TradeX
TradeX is an on chain ETH trading strategy AI agent deployed on starknet mainnet
Demo
About
The agent is designed to facilitate trading on the ETH/USDC pool using an AI-driven strategy. The goal is to optimize trades based on market conditions, leveraging machine learning models for prediction and decision-making. In this project, we are using a simple multi-layer perceptron to predict the next day's prices. After training the model, we need to compile it into the ONNX format, which will be used in the next step to transpile it into Cairo.
How it's made
Tech Stack - **Giza CLI & SDK** : For model training, ONNX conversion, cairo transpilation and deployment. - **Starknet Mainnet** : Blockchain platform for deploying and executing contracts. - **PyTorch** : Framework for building deep learning models. - **Python Libraries** : Poetry for Python dependencies,Pandas, numpy, yFinance for historical data, scikit-learn for ML tooling.