Eclipsai comes from hands-on work building and testing AI workflows, on top of two decades redesigning how global organizations work.

The method came from testing, not theory: take a finished deliverable as the standard, rebuild it with AI agents, and close the gap with rules, examples, and checks until it clears the bar. Then it becomes a repeatable, reusable product.