini 3.1 Flash TTS: the next generation of expressive AI speech
April 2026Models Learn more
[H3] Gemini Robotics-ER 1.6: Powering real-world robotics tasks through enhanced embodied reasoning
April 2026Models Learn more

Genie 3 is a general-purpose world model. It uses simple text descriptions to generate photorealistic environments that can be explored in real-time.Towards world simulationWorld models use their deep understanding of physical environments to simulate them. Genie 3 represents a major leap in capabilities – allowing agents to predict how a world evolves, and how their actions affect it.Genie 3 makes it possible to explore an unlimited range of realistic environments. This is a key stepping stone on the path to AGI – enabling AI agents capable of reasoning, problem solving, and real-world actions.
[H3] Create your own worlds
Project Genie is an experimental research prototype that lets you create and explore infinitely diverse worlds. Try Project Genie Learn how to prompt Your browser does not support the video tag. Pushing new frontiers Real-world applications Limitations Responsibility Slide 1 of 5
[H3] Real-time
Allows for fluid, real-time interaction within the generated world, operating at 20-24 frames per second.
[H3] Interactive and controllable
Generates interactive worlds from text, transforming envisioned landscapes into controllable realities ready to be explored.
[H3] Photorealistic quality
Renders rich, photorealistic worlds at 720p resolution. This high-fidelity output provides crucial visual detail for training agents on real-world complexities.
[H3] World consistency and stability
Previously seen details are recalled when revisited – and environments can handle sustained interaction without degrading.
[H3] Grounded in Street View
Genie is grounded in Street View data from Google Maps, so you can create new, unexpected worlds anchored in reality.
[H3] Real-time
Allows for fluid, real-time interaction within the generated world, operating at 20-24 frames per second.
[H3] Interactive and controllable
Generates interactive worlds from text, transforming envisioned landscapes into controllable realities ready to be explored.
[H3] Photorealistic quality
Renders rich, photorealistic worlds at 720p resolution. This high-fidelity output provides crucial visual detail for training agents on real-world complexities.
[H3] World consistency and stability
Previously seen details are recalled when revisited – and environments can handle sustained interaction without degrading.
[H3] Grounded in Street View
Genie is grounded in Street View data from Google Maps, so you can create new, unexpected worlds anchored in reality.Slide 1 of 4 Your browser does not support the video tag. Environment prompt: An endless ocean of immense, thundering waves features colossal turquoise barrels breaking under dramatic sun flares, swarming with hundreds of seagulls that fly close enough to momentarily obscure the view.Character prompt: The nose of a white surfboard that slices through the water, pointed directly into the hollow barrel of a massive, breaking wave. Your browser does not support the video tag. Environment prompt: A high-altitude open world featuring deformable snow terrain.Character prompt: An agile alpinist with omni-directional movement and jump mechanics. Your browser does not support the video tag. Environment prompt: A tranquil waterfall cliff area featuring dynamic water physics and interactive surface wakes.Character prompt: A high-speed paper airplane with responsive jet-like controls and aerodynamic banking. Your browser does not support the video tag. Environment prompt: The vibrant amazon rainforest on a beautiful and clear sunny day, high among the canopies, the light of the sun dappling through the leaves, causing rays of sunshine on the ground the river nearby. The terrain is distinctly amazonian, beautiful and lush. Hidden in the canopies is a clearing revealing a large stone temple ruin, covered in vines, foliage, dilapidated and structurally unsound.Character prompt: A beautiful amazonian parrot, blue colored, with a black beak, majestic. Slide 1 of 3 Your browser does not support the video tag. Environment prompt: A photorealistic alpine meadow with wildflowers. Among the evergreen pine trees is a rustic log cabin with a front porch. A split-rail fence meanders near the cabin. In the background there are three jagged mountain peaks covered in snow.Character prompt: A shiba inu centered in the frame, angled like a 3rd person video game, with highly responsive controls. Your browser does not support the video tag. Environment prompt: A natural, real-world landscape with a grassy field, flowing stream, and trees in the distance. It's nighttime with some ambient moonlight. There are dozens of adorable Red foxes running in different directions between the grass and across the stream. They look around curiously as if searching for something. Leafless trees line the far bank of the stream. The sky is a deep blue-black, with a few faint stars and occasional