Artificial intelligence can now generate coherent, minute-long AI cartoon animations from text prompts, a significant leap from earlier shorter clips.
Researchers from NVIDIA and Stanford have developed a technique called “Test-Time Training” (TTT). It creates new animations styled after classic Tom and Jerry cartoons. This marks a turning point for text-to-animation technology and AI storytelling.
Key Takeaways:
- Longer, Coherent AI Video: New AI techniques like Test-Time Training (TTT) enable better scene consistency in minute-long animations.
- NVIDIA & Stanford Lead: Researchers used NVIDIA and Stanford’s one-minute AI cartoons demo based on Tom and Jerry, to showcase this advancement.
- Mixed Reactions: The AI-generated cartoons have sparked debate, with some finding them innovative and others calling them “soulless.”
The technology behind one-minute AI cartoons
Researchers achieved a breakthrough with Test-Time Training (TTT), enhancing AI memory to remember earlier cartoon parts. This technique keeps characters and scenes consistent for up to a full minute, modifying existing models for longer sequences. The result is one-minute AI cartoons from Stanford featuring multi-scene stories with dynamic action.
Read the research paper: One-Minute Video Generation with Test-Time Training
TTT-MLP (Multi-Layer Perception) creates longer videos by enhancing diffusion transformers with advanced neural layers. Using “test-time training,” parts of the AI model adapt during generation, producing coherent videos. Storyboard inputs guide the AI scene by scene, enabling a full minute of animation without manual editing.
The result?
New Tom and Jerry episodes, earlier unwritten and un-animated, are ready to be aired thanks to AI.

What 1-minute AI cartoon mean for the animation industry?
This is more than a tech demo; it signals a shift in animation production.
The ability to create one-minute AI videos from text prompts opens new possibilities for creators. NVIDIA and Stanford’s project is pushing boundaries, leading some to wonder if this is “AI’s big Hollywood moment.”
Action points:
- Follow the research: Keep an eye on publications from Stanford’s AI Lab and NVIDIA Research.
- Explore the tech: Check out the project websites and code repositories.
- Experiment: As the tech becomes more accessible, look for tools incorporating these advancements.
Frequently Asked Questions
1. What is text-to-animation?
It’s a type of generative AI that creates animated video sequences based on written text descriptions or prompts.
2. How long can AI videos be now?
Techniques like TTT have enabled consistent one-minute AI videos, a significant increase from the few seconds formerly common. Some tools like Animaker and Powtoon aims for even longer duration.
3. Is AI replacing animators?
It’s a major concern. Now, AI animation often lacks the polish, creativity, and emotional depth of human artists. It’s more likely to become a tool or be used for specific applications, but the long-term impact is still debated.
4. Was the Tom and Jerry AI video official?
No, it was a research demonstration by NVIDIA and Stanford researchers. They aimed to showcase their AI’s capabilities and used classic Tom and Jerry shorts as training data.
5. Is there a free AI animation generator?
Yes, you can use Renderforest’s AI Animation Generator for free for up to three-minutes video. Affordable plans offer advanced features, while the free version lets you explore and start creating animations without any cost.

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