Finally! New AI Video ONE SHOTS Tom & Jerry Cartoons w CONSISTENT STORIES!

# AI’s Breakthrough in Generating Consistent Long-Form Video Stories

A revolutionary development in AI video generation has emerged that could change how we think about AI-created content. While recent years have seen dramatic improvements in the visual quality of AI-generated video, most models have been limited to short clips of 5-20 seconds. Now, new research demonstrates the ability to generate complete, coherent one-minute stories with consistent characters and narrative arcs—all in a single generation.

## One-Minute Video Generation with Test-Time Training

The paper “One Minute Video Generation with Test-Time Training” showcases an AI system that can create full Tom & Jerry cartoon skits with remarkable narrative coherence. Unlike previous approaches that generated disconnected clips requiring manual editing, this model produces complete mini-episodes with:

– Consistent characters throughout the video
– Objects that persist across scenes
– Logical narrative progression
– Multiple camera angles and scene changes
– Visual storytelling that follows cartoon logic

## How It Works

The researchers added “test-time training layers” to a pre-trained 5 billion parameter transformer model called COG Video X, then fine-tuned it specifically on Tom & Jerry cartoons. The training process was gradual, starting with 3-second videos and progressively increasing to 9, 18, 30, and finally 63-second clips.

While the visual quality isn’t perfect—characters sometimes appear blob-like, and there are rendering artifacts—the storytelling capabilities are impressive. The AI understands narrative structure and maintains object and character consistency across scene changes.

## Example Stories Generated

Several examples demonstrate the model’s capabilities:

1. **Office Adventure**: Tom arrives at his office building, takes the elevator, and begins working on his computer until Jerry sabotages his work by chewing through a cable. A chase ensues, ending with Tom being late for his meeting while Jerry laughs.

2. **Cheese Reconciliation**: Jerry has cheese that Tom takes away. Jerry leaves home sad, but Tom eventually finds him and returns the cheese, leading to a heartwarming reconciliation.

3. **Pie Heist**: Tom enjoys a freshly baked pie until Jerry distracts him with a knock at the door. Jerry steals the pie while Tom investigates, escaping through his mouse hole while Tom crashes