Building Team A: An AI System for Turning Volunteer Chaos into Structured Engineering Work

Volunteer Systems and Why They Break Differently Lately, I’ve been spending part of my free time helping a volunteer organization that coordinates people with 3D printers to support manufacturing efforts for those in need. Very quickly, one thing became obvious: volunteer-driven projects behave nothing like traditional software organizations. There are no permanent engineering roles, no dedicated product teams, no formal onboarding, and no guarantee of continuity. Everything depends on peopl...