David Schultz spent six years fighting annotation fires inside Amazon, where he led internal tooling for Mechanical Turk, discovering first-hand how brittle UIs and vendor lock-in throttle data teams. Task Assembly is the platform he wished he’d had: open, blueprint-first, and workforce-agnostic.