arxivcs.SEcs.AI2026-07-11
Falsifiable Release Gates for Self-Improving Systems: Standing Invariants at Scale
Safety claims for self-improving agent runtimes are almost always self-graded: a policy file, a guardrail, a promise in a README. We describe falsifiable release gates, a methodology in which every new capability must pass a pre-declared, machine-checkable acceptance suite before…