A systematic approach to structuring human-machine collaboration through clear decision stages—observation, orientation, decision, and action. This framework reduces cognitive load while maintaining human values and contextual intelligence, creating an efficient bridge between insight and execution that scales across teams and organizations.
How to Build Systems That Translate Your Expertise Into Scalable Results
Transform abstract professional knowledge into concrete, executable systems using AI-augmented frameworks. Learn practical approaches for aligning personal expertise with technological tools to create consistent, measurable outcomes without losing your authentic voice or judgment.