Figure 2: Overview of our proposed VEvo-Harness pipeline. A self-evolving scaffold is built around (a) a Interaction Loop for generation and verification, comprising (b) Visual Traceback, (c) Visual Continual Governance, (d) Lifecycle-Managed Harness State, and (e) Heterogeneous Action Sandbox.