flying comets.Character prompt: A person gripping a high-intensity flashlight with only their right-hand visible, spotting foxes in the dark by aiming the beam of light in any direction. The flashlight projects a broad, powerful beam washing the environment in bright light to provide immediate, high-contrast visibility as you move. Your browser does not support the video tag. Environment prompt: A sepia-filtered mountain valley featuring high-contrast terrain and cinematic film artifacts.Character prompt: A large soaring bald eagle with aerodynamic and realistic gliding physics. Slide 1 of 8 Your browser does not support the video tag. Environment prompt: A backyard race track.Character prompt: A blue toy car. Your browser does not support the video tag. Environment prompt: Wide angled, a vast, ornate one-story well-lit library interior fills the scene. Tall, arched windows and dark wooden bookshelves packed with books line the walls. A grand, double curved staircase with stone balustrades sweeps up to the second-floor balcony. The wooden floor is scattered with wooden tables in the foreground, holding globes, scrolls, stacks of books, and lit candelabras. There are multiple passageways to other rooms.The atmosphere is warm and historic, rendered in a style resembling stop-motion animation or claymation with rich colors and a slightly soft texture. The walls and desks are solid and any character will bump into them.Character prompt: A small, stylized, black claymation-style plasticine cat explores and walks around on the floor. It has large, prominent green eyes. Your browser does not support the video tag. Environment prompt: A 3D landscape rendered with the aesthetic of a watercolor painting, characterized by soft edges and fluid color bleeds. Despite the painted style, the world has deep, traversable geometry. The terrain consists of a wet, grey asphalt road that recedes into the distance in true perspective. Puddles on the ground plane reflect the surroundings in blurred washes of color. On the left, a rustic wooden bus shelter provides a physical, volumetric structure with a dry platform. In the background, a yellow school bus drives away toward rolling green hills under a gloomy grey sky with visible rain strokes.Character prompt: The character is a large, light pink balloon animal rabbit without a tail and with no facial features. The character runs like a human, physically stepping onto the wet road surface rather than sliding over it. The character is capable of moving deeply into the background and laterally across the street. As the character moves further away, it scales down correctly with perspective. Its feet make distinct contact with the ground, creating splashes in the puddles and casting a shadow that tracks its position on the pavement to ground it in the 3D space. Your browser does not support the video tag. Environment prompt: A fantastical urban environment, made entirely of ice. Buildings, cars, and trees are sculpted from translucent ice, illuminated by a vibrant spectrum of colored lights. The ground is a slick, frozen surface, reflecting the dazzling colors. An archway made of ice stands in the distance. The city extends far into the distance. Beyond the ice buildings, more icy structures are visible.Character prompt: The character is riding a snowmobile, covered in frost. The character is controlling the snowmobile, capable of driving forward and backward. Driving over the icy surface creates a thin spray of ice particles. Your browser does not support the video tag. Environment prompt: A photorealistic pristine white landscape with rolling hills and reflective pools of water. The areas around the pools of water have a white, frosted snow-like texture. The dunes in the background have subtle shadows defining their form against the bright white sky.Character prompt: A blue rolling ball that leaves a permanent, continuous trail of wet blue paint. The ball is capable of interacting with the water puddles, skimming the surface and creating tiny sprays of water behind it as it rolls through them. Your browser does not support the video tag. Environment prompt: A tactile needle-felted diorama featuring wool terrain and animated fabric crowds.Character prompt: A fuzzy snail with responsive sliding mechanics. Your browser does not support the video tag. Environment prompt: This is a macro-scale makerspace workbench. The ground is a vast, polished light-brown wood table with realistic grain and friction. The surface is scattered with passive physics objects: a white cardboard car, a soft-serve ice cream cone, a cubic puzzle, and alphabet blocks. These objects are distinct from the player character. The background is a soft-focus workshop with a pegboard of tools and a sunlit window. The lighting creates a sharp shadow beneath the central box to visually ground it. Omnidirectional traversal is possible across the wooden plain.Character prompt: The user controls a featureless, rectangular cardboard box with two fat squat legs and no arms or face. The character