---
license: other
license_name: ame-web-studio-proprietary
base_model: amewebstudio/nexus-videomodel-v1.1
tags:
  - video
  - video-generation
  - nexus
  - finetuned
  - real-videos
  - neurogenesis
---

# NEXUS-VideoModel v1.1 (Fine-tuned on Real Videos)

Fine-tuned from [amewebstudio/nexus-videomodel-v1.1](https://huggingface.co/amewebstudio/nexus-videomodel-v1.1) on **real video data**.

## Training Results

| Metric | Value |
|--------|-------|
| Best Loss | 1.0267 |
| Best Coherence | 0.769 |
| Epochs | 20 |

## Model Evolution (Neurogenesis)

| Component | Before | After | Change |
|-----------|--------|-------|--------|
| Neurons | 149 | 156 | +7 |
| Experts | 24 | 24 | +0 |
| Parameters | 98,063,470 | 98,070,652 | +7,182 |

## Usage

```python
from huggingface_hub import snapshot_download
import sys

model_dir = snapshot_download("amewebstudio/nexus-videomodel-v1.1-finetuned")
sys.path.insert(0, model_dir)

from modeling_nexus import NexusVideoModel

model = NexusVideoModel.from_pretrained(model_dir)
video = model.generate(n_frames=16, temperature=0.5)
```

## Important: Dynamic Architecture

This model uses **neurogenesis** - it dynamically grows during training!
The `config.json` contains `_dynamic_state` with the exact dimensions needed
for `from_pretrained()` to reconstruct the model correctly.

## Author

Mike Amega (Logo) - Ame Web Studio