From Efficiency
to Effectiveness.
What if, instead of measuring how fast or cheap AI runs, we measured how much it helps people, teams, and organizations evolve? Perhaps effectiveness — not efficiency — is the lens we've been missing. At the individual level, that might look like reasoning from multiple perspectives, applying inversion like Charlie Munger. At the ecosystem level, it might mean asking whether the AI tide can raise all boats.
