Explore evidence-led notes on where AI should run, what agents need after the demonstration, and how technical mechanisms change workflow economics. Claims are bounded to their workload and evidence.
Move one AI opportunity from observed workflow friction to an owned, bounded operating decision. The eight-stage IMPAKT loop connects discovery, workload definition, complete alternatives, hard gates, matched tests, release evidence, operation, and renewal so prototype momentum cannot substitute for decision-changing proof.
