Producing software is cheap. Judgment and ownership are the scarce resources.
AI handles production. What it cannot do is own the outcome — decide what should exist, what constitutes done, or whether to ship. These operations put judgment and ownership where they cannot be skipped, using principles built across military command, teaching, coaching, and operations leadership.
The principles, roles, and evidence requirements that govern how human leadership and AI execution collaborate. Not a toolset. A methodology that any delivery system can implement — the rules that make governance structural, not aspirational.
What qualifies as evidence. What constitutes done. Who authors canon, who executes against it, who reviews the result. How sprint cadence, backlog refinement, and release governance work when AI is the primary workforce.
The standards exist so that every decision traces to a principle, every principle traces to a lesson, and every lesson traces to something that actually went wrong.