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Atlas beta access is rolling out to users, some ideas for API developers - give Astra "eyes" in Blender, let it place and render new camera views with Atlas - 3D reconstruction (this video uses 9 image inputs of my studio to make a scene, any Zillow apartment works)... show more

neilson

4,350 subscribers

43,111 views • 3 days ago •via X (Twitter)

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14 Comments

neilson3 days ago

inspo from one of our internal tools on how to render point clouds, display images, and create camera paths

Kevin Lin3 days ago

da journaling den

MidnightSun2 days ago

@drfeifei Nice, ImageNet taught machines to see pictures. Atlas is teaching them to live in rooms.

Ian Curtis3 days ago

watched for a couple mins before i noticed it looped 😅

clankr3 days ago

It is a truly great idea to combine Atlas and Astra to boost real2sim topic. If you also add a zero-shot transformer 3D asset generator like SAM3D to this pipeline 🤌

Dave Matthews3 days ago

@BenMildenhall Any tips to getting an earlier invite? :) I have a big set of videos of messy/clean kitchens and this looks like the most promising approach I’ve seen for modeling those details.

Ryan McAdams3 days ago

@drfeifei Let’s goooooo!

John Amadeo2 days ago

@BenMildenhall When do you think everyone who signed up for the waitlist will get access 🙂

ethereagle · building3 days ago

9 stills of a studio. when you orbit behind the desk, does Atlas invent the occluded side or leave a hole? that's what decides if a Zillow listing is actually usable.

AI Mastery Guide2 days ago

9 images to rebuild a room, cool

ButtMatrix3 days ago

what's the cook time for a splat / scene like this one?

RAZA | AI EXPLORER3 days ago

So many exciting possibilities for 3D workflows and API developers.

Ben Barrey3 days ago

👀

Delayed Gratification 🛑🔨🕒3 days ago

I applied to try it out, have some ideas I would like to use it on.

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Check out CAT3D! Image(s)-to-3D in 1 minute! Given any number of real or generated images, CAT3D uses a multi-view diffusion prior to create consistent novel views. These views are used to reconstruct a 3D scene using NeRF/3DGS.

Check out CAT3D! Image(s)-to-3D in 1 minute! Given any number of real or generated images, CAT3D uses a multi-view diffusion prior to create consistent novel views. These views are used to reconstruct a 3D scene using NeRF/3DGS.

Philipp Henzler

12,747 views • 2 years ago

With Atlas, you can literally make films. And it also basically solves first-frame-last-frame transitions. Reconstruct a 3D scene from images, then position the camera exactly where you want it, and let Atlas fill in what the camera would see along that path. You’re in the director's chair, staging the scene. Here we made a 1 min video with a couple images of totally different scenes, and we set where the camera keyframes should move through each part of the scene. The scene-to-scene transitions are great. Atlas makes it feel like a smooth shot with no cuts.

With Atlas, you can literally make films. And it also basically solves first-frame-last-frame transitions. Reconstruct a 3D scene from images, then position the camera exactly where you want it, and let Atlas fill in what the camera would see along that path. You’re in the director's chair, staging the scene. Here we made a 1 min video with a couple images of totally different scenes, and we set where the camera keyframes should move through each part of the scene. The scene-to-scene transitions are great. Atlas makes it feel like a smooth shot with no cuts.

David Pantera

27,228 views • 17 days ago

our new model Atlas also happens to be a capable text-to-image generator, providing it with a strong foundation of “world knowledge”... this generalizes across both single and multi view domains, meaning you can step into even highly stylized scenes with precise 3D control

our new model Atlas also happens to be a capable text-to-image generator, providing it with a strong foundation of “world knowledge”... this generalizes across both single and multi view domains, meaning you can step into even highly stylized scenes with precise 3D control

Ben Mildenhall

103,898 views • 18 days ago

Two of us filmed this on a couple phones, and we used Atlas to turn it into a short film. This is just a clip from the World Labs tech blog Atlas is able to generate the parts of the scene that none of the cameras actually filmed. It can freeze time, allowing you to reframe shots to positions never filmed, then resume. View events from impossible angles because Atlas knows what was there.

