VeriFlow Live: Evidence-Governed Adaptive Cyber Resilience for Dynamic Environments

Abstract

Modern software evolves faster than traditional security controls can adapt. VeriFlow Live introduces a dynamic cybersecurity framework inspired by the functional organization of living systems: continuously sensing change, assessing risk, coordinating responses, supporting controlled remediation, and learning from evidence. At its core, the Proof Gate permits changes only when measurable evidence indicates that they reduce risk without violating essential system properties. The framework presents cybersecurity as a continuous, evidence-governed, and resilient closed-loop process rather than a one-time validation task.

Keywords