Building a Multi-Agent Collaborative Command-Line Programming Assistant from Scratch
Keynote
Abstract
Coding Agent is undoubtedly a red ocean market today. This session will primarily share how an individual developer built a programming assistant from scratch using Python, designed event-driven and Human-in-the-Loop workflows, and implemented multi-agent collaboration within event-driven workflows using both A2A and MCP protocols.