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@@ -145,36 +145,7 @@ Charm 15 is an advanced AI model designed for deep reasoning, reinforcement lear
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  - **Mathematical Problem Solving**
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  - **Multimodal AI (Text & Vision)**
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  - **Bias & Safety Mitigation**
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- - **Optimized for Deployment (ONNX, TensorFlow Lite)**
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-
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- ## File Structure
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-
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- ```
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- Charm15/
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- ├── models/
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- │ ├── charm15_base_model.safetensors
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- │ ├── charm15_finetuned_v1.safetensors
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- │ ├── charm15_rlhf_model.pth
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- │ ├── charm15_reasoning.pt
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- │ ├── charm15_math_solver.pth
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- │ ├── charm15_multimodal_model.onnx
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- │ ├── charm15_sentiment_model.pt
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- │ ├── charm15_bias_mitigation.pth
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- │ ├── charm15_redteam_defense.safetensors
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- │ └── charm15_optimized.onnx
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- ├── data/
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- │ ├── charm15_training_data.jsonl
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- │ ├── charm15_synthetic_reasoning.json
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- │ ├── charm15_prompt_tuning.pt
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- ├── scripts/
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- │ ├── finetune_charm15.py
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- │ ├── charm15_api_integration.py
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- │ └── deploy_charm15.py
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- ├── docs/
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- │ ├── charm15_deployment_manual.pdf
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- │ ├── charm15_ethics_guidelines.pdf
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- └── README.md
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- ```
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  ## Installation
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  1. Clone the repository:
 
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  - **Mathematical Problem Solving**
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  - **Multimodal AI (Text & Vision)**
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  - **Bias & Safety Mitigation**
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+ - **Optimized for Deployment (ONNX, TensorFlow Lite)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Installation
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  1. Clone the repository: