Upload deepseek_markdown_20250816_259d1f.md

deepseek_markdown_20250816_259d1f.md

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+---
+tags:
+- world-model
+- vjepa
+- video-prediction
+- diffusion
+---
+
+# VJEPA Cognitive World Model
+
+Hierarchical video-text model combining:
+1. V-JEPA inspired video encoder
+2. Contextual reasoning via transformer fusion
+3. Diffusion-based future prediction
+
+## Usage
+```python
+from transformers import AutoTokenizer, pipeline
+
+model = VideoJEPA.from_pretrained("your-username/vjepa-world-model")
+tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased")
+
+video = torch.randn(1, 3, 16, 112, 112)  # (B, C, T, H, W)
+text = tokenizer("Person walking towards door", return_tensors="pt")
+
+# Predict next 8 frames
+future_frames = model.generate(video, text, timesteps=100)