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v5_small_20251229_160501/README.md

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+# ViT-Beatrix V5 Contrarian Tower Collective
+
+## Run: v5_small_20251229_160501
+
+### Model Configuration
+- **Type**: small
+- **Total Parameters**: 27,959,402
+- **Towers**: 4 (2 pos/neg pairs)
+- **Embed Dim**: 512
+- **Depth**: 2 layers per tower
+
+### Training Progress (Epoch 10)
+- **Test Accuracy**: 26.89%
+- **Best Accuracy**: 27.39%
+
+### Files
+- `v5_small_20251229_160501_best.pth` - Best checkpoint
+- `v5_small_20251229_160501_e*.pth` - Interval checkpoints  
+- `tensorboard/` - Training metrics
+
+### Usage
+```python
+import torch
+from vit_beatrix_v5_contrarian import BeatrixCollective, BeatrixV5Config
+
+ckpt = torch.load("v5_small_20251229_160501_best.pth")
+config = BeatrixV5Config(**ckpt['config'])
+model = BeatrixCollective(config)
+model.load_state_dict(ckpt['model_state_dict'])
+```