“The Instruction Paradox: Less is More One of the most fascinating aspects of the Progression Framework is how instructions become simpler as capabilities become more sophisticated. At lower levels, instructions must be detailed and explicit, like programming a basic machine. As we move up, instructions become more goal-oriented and abstract. This shift mirrors human development—we move from giving children step-by-step instructions to simply sharing objectives and trusting their judgment.”