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README.md

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+# ContextFlow RL Doubt Predictor
+
+## Overview
+This is the trained reinforcement learning model for ContextFlow doubt prediction system.
+
+## Model Details
+- **Algorithm**: GRPO (Group Relative Policy Optimization) + Q-Learning
+- **State Dimension**: 64 features
+- **Action Dimension**: 10 doubt prediction actions
+- **Policy Version**: 50
+- **Training Samples**: 200
+
+## Usage
+```python
+import pickle
+from huggingface_hub import hf_hub_download
+
+# Download checkpoint
+path = hf_hub_download(repo_id='namish10/contextflow-rl', filename='checkpoint.pkl')
+
+# Load checkpoint
+with open(path, 'rb') as f:
+    checkpoint = pickle.load(f)
+
+print(f"Policy version: {checkpoint.policy_version}")
+```
+
+## Citation
+```bibtex
+@software{contextflow_rl,
+  title={ContextFlow RL Doubt Predictor},
+  author={ContextFlow Team},
+  year={2026}
+}
+```