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      The Neural Network That Creates Entire 3D Worlds: Testing Marble by World Labs

      Article brief
      🌍 A neural network can already do more than just generate images — it can create entire 3D worlds you can move through. We test Marble from World Labs and find out how close the technology is to a 3D revolution. 👇

      World Labs is the company founded by Fei-Fei Li, a researcher whose lab once built ImageNet. She raised $1 billion from AMD, Autodesk, NVIDIA, Fidelity Management & Research Company, Sea, and Emerson Collective, and on September 1, 2026, unveiled Atlas — a model that generates and reconstructs 3D scenes and, for now, is only being distributed to selected partners via application.

      Another product is publicly available from the company — Marble. It is a 3D world generator: it takes text, a photo, video, or 3D models and builds a persistent space from them, which you can walk through in the browser and export to a game engine.

      The key difference from familiar generators is that Marble outputs not a frame, but a scene. A video model imagines what is beyond the edge of the frame. It is this spatial persistence that makes the result suitable for export to a 3D editor.

      The Incrypted editorial team went through the entire journey — from registration to a walk through their own world — and figured out how the interface works, how much generation costs, and where the tool’s capabilities end.

      • Marble is a World Labs product that builds a 3D space from text, images, a 360 panorama, video, or 3D objects.
      • Marble 1.1 and Marble 1.1 Plus. The Marble 1.1 model delivers higher quality for 1,500 credits per world, while Marble 1.1 Plus dynamically expands the coverage of the 3D space and costs 1,500 credits plus 300 for each additional block.
      • The free plan gives you 7,000 credits and up to four generations, but it is less stripped down than you might expect in terms of features: text, images, multiple images, a 360 panorama, editing, Chisel mode, and world expansion are already included. Paid tiers add video input and export — from $20 a month.
      • A finished world opens in the browser, can be shared via a link, and exported as Gaussian splats, meshes, or video.

      Registration and first login  

      Marble runs in the browser and does not require installation. You can sign in with a Google account, via GitHub, or by email — on the start screen, even before you log in, you can already see a gallery of other people’s worlds with style filters: Stylized, Realism, Interior, High Quality, Fantasy, Sci-Fi.

      Marble’s start screen with a world gallery and the Sign in window. Data: Incrypted.

      After signing in, the service asks you to choose a username (2 to 20 characters, letters, numbers, and underscores only) and accept the terms of use.

      Next comes a short survey about why you are here. The options explain the tool’s target audience better than any description: film and video production, game development, robotics, design and architecture, art, and AR/XR. You can skip this step — it does not affect functionality.

      The “What brings you here?” window. Source: Incrypted.

      After this screen, the workspace opens with a built-in tour.

      Interface  

      Components  

      Step 1: Input Field

      The single “Imagine a world…” field at the top of the screen accepts text, images, video, and panoramas.

      Source: Incrypted. 

      Step 2: Model Selection

      The model selector is located next to the Create button. Here you can also see the input split into two tabs: 2D input for images, video, and panoramas, and 3D input, labeled Beta, for assembling a scene from models and primitives.

      Model selector. Data: Incrypted. 

      Step 3: Create and Create & edit

      The arrow next to the Create button opens the creation and editing mode. Standard Create generates a world immediately from the entered data, while Create & edit launches a multi-step flow where you can tweak the intermediate result before the final generation. For your first world, the first option is enough.

      Dropdown menu with Create and Create & edit. Data: Incrypted.

      Step 4: Generation Settings

      The sliders icon on the right side of the input field opens additional parameters: Draft mode for quick rough iterations, a custom seed for reproducible results, and world privacy settings. Draft, however, is only available starting with the Standard plan — on the free plan, the icon is there, but the mode is not.

      Data: Incrypted. 

      Step 5: 3D Input Mode

      The second tab lets you assemble a scene from 3D models and primitives, and then generate a world from it. This is the most precise way to control composition and layout, but the mode is still in beta.

      3D input mode. Data: Incrypted.

      Step 6: Help

      You can restart the tour at any time from the help menu in the bottom-left corner — that’s also where you’ll find the documentation and the bug report form.

      Data: Incrypted.

      Plans, Credits, and What’s Available for Free   

      World generation on Marble 1.1 costs a fixed 1,500 credits, while Marble 1.1 Plus costs the same 1,500 plus 300 for each additional space block the model adds on its own.

      Marble pricing page. Data: Incrypted.

      The subscription is split into four tiers, and they differ not only in the number of credits.

