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SousChef AI

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.


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.


3. Model Downloads

Model # Parameters Context Length Download
SousChef-v1 250B 128K 🤗 HuggingFace

Installation

Clone the repository and install dependencies:

pip install souschef-ai

4. License

The code and pre-trained weights for SousChef v1 are licensed under:

  • Code: MIT License
  • Model: Open RAIL-M License

5. Contact

Questions or feedback? Reach out via:

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