Whitepaper 📄
## 1. Introduction
SousChef v1 is an open-source AI model designed to assist developers and power users in building, managing, and innovating on the Hyperliquid ecosystem. With state-of-the-art performance across a wide range of benchmarks, SousChef AI is tailored to deliver actionable insights, streamline portfolio management, and generate optimized strategies.
### Key Features:
- **Precision**: Advanced reasoning and decision-making capabilities using cutting-edge training objectives.
- **Scalability**: Efficient inference on both consumer-grade GPUs and high-performance clusters.
- **Versatility**: Pretrained for multi-domain tasks, including mathematics, code generation, and portfolio optimization.
SousChef v1 is a step towards making Hyperliquid accessible, transparent, and efficient for everyone.
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## 2. Model Overview
### **Architecture**
SousChef v1 employs a Hybrid Transformer architecture with:
- **256 Expert Modules** for specific task optimization.
- **Multi-Context Analysis** for longer attention spans (up to 128K tokens).
- **Dynamic Knowledge Fusion**, enabling real-time adaptation to new data.
### **Training Methodology**
1. **Pretraining**: 10 trillion high-quality tokens, covering diverse domains (finance, mathematics, development).
2. **Fine-tuning**: Reinforcement learning on real-world user scenarios.
3. **Ethical Constraints**: Integrated Responsible AI License (RAIL-M) to prevent misuse.
### **Performance**
SousChef v1 consistently outperforms comparable models on key benchmarks, demonstrating exceptional performance in code generation, math reasoning, and portfolio strategies.
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## 3. Model Downloads
| **Model** | **# Parameters** | **Context Length** | **Download** |
| :-----------: | :--------------: | :----------------: | :------------------------------------: |
| SousChef-v1 | 250B | 128K | [🤗 HuggingFace](https://huggingface.co/souschef-ai/SousChef-v1) |
### Installation
Clone the repository and install dependencies:
```bash
pip install souschef-ai
```
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## 4. License
The code and pre-trained weights for SousChef v1 are licensed under:
- **Code**: MIT License
- **Model**: Open RAIL-M License
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## 5. Contact
Questions or feedback? Reach out via:
- Email: [support@souschef.ai](mailto:support@souschef.ai)
- Discord: [Join the SousChef AI community](https://discord.gg/souschef-ai) 