Two of us filmed this on a couple phones, and we used Atlas to turn it into a short film. This is just a clip from the World Labs tech blog Atlas is able to generate the parts of the scene that none of the cameras actually filmed. It can freeze time, allowing you to reframe shots to positions never filmed, then resume. View events from impossible angles because Atlas knows what was there.

David Pantera

935,756 views • 18 days ago

Midjourney-to-3D is now available! (Indeed, you can convert any 2D image to 3D) Please note that, for now, you'll need to manually set a depth map for your image in order to view its correct 3D version. (You can use to generate the depth map) But... stay tuned! We'll soon be offering instant 3D conversion for any image. *This is just an experimental version, and any feedback or videos of your results would be really interesting to see!

Midjourney-to-3D is now available! (Indeed, you can convert any 2D image to 3D) Please note that, for now, you'll need to manually set a depth map for your image in order to view its correct 3D version. (You can use to generate the depth map) But... stay tuned! We'll soon be offering instant 3D conversion for any image. *This is just an experimental version, and any feedback or videos of your results would be really interesting to see!

Cristian Peñas ░░░░░░░░

445,447 views • 3 years ago

I had an early access to GPT-6 Astra and I can say, everyone in the world now has a 3D designer at their fingertips. I gave it an image of a house and asked to create it in 3D with all the details including toys, appliances and furniture. This a full 3D model reconstruction in Blender with geometry that you can manually tweak and run 60fps as a locally rendered "game" on device.

I had an early access to GPT-6 Astra and I can say, everyone in the world now has a 3D designer at their fingertips. I gave it an image of a house and asked to create it in 3D with all the details including toys, appliances and furniture. This a full 3D model reconstruction in Blender with geometry that you can manually tweak and run 60fps as a locally rendered "game" on device.

Tom Krcha

1,438,157 views • 16 days ago

No Three.js. No fake web-based depth-of-field or focal-length emulation. Customize in web, render in Blender. While everyone is vibe-coding apps for flat pattern generators, or at most Three.js-based 3D scenes, we’re already one step ahead. We built an app that lets you use a web UI to control an actual Blender 3D render. Eevee engine is used for streaming quick previews back into the app, while Cycles renders the final image for better material quality and lighting. So simple to use that you can even give it to your client. Of course, built with Toolcraft.

No Three.js. No fake web-based depth-of-field or focal-length emulation. Customize in web, render in Blender. While everyone is vibe-coding apps for flat pattern generators, or at most Three.js-based 3D scenes, we’re already one step ahead. We built an app that lets you use a web UI to control an actual Blender 3D render. Eevee engine is used for streaming quick previews back into the app, while Cycles renders the final image for better material quality and lighting. So simple to use that you can even give it to your client. Of course, built with Toolcraft.

Alex Barashkov

76,542 views • 2 months ago

I asked Astra to create a 3D scene of what Sam Altman is doing right now and it one shotted it with blender🤯🤯🤯 this model is GOATED at 3D 😦😦

I asked Astra to create a 3D scene of what Sam Altman is doing right now and it one shotted it with blender🤯🤯🤯 this model is GOATED at 3D 😦😦

Pleometric

12,654 views • 14 days ago

Guys! It's here... check out Atlas OS at This inscription is a fully fledged operating system, compatible with bitmap and rare sats! It's been a long time in the making, and it will continue to be updated with its modular design. Atlas HEX is coming soon, but you don't need Atlas HEX to use Atlas OS itself! Atlas HEX is 4096 color themed versions of Atlas, one for each three digit HEX color. Atlas OS is ready for you to use and start building your index RIGHT NOW! This is the most important concept of Atlas. It is your own personal index. Every inscription you navigate to, or add to your filesystem, will be indexed and searchable. You can subscribe to sats and recieve updates directly to your Atlas Home feed whenever there is a new re-inscription or child (with notifications built in). You can change your desktop background! I want to see what you do with Atlas. Please screenshot! And enjoy. This has been years in the making. 😬 Atlas HEX coming soon. Try Atlas out at