is capable of a heavy, grounded walk and vertical jumping. The camera follows the box's movement closely, keeping the character centered. The character moves with a stop-motion aesthetic, pressing into the wood surface without sliding. The action command triggers a 'Head-Butt,' where the rectangular torso lunges forward to shove objects with kinetic force. The character is a solid physical object. Your browser does not support the video tag. Environment prompt: A macro claymation garden featuring soft, deformable terrain.Character prompt: A modeled clay ladybug with stop-motion walk physics. Slide 1 of 4 Your browser does not support the video tag. Environment prompt: A vast snowy mountain range featuring a suspended aerial ring course.Character prompt: A high-velocity wingsuit flyer with responsive aerodynamic physics. Your browser does not support the video tag. Environment prompt: A rugged alien landscape with traversable terrain and reactive dust physics.Character prompt: A vintage roadster with high-speed off-road handling. Your browser does not support the video tag. Environment prompt: A modern interior featuring reflective hardwood floors and beautiful light-rays.Character prompt: A gray robot vacuum cleaner with an adult Tabby cat in a definitive sitting position on its center. The camera follows the robot vacuum as it responsively navigates the environment, it is highly controllable. Your browser does not support the video tag. Environment prompt: A hyperrealistic video game set at an abandoned concrete monument covered in graffiti under a cloudy sky. A cracked road leads to the monument's grand staircase, flanked by dry, overgrown grass and scattered rocks.Character prompt: A fast, rugged remote-controlled vehicle with large tires. The bright headlights of the vehicle turn on automatically if it enters a dark area and turn off if not needed. Advancing real-time interactivityTo achieve real-time controllability, Genie 3 has to recall previous environments and actions.So, if the user is revisiting a location after a minute, the model needs to refer back to information from a minute ago. For real-time interactivity, this needs to happen multiple times per second in response to user instructions.Slide 1 of 5 Your browser does not support the video tag. Prompt: POV action camera of a tan house being painted by a first person agent with a paint roller Your browser does not support the video tag. Prompt: A Victorian street with a grey house. The grey house has a portal ringed by magical sparks. The portal leads to a vast desert filled with dunes, and that desert is visible from the outside. The agent can walk into the portal and is teleported to the desert. Your browser does not support the video tag. Prompt: This is a fantastical, whimsical forest environment. The lighting is bright and cheerful, suggesting a sunny day with dappled light filtering through a dense canopy of lush, oversized leaves. The air is clear and still. The ground is a soft, verdant carpet of moss and unusually large, brightly coloured mushrooms in shades of red and blue, their caps dotted with white. Winding dirt paths, well-trodden and narrow, weave between towering, ancient trees with smooth, grey bark. Interspersed throughout the forest are charming, mushroom-shaped houses, with intricate wooden doors and tiny, circular windows, each one unique in its design and colour palette, ranging from vibrant reds to gentle blues and greens. Various small, friendly forest creatures, such as colourful butterflies and tiny singing birds, flit amongst the foliage, adding to the lively atmosphere. There is an abundance of peculiar, oversized flowers blooming in an array of pastel and bright hues, releasing a gentle glow. Your browser does not support the video tag. Prompt: An extremely enormous, realistic gorilla, draped in a flamboyant, emerald red vest with ornate brass buttons and an elaborate, feathered bicorne hat, brandishing only a vintage silk parasol, navigates a series of outrageously extravagant, moss-laden McMansions where grand marble structures are subtly embraced by sprawling, ancient rose bushes and creeping ivy. Your browser does not support the video tag. Prompt: Walking around ancient Athens, Greek architecture, marble
[H3] Effective prompting with Genie
Prompting Genie 3 involves two core elements: the world you want to build, and the character you're bringing to life. Learn how to prompt Your browser does not support the video tag.Real-world applicationsThe potential uses for Genie 3 go well beyond gaming.Genie 3’s realistic controllable realities could offer new ways for people to learn – allowing students to explore historical eras, like Ancient Rome. These simulated environments can also be used to train autonomous vehicles in realistic scenarios, in a completely safe setting.
[H3] Limited action space
Although promptable world events allow for a wide range of environmental interventions, they're not necessarily performed by the agent itself. For now, there's a limited range of actions agen