      Free ― $0. 7,000 credits, up to 4 world generations. All the core input methods are already available here — text, a single image, multiple images, and a 360 panorama — along with an advanced creation mode with editing, Chisel mode for controlling the 3D layout, and expanding existing worlds.

      Standard ― $20 per month. 20,000 credits, up to 12 generations. Adds video input, export of splat files, 360 panoramas, and lightweight collider meshes, community asset uploads, Draft mode for fast rough iterations, and the ability to buy extra credits.

      Pro ― $35 per month. 40,000 credits, up to 25 generations. On top of Standard — higher rendered video quality, export of high-resolution textured meshes, and commercial rights to the worlds you create.

      Max ― $95 per month. 120,000 credits, up to 75 generations, the full Pro feature set with no add-ons.

      You can buy extra credits starting with Standard: $5 for 5,000, $20 for 22,000, and $50 for 63,000. This is not the same as API credits — usage via the programmatic interface is billed separately on the developer platform. For larger teams, World Labs offers an Enterprise plan on request.

      Two details worth keeping in mind.

      1. Unused subscription credits do not roll over to the next month, and top-up packs, according to the documentation, last for a year — so it makes sense to plan generations within a month.
      2. Credits are spent on more than just world generation, so “up to 4 generations” on the free plan is a ceiling, not a guarantee: four worlds at 1,500 credits each leave you with just 1,000 out of the initial 7,000 for everything else.

      The practical takeaway for anyone who just wants to try it: the free plan is enough to go through the entire flow below — from prompt to walking around the world. You only have to pay when you need to take the result outside Marble.

      Building a world   

      Next — an end-to-end scenario on the free plan: an abandoned mountaintop observatory from a single paragraph of text. A prompt for a world model isn’t written the same way as one for an image generator: what matters here isn’t camera angle and lighting, but the layout of the space — what’s placed where, where you can walk, and what you can see in the distance. The model builds an entire room, not a single frame, so the description is structured “room by room.” 

      Prompt

      An abandoned mountaintop observatory at dusk. A circular main hall under a cracked dome, with a large telescope tilted toward a gap in the dome. Around the hall: a control desk covered in dust and paper charts, a spiral staircase leading up to a narrow observation balcony, and an open doorway leading to a corridor with broken windows. Through the windows and the dome gap, a ridge of snow-covered peaks and a deep blue evening sky. Cold light, volumetric haze, scattered debris on the floor, ivy growing through the cracks. Photorealistic, wide open interior space that can be walked through. 

      Paste the text into the input field, keep the Marble 1.1 model selected, and click Create.

      In the “Your worlds & assets” section, the world appears as a card with the status Generating. You can also see what the service did with the prompt: it generated the title itself — Abandoned Mountaintop Observatory Dusk — rewrote the scene description in its own words, and added tags for the model used and the seed. The seed is useful if you need to recreate the same world or generate a variation. 

      World card in generation status. Data: Incrypted.

      Generation takes a few minutes. The finished card gets a preview, and it immediately shows the key point: the layout from the prompt is preserved — a circular hall under a dome, a tilted telescope in the center, and the control desk in the foreground.

      Preview of the observatory’s main hall with the telescope. Data: Incrypted.

      One paragraph was enough to get not an image, but a room. You need to check it from the inside. 

      A walk through a finished world 

      The open world takes up the entire screen, and the controls feel like a 3D editor: the mouse rotates the camera, the wheel zooms, and dragging moves the viewpoint. On the right is a panel with the world’s source data: the text prompt, the panorama it was built from, a draft, and the world itself, with an Expand button below to push the boundaries outward. At the bottom is a toolbar for editing, switching styles, composition, export, screenshots, and a sharing link. In the bottom-right corner there’s a separate Open VR button — the same world opens in a headset.

      From the prompt, the model nailed almost everything: the round hall, windows with a mountain ridge beyond the glass, a spiral staircase up to the balcony, a desk with papers, ivy on the walls, and debris on the floor. It improvised the walls, though — adding ornamentation that wasn’t in the description. Spatial consistency works as advertised: you can walk to the far wall, turn around, and come back — the furniture and staircase stay in the same places.

      But when you move in closer, the picture changes. The telescope, the scene’s main object, looks convincing at a distance, but up close it falls apart into a smeared dark blot with no clear geometry. The same goes for thin elements: the balcony railing and the telescope stand warp and drift. That’s a direct consequence of how the output is built: the world is assembled from Gaussian splats reconstructed from an image, not modeled as discrete objects, so the detail holds only up to the distance from which the scene was “captured.”

