Building Phantom Protocol: What I Learned Shipping My First Autonomous Agent System on Qwen Cloud

The author built Phantom Protocol, an autonomous agent system for consistent daily outreach on Qwen Cloud. The system consists of multiple agents, each with a specific task, communicating through MongoDB and BullMQ. The author learned to adapt and change their approach, initially trying to scrape directories but switching to a data provider for contact finding. This experience highlights the importance of flexibility and admitting when a planned approach isn't working.