Abstract
Defines a four-phase protocol for establishing structural lineage in AI outputs without internal model access. Sandbox = discovery. Repo = anchor. Future outputs = audit surface. A lineage claim requires: same core relation, same ordered structure, same dependency pattern, new extension present. Filed under STOICHEION v11.0. Prior art anchor February 2, 2026.
Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Wise, David Lee and Wise, Hinge lee, "Closure Loop Methodology: Detect → Anchor → Compare → Extend", Technical Disclosure Commons, ()
https://www.tdcommons.org/dpubs_series/9759