Guys! It's here... check out Atlas OS at This inscription is a fully fledged operating system, compatible with bitmap and rare sats! It's been a long time in the making, and it will continue to be updated with its modular design. Atlas HEX is coming soon, but you don't need Atlas HEX to use Atlas OS itself! Atlas HEX is 4096 color themed versions of Atlas, one for each three digit HEX color. Atlas OS is ready for you to use and start building your index RIGHT NOW! This is the most important concept of Atlas. It is your own personal index. Every inscription you navigate to, or add to your filesystem, will be indexed and searchable. You can subscribe to sats and recieve updates directly to your Atlas Home feed whenever there is a new re-inscription or child (with notifications built in). You can change your desktop background! I want to see what you do with Atlas. Please screenshot! And enjoy. This has been years in the making. 😬 Atlas HEX coming soon. Try Atlas out at

bitoshi blockamoto 🧱 BITMAP 🟧

25,820 views • 10 months ago

I’m so excited to finally talk about our new model, Atlas, and share some generations from it..so excited, in fact, that I made a fan trailer for it 😆 It’s an incredibly versatile, multi-task model with a wide range of capabilities. There are many powerful video models out there right now, but after working with Atlas and experimenting with it for so long, I’ve come to really appreciate its elegance and malleability...all rooted in the framework’s simple autoregressive design. As you can see in this video, Atlas is, at a high level, a camera-conditioned visual generation model. But its formulation allows it to learn and perform a variety of tasks remarkably efficiently!

I’m so excited to finally talk about our new model, Atlas, and share some generations from it..so excited, in fact, that I made a fan trailer for it 😆 It’s an incredibly versatile, multi-task model with a wide range of capabilities. There are many powerful video models out there right now, but after working with Atlas and experimenting with it for so long, I’ve come to really appreciate its elegance and malleability...all rooted in the framework’s simple autoregressive design. As you can see in this video, Atlas is, at a high level, a camera-conditioned visual generation model. But its formulation allows it to learn and perform a variety of tasks remarkably efficiently!

Gowthami

16,929 views • 18 days ago

Check out this cinematic FullDome 8K render created in Unreal Engine by Ivan Elizarov using Camera Render Studio and the Cinematic Earth asset by HuguesCG. The domed presentation format is intended for use cases like Planetariums, immersive theatres and more🌎 "In this render, I wanted to demonstrate how a detailed planetary environment can look when presented in the FullDome format. Instead of viewing the scene on a conventional flat screen, the image is designed to surround the audience across the dome surface, creating a greater sense of scale, depth, and immersion" - Ivan Elizarov

Check out this cinematic FullDome 8K render created in Unreal Engine by Ivan Elizarov using Camera Render Studio and the Cinematic Earth asset by HuguesCG. The domed presentation format is intended for use cases like Planetariums, immersive theatres and more🌎 "In this render, I wanted to demonstrate how a detailed planetary environment can look when presented in the FullDome format. Instead of viewing the scene on a conventional flat screen, the image is designed to surround the audience across the dome surface, creating a greater sense of scale, depth, and immersion" - Ivan Elizarov

Unreal Engine

20,841 views • 1 month ago

I’m excited to share my WebMCP-enabled Anatomy Atlas! Explore anatomy in 3D, scroll through cross-sections, and retract tissue. Your agent can use WebMCP to set up a view or make a video. I’d love for you to try it and share your feedback.

I’m excited to share my WebMCP-enabled Anatomy Atlas! Explore anatomy in 3D, scroll through cross-sections, and retract tissue. Your agent can use WebMCP to set up a view or make a video. I’d love for you to try it and share your feedback.

Brian Pridgen, MD

31,684 views • 10 days ago

Gave Astra a 3D scan of my parents old home to make it an editable scene. Then I turned down gravity and opened a portal. Turns out multimodal LLMs might have crossed the chasm on inverse graphics. Tremendous implications for everything from VFX and AR/VR to robotics. Process: ~400 2D photos I took in 2019 went through RealityScan and became a photogrammetry mesh. That’s the classical reconstruction step. Then I dropped that mesh into Blender and used Astra to turn it into a fully editable, cleaned up 3D scene. Asked it to use textures from my photo scan and create procedural 3D shaders for the rest. It's good but it’s definitely not perfect -- funny thing is some of the mistakes are inherited from the reference mesh RealityScan produced i.e. the bird statue’s legs, contours of the furniture etc. This is where humans still have much better “spatial autocomplete” and can take an output like this all the way. My next step will be to see if I can let it use CUA with the photoscan software to interactively reference the source pixel imagery and refine its work in Blender and get even closer to reality.

Gave Astra a 3D scan of my parents old home to make it an editable scene. Then I turned down gravity and opened a portal. Turns out multimodal LLMs might have crossed the chasm on inverse graphics. Tremendous implications for everything from VFX and AR/VR to robotics. Process: ~400 2D photos I took in 2019 went through RealityScan and became a photogrammetry mesh. That’s the classical reconstruction step. Then I dropped that mesh into Blender and used Astra to turn it into a fully editable, cleaned up 3D scene. Asked it to use textures from my photo scan and create procedural 3D shaders for the rest. It's good but it’s definitely not perfect -- funny thing is some of the mistakes are inherited from the reference mesh RealityScan produced i.e. the bird statue’s legs, contours of the furniture etc. This is where humans still have much better “spatial autocomplete” and can take an output like this all the way. My next step will be to see if I can let it use CUA with the photoscan software to interactively reference the source pixel imagery and refine its work in Blender and get even closer to reality.

Bilawal Sidhu

50,870 views • 12 days ago

How about one image straight to an editable UE5 or Blender scene? Lumera just dropped paper - Engine-Native Editable 3D World Reconstruction with Objects & Lighting. You give it an image. It figures out what's in the scene, rebuilds every object as a separate mesh, then recreates the lighting as actual engine lights you can move and tweak. Even pulls an HDR environment out of the shot. The lighting part is the big deal here. Every other image-to-3D approach bakes it in. Lumera keeps it a parameter, like the scene was built in the engine from the start. Code and weights marked as "Soon". Paper -

How about one image straight to an editable UE5 or Blender scene? Lumera just dropped paper - Engine-Native Editable 3D World Reconstruction with Objects & Lighting. You give it an image. It figures out what's in the scene, rebuilds every object as a separate mesh, then recreates the lighting as actual engine lights you can move and tweak. Even pulls an HDR environment out of the shot. The lighting part is the big deal here. Every other image-to-3D approach bakes it in. Lumera keeps it a parameter, like the scene was built in the engine from the start. Code and weights marked as "Soon". Paper -

Stefan 3D AI

47,223 views • 20 days ago

Mind blown by this new CVPR 2026 paper: tttLRM🤯 It introduces a Test-Time Training layer for long-context autoregressive 3D reconstruction with linear complexity. Multiple image observations are compressed into fast weights that keep updating during inference, forming an implicit scene representation that can be decoded into explicit formats such as 3D Gaussian Splats. Progressive 3D reconstruction from streaming inputs is getting wild🥳It’s interesting to see how AI inference and real-world capture are starting to converge.

Mind blown by this new CVPR 2026 paper: tttLRM🤯 It introduces a Test-Time Training layer for long-context autoregressive 3D reconstruction with linear complexity. Multiple image observations are compressed into fast weights that keep updating during inference, forming an implicit scene representation that can be decoded into explicit formats such as 3D Gaussian Splats. Progressive 3D reconstruction from streaming inputs is getting wild🥳It’s interesting to see how AI inference and real-world capture are starting to converge.

KIRI Engine - 3D Scanner App

16,949 views • 6 months ago