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Great games need great environments. We're working on a scene builder takes a prompt or image and generates a cohesive scene to build your game on. LLMs notoriously struggle with spatial reasoning, we've worked hard to fix that. All these scenes were created with a prompt!

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siddharth ahuja

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18,491 views • 8 months ago •via X (Twitter)

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Create a short film like this in just 1 minute with GPT Image 2.0 + Seedance 2.0. GPT Image 2.0 can naturally combine multiple photos into one single image, while Seedance 2.0 can use that image as a reference to automatically separate the scenes, generate a coherent video sequence, and add suitable background music. This workflow greatly improves the overall creative efficiency. When using this method, simply provide the merged image as a reference for Seedance 2.0 and briefly describe each scene with a simple prompt. This can significantly increase the success rate of the final video. All of the above was created on GPT Image Prompt: Seedance Prompt:
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Create a short film like this in just 1 minute with GPT Image 2.0 + Seedance 2.0. GPT Image 2.0 can naturally combine multiple photos into one single image, while Seedance 2.0 can use that image as a reference to automatically separate the scenes, generate a coherent video sequence, and add suitable background music. This workflow greatly improves the overall creative efficiency. When using this method, simply provide the merged image as a reference for Seedance 2.0 and briefly describe each scene with a simple prompt. This can significantly increase the success rate of the final video. All of the above was created on GPT Image Prompt: Seedance Prompt:

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MiniMax H3 Instead of sharing the prompts for each of these videos, I thought it would be more useful to share how I created that prompts. All of the videos were generated with text-to-video. First, find an image with the kind of scene, composition and mood you want to recreate. I used a few YouTube playlist thumbnails as references but Pinterest is also a great place to find inspiration. You can even use your own old or nostalgic photographs. Then upload the image to ChatGPT and ask it to describe the scene. The description it gives you can essentially become your text-to-video prompt. From there, you can generate completely new scenes with a similar composition, atmosphere and cinematic language. You can of course use the reference image directly with image-to-video or as a first frame. But if the original image isn't yours, I prefer using it only as visual inspiration and recreating the scene through text-to-video. This is the prompt I use with ChatGPT: "Describe the scene in this image in English, focusing primarily on what is happening, the characters, their actions and body language, the setting and the overall atmosphere. Also briefly describe the composition, framing, camera angle, approximate lens choice, lighting, color palette and cinematic aesthetic. Keep it concise and scene-focused rather than overly technical."
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MiniMax H3 Instead of sharing the prompts for each of these videos, I thought it would be more useful to share how I created that prompts. All of the videos were generated with text-to-video. First, find an image with the kind of scene, composition and mood you want to recreate. I used a few YouTube playlist thumbnails as references but Pinterest is also a great place to find inspiration. You can even use your own old or nostalgic photographs. Then upload the image to ChatGPT and ask it to describe the scene. The description it gives you can essentially become your text-to-video prompt. From there, you can generate completely new scenes with a similar composition, atmosphere and cinematic language. You can of course use the reference image directly with image-to-video or as a first frame. But if the original image isn't yours, I prefer using it only as visual inspiration and recreating the scene through text-to-video. This is the prompt I use with ChatGPT: "Describe the scene in this image in English, focusing primarily on what is happening, the characters, their actions and body language, the setting and the overall atmosphere. Also briefly describe the composition, framing, camera angle, approximate lens choice, lighting, color palette and cinematic aesthetic. Keep it concise and scene-focused rather than overly technical."

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I love testing AI video models ability to handle underwater scenes. Kling did a great job adding realistic motion to this Midjourney image and the prompt on the next post:
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I love testing AI video models ability to handle underwater scenes. Kling did a great job adding realistic motion to this Midjourney image and the prompt on the next post:

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GPT’s Images2 × Seedance 2.0 is an absolute game changer ✅ Prompt "Generate a storyboard using a 3×3 grid layout." 1️⃣ Start by combining your concept with the ✅ prompt 2️⃣ Extract a detailed prompt from the result in step 1 3️⃣ Use that image as a reference inside Seedance 4️⃣ Paste the prompt from step 2 into Seedance The limitation? Video flexibility isn’t great yet, so outputs can feel a bit generic. With multiple scenes, the camera work often lacks impact. The key is to experiment with fewer or adjusted grid layouts to get better results.

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🧵 Go from nature to code with Gemini 2.5 Pro 🍃 Each of these were created with the same prompt: Transform this image into a code-based representation of its natural behavior. Original input image on the left. Gemini output on the right.
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🧵 Go from nature to code with Gemini 2.5 Pro 🍃 Each of these were created with the same prompt: Transform this image into a code-based representation of its natural behavior. Original input image on the left. Gemini output on the right.

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GPT Image 2 + Seedance 2.0 Prompt Share Created on mitte.ai I used the generic Seedance 2.0 storyboard-to-video prompt again, without any additional details. To get this style, I added an environment reference created in Midjourney. Without that reference image, it generates a stylized 3D version. You can check the prompts in the comments.

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Manus Game Dev helps you build and customize games without coding. Start with a playable template from our library and test your ideas in Preview. In this racing game, a prompt adds boost pads to the track.

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Step 1: Generate the base image with GPT-2 Step 2: Serve the image you just generated back to GPT-2 with this prompt: "Convert this scene into a 360 equirectangular image"

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My turn to weigh in on Runway’s Gen-2 Picture-to-Video. Its ability to read the scene is incredible! Not all of these were first attempts - there were a few re-rolls involved - but I am astonished by these. No text prompt, just an image. Completely brings them to life.
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My turn to weigh in on Runway’s Gen-2 Picture-to-Video. Its ability to read the scene is incredible! Not all of these were first attempts - there were a few re-rolls involved - but I am astonished by these. No text prompt, just an image. Completely brings them to life.

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👉 I created « Next Scene » for Qwen Image Edit 2509 and you can make next scenes keeping character, lighting, environment . And it’s totally open-source ( no restrictions !! ) Just use the prompt « Next scene: » and explain what you want. I trained it on hundreds of paired shots to preserve characters, lighting, and mood between scenes. ( Soon I will explain what tools I created that can manage classification and caption of data when you have more than 10 000 of items, using workers and a total new way to classify data ) . Built for storytellers working with ComfyUI or other diffusers pipe ;) ! ComfyUI
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👉 I created « Next Scene » for Qwen Image Edit 2509 and you can make next scenes keeping character, lighting, environment . And it’s totally open-source ( no restrictions !! ) Just use the prompt « Next scene: » and explain what you want. I trained it on hundreds of paired shots to preserve characters, lighting, and mood between scenes. ( Soon I will explain what tools I created that can manage classification and caption of data when you have more than 10 000 of items, using workers and a total new way to classify data ) . Built for storytellers working with ComfyUI or other diffusers pipe ;) ! ComfyUI

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From a single AI-generated image to a cinematic world. ✨ Created the image with GPT-2, then brought it to life using Seedance 2.0. It’s crazy how one simple idea can turn into an entire cinematic scene. 🎬 One image. One idea. Endless possibilities. Prompt below ⤵️
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From a single AI-generated image to a cinematic world. ✨ Created the image with GPT-2, then brought it to life using Seedance 2.0. It’s crazy how one simple idea can turn into an entire cinematic scene. 🎬 One image. One idea. Endless possibilities. Prompt below ⤵️

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