A developer documents his rapid prototyping of an AI agent in Ruby on Rails, designed to ingest economic news and generate high-gain stock predictions with over 100% returns. Leveraging OpenAI, vector databases, and Alpha Vantage, this project showcases the potential—and pitfalls—of using LLMs for real-time financial analysis.