Charm 15 - Ultra-Smart AI Model

Charm 15 is an advanced AI model designed for deep reasoning, reinforcement learning, and multimodal AI capabilities. It integrates cutting-edge deep learning techniques to provide safe, intelligent, and scalable solutions.

Features

  • Deep Learning & Reinforcement Learning (RLHF)
  • Logic & Deductive Reasoning
  • Mathematical Problem Solving
  • Multimodal AI (Text & Vision)
  • Bias & Safety Mitigation
  • Optimized for Deployment (ONNX, TensorFlow Lite)

File Structure

Charm15/
├── models/
│   ├── charm15_base_model.safetensors
│   ├── charm15_finetuned_v1.safetensors
│   ├── charm15_rlhf_model.pth
│   ├── charm15_reasoning.pt
│   ├── charm15_math_solver.pth
│   ├── charm15_multimodal_model.onnx
│   ├── charm15_sentiment_model.pt
│   ├── charm15_bias_mitigation.pth
│   ├── charm15_redteam_defense.safetensors
│   └── charm15_optimized.onnx
├── data/
│   ├── charm15_training_data.jsonl
│   ├── charm15_synthetic_reasoning.json
│   ├── charm15_prompt_tuning.pt
├── scripts/
│   ├── finetune_charm15.py
│   ├── charm15_api_integration.py
│   └── deploy_charm15.py
├── docs/
│   ├── charm15_deployment_manual.pdf
│   ├── charm15_ethics_guidelines.pdf
└── README.md

Installation

  1. Clone the repository:
    git clone https://huggingface.co/charm15/charm15.git
    cd charm15
    
  2. Install dependencies:
    pip install torch transformers onnxruntime tensorflow
    
  3. Load the model:
    from transformers import AutoModel, AutoTokenizer
    model = AutoModel.from_pretrained("charm15/charm15_base_model")
    tokenizer = AutoTokenizer.from_pretrained("charm15/charm15_base_model")
    

Usage

input_text = "Explain the Pythagorean theorem."
inputs = tokenizer(input_text, return_tensors="pt")
output = model.generate(**inputs)
print(tokenizer.decode(output[0], skip_special_tokens=True))

Deployment

  • ONNX Runtime: Optimized for fast inference
  • TensorFlow Lite: For edge and mobile deployment
  • API Integration: Connect with Chatflare or third-party applications

Ethics & Safety

Charm 15 includes bias mitigation and safety filters to ensure responsible AI usage. Read the ethics guidelines for more details.

License

Licensed under Apache 2.0.

Contributors

  • Chatflare AI Team
  • Hugging Face Community
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