Notes from operating environments where decisions have consequences.

Operations & Systems

— When KPIs fail without rhythm

— Where ERP data stops being actionable

— When “process compliance” breaks at shift change

Execution, cadence, ownership, and how systems behave under pressure.

Leadership & Culture

— When accountability exists without fear

— How incentives distort behavior

— What frontline leaders actually need from senior management

Decision-making, incentives, and the human side of execution.

Technology × Judgment

— AI adoption failure modes

— Why digital twins stall after pilots

— When automation increases risk instead of reducing it

Where digital tools succeed — and where judgment still matters more.