Building an AI-Powered Trading Platform in 30 Days

The article details how the author built an AI-powered trading intelligence platform called Chai Street, using a tech stack including FastAPI, React, Rust, and OpenRouter. It covers key decisions, challenges, and solutions around the backend, data caching, scanner architecture, and project management.

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Why it matters

This project demonstrates how a solo developer can leverage modern AI and software engineering tools to build a sophisticated trading platform in a short timeframe.

Key Points

  • 1Leveraged FastAPI for a data-heavy API, SQLite for production database, and a Rust binary for fast options pricing
  • 2Used OpenRouter to access multiple large language models (LLMs) with a single API key
  • 3Implemented aggressive caching to reduce external API calls and improve scan performance
  • 4Developed a commit-driven project management page that integrates with the codebase
  • 5Utilized the project page to maintain context and reduce drift when working with LLMs

Details

The author built Chai Street, an AI-powered trading platform, solo in 30 days. The tech stack includes FastAPI for the backend, React for the frontend, Rust for a high-performance options pricing binary, and OpenRouter to access multiple LLMs with a single API key. Key decisions include using SQLite as the production database due to its simplicity and performance, and building a Rust binary to price options contracts much faster than Python. The author also implemented an aggressive caching strategy to reduce external API calls and improve scan performance. Additionally, they developed a commit-driven project management page that automatically updates with each code change, providing a single source of truth for both the developer and the LLMs used in development.

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