      The practical takeaway from the walkthrough is simple: you should view a world like this from the distances it was designed for — wide shots, walk-throughs, and backgrounds. For previs, level blocking, or a backdrop, it’s usable material, and that’s exactly the form it gets exported in.

      What to do with a finished world next 

      Export is what makes Marble more than a theme-park ride, and it’s the first feature that runs into the pricing tier. Standard unlocks splat files, 360 panoramas, and lightweight collider meshes, while Pro adds high-resolution textured meshes, better video quality, and commercial rights to the output.

      From there, the scene lives on like a normal asset. You can refine it manually — for example, in a Blender + Claude workflow — or send it into simulation: NVIDIA describes importing Marble worlds into Isaac Sim to train robots. The second route is to stay inside Marble: expand the boundaries with the Expand button, assemble a shared scene from multiple worlds in the composer, or switch styles without touching the geometry. Expansion also works on the free plan, so you can grow a world piece by piece without paying anything.

      The choice between the two routes depends on the task: for previs, the built-in tools are enough, while for production, the world gets exported and refined externally. 

      Limitations 

      The tool works, but you can see its limits from the very first world. Some are inherent to the technology, and some come down to plan restrictions.

      1. Detail holds up only at medium and long distances. Up close, the geometry falls apart, and small objects and text get distorted. For a final asset, the output needs manual cleanup.
      2. On the free plan, you can create, edit, and expand a world, but you can’t take it out: exporting splat files and collider meshes starts with Standard, while high-resolution textured meshes and commercial rights to the output start with Pro.
      3. Unused subscription credits don’t roll over to the next month, and a single Marble 1.1 generation costs a fixed 1,500 credits, regardless of whether you like the result or not.
      4. The 3D input mode, which gives the most precise control over layout, is still labeled as beta.
      5. The prompt sets the structure, but doesn’t guarantee it. The model fills in details at its own discretion — and the only way to reproduce a specific result is with a saved seed.

      None of this changes the main point: one paragraph of text really is enough to get a navigable 3D space. The question is which stage of the workflow it’s good for.

      Who Marble Is Useful for Right Now 

      The list of roles from the registration survey — film, game dev, robotics, architecture, AR/XR — captures the audience accurately. These use cases all have one thing in common: what you need is not a final asset, but a fast space to validate an idea. Storyboard a scene, rough out a level layout, show a client the volume of a room, assemble an environment for training a robot — in every case, a world generated from a single paragraph saves days of manual work, and its shortcomings at this stage do not get in the way.

      Marble is not suitable for final imagery yet, and World Labs is not promising that either. But it shows what working with 3D space looks like when you do not model it, but describe it in words.

      FAQ

      Marble is a 3D world generator from World Labs. It takes text, a photo, a video, a 360 panorama, or ready-made 3D models as input, and builds a persistent space you can walk around in прямо in the browser. The key difference from typical image generators is that Marble outputs not a frame, but a scene: the model fills in what lies beyond the edge of the shot, and it is this spatial persistence that makes it possible to export the result into a game engine or a 3D editor. Two models are available — Marble 1.1 for a flat 1,500 credits per world, and Marble 1.1 Plus, which dynamically expands the spatial coverage and costs the same 1,500 plus 300 credits for each additional block.
      The company was founded and is led by Fei-Fei Li — a researcher whose lab once assembled ImageNet, the dataset that helped kick off today’s deep learning boom. Under her leadership, World Labs raised $1 billion from AMD, Autodesk, NVIDIA, Fidelity Management & Research Company, Sea, and Emerson Collective, and on September 1, 2026, unveiled the Atlas model.
      These models are called world models: they generate not an image, but a space. World Labs has two of them. Marble is publicly available — it builds a navigable 3D world from text, photos, video, or a 360 panorama, and lets you export it as Gaussian splats, meshes, or video. Atlas, unveiled on September 1, 2026, is a multimodal model that generates image and video frames with precise camera control and reconstructs them in 3D; for now, it is only being distributed to selected partners via application. Finished Marble worlds are already being used in third-party environments as well: NVIDIA describes importing them into Isaac Sim for robot training.
      World Labs is an American company headquartered in San Francisco. For users, though, geography doesn’t matter: Marble runs in the browser and doesn’t require installation. You can sign in with a Google account, via GitHub, or by email, and the free plan includes 7,000 credits and up to four world generations.

      Сообщение The Neural Network That Creates Entire 3D Worlds: Testing Marble by World Labs появились сначала на INCRYPTED.


      Source: Incrypted
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