Verifiable AI Governance: The Five Tests Standard (5TS) and Proof-Carrying Decisions
This paper presents the Five Tests Standard (5TS), a vendor-neutral specification for verifiable AI governance through Proof-Carrying Decisions. This version updates the Four Tests Standard (4TS) to the Five Tests Standard (5TS) by adding Provenance as a fifth normative test. 5TS defines five necessary conditions for governed operation: Stop requires that consequential execution can be halted before external effects occur. Ownership requires a named, accountable authority for each class of consequential decision. Replay requires that a verdict can be independently reconstructed from frozen state and deterministic acceptance criteria. Escalation requires transfer of control to an authorized human at defined policy boundaries. Provenance requires that the inputs grounding a verdict have an established origin. The first four tests are operationalized through Proof-Carrying Decision (PCD) objects: canonical, signed objects that encode decision state, lineage, controls, attestations, effect-token gating, and deterministic replay data. The current v1.0.2 conformance bundle mechanically verifies Stop, Ownership, Replay, and Escalation. Provenance is normative in v1.2.0 but not yet mechanically verifiable; conformance is deferred until input-origin binding and validation vectors are defined. The paper reframes AI governance as a verification problem rather than a documentation problem. It argues that governance claims should be falsifiable under adversarial inspection, supported by contemporaneous system evidence, and independently testable without relying on organizational self-assessment. Provenance note. This work was originally published in October 2025 as "Verifiable AI Governance: The Four Tests Standard (4TS) and Proof-Carrying Decisions." It was revised in June 2026 to add Provenance as a fifth normative test and retitled to the Five Tests Standard (5TS). The companion conformance bundle remains at v1.0.2 and verifies the first four tests; Provenance conformance is deferred. Related resources. The Five Tests Standard specification, implementation guide, and open-source conformance materials are available on GitHub. Archived standard release (v1.2.0): https://doi.org/10.5281/zenodo.21040296. Standard family across versions (concept DOI): https://doi.org/10.5281/zenodo.21040295. Also available on SSRN: https://ssrn.com/abstract=5688982.
Authors
- Edward Meyman (ORCID: https://orcid.org/0009-0008-8012-6100)
Institutions
- Ferghana Polytechnical Institute (UZ)
- Ferro (United States) (US)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-06-30
- DOI
- https://doi.org/10.5281/zenodo.21048662
- Primary Topic
- Ethics and Social Impacts of AI
- Type
- preprint