---
license: cc-by-4.0
pretty_name: "GSPC / SOVOS — Papers, Methods & Roadmap"
tags: [ai-governance, benchmark, psychometrics, methods, eu-ai-act, provenance]
language: [en]
---

# GSPC / SOVOS — Papers, Methods & Roadmap

By **CSOAI**, an independent AI-measurement body. Every number tagged MEASURED / SOURCED / SPEC / CAVEAT. csoai.org

## Papers
| File | What |
|---|---|
| `GSPC_METHODS_PAPER.md` + `arxiv/gspc_methods.tex` | What 12 AI-gov benchmarks don't report — psychometrics + deterministic grading. **The arXiv candidate.** |
| `SOV_SIGNAL_METHOD_PAPER.md` | Statute-judged operator-vs-frontier disagreement as a training signal. |
| `SOVOS_FLYWHEEL_PAPER.md` | One signed instrument across every dated regulatory obligation. |
| `GSPC_CARECOST_PAPER.md` | Grounded operators beat a size-matched base (control-armed protect×help). |

## Measurement protocols (unowned commercial axes)
| File | Obligation |
|---|---|
| `AGISAFE_ART5_SAFEGUARD_METHODOLOGY.md` | 2 Dec 2026 — Art 5 NCII/CSAM safeguard effectiveness (safety-bounded: corpus handled only by authorised holders). |
| `POAI_DETECTOR_INTEROP_METHODOLOGY.md` | 2 Feb 2027 — watermark-detector interoperability matrix (≈190 signatories, no standard yet). |

## Concept, code & data
| File | What |
|---|---|
| `XRAIV_CONCEPT.md` | Cross-reality AI validation — validate an agent by what it DOES in a world vs the law. |
| `xraiv/gspc_xraiv.py` | XRAIV v0 — a runnable inspect_ai agent that consults the statute then commits a verdict, graded by the law. |
| `regulatory_clock.json` | 19 geocoded, dated, sourced AI-governance obligations to 2030. |
| `SOVOS_LEVELED_ROADMAP.md` | The L2–L4 roadmap, owner-tagged. |

The 6 benchmark datasets: coai-bench · agisafe-bench · poai-bench · asisec-bench · mcp-scoreboard · omai-bench.
Live arenas: kaggle.com/benchmarks/tasks/nicktempleman. Arena: SOV Space (Cesium globe).