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Most cycle time in complex work is coordination—not the task. Agentic AI pays off when one recurring workflow is redesigned around that tax, with human judgment where accountability sits.
Fort Bragg uses analytics to reclaim training hours and spends them on tourniquet conversion — unassisted judgment. The documented effect of assistive AI is that unassisted judgment decays. The January 2026 Department of War AI Strategy pulls the other way.
Deterministic tool tests, trajectory invariants, and outcome checks against observable state. A working three-layer evaluation stack, shown through a public MCP agent repo, including the parts that did not work.
MARCH is an ordering argument about what kills fastest. A 2026 review of battlefield triage AI: offline versus cloud, what the FDA has cleared, and the evidence against fast deployment.