Three agents. One verdict.
The paper is weighed. No exception.
Estimated annual cost of irreproducible research to the global economy. Behind that number: fabricated datasets, p-hacked statistics, forged ethics approvals, and citation manipulation — errors that propagate through literature for decades before anyone looks closely enough to weigh them.
Guardian runs three specialist agents simultaneously against every manuscript, each calibrated to the fraud signatures that defined history's most damaging retractions. The Orchestrator weighs all findings and issues a single verdict: Critical, Flagged, or Compliant — with full evidence. Built on Complete.dev's collaborative multi-agent platform.
Do not publish. The manuscript exhibits patterns directly matching known retraction cases. One or more findings represent a fundamental integrity failure — fabricated data, forged approvals, or an unverifiable database.
Major revision required. Significant concerns detected — p-value clustering, unsupported absolute claims, missing ethics documentation — that must be addressed and verified before peer review.
No major fraud indicators detected. The manuscript passes all three agent checks. Standard peer review may proceed. Guardian is a tool, not a replacement for human expert judgment.
Kenneth Vanini is a specialist in ancient chronology and Ma'atic theology, and the founder of the Sanctuary of Ma'at Research Institute.
His research methodology — Systemic Inversion Methodology (SIM) — treats persistent, unchallenged narratives as variables to be tested. Guardian applies that same principle to academic science: when a paper's statistics never fail, the statistics themselves become the variable to examine.
Guardian was built for the Complete AI Hackathon 2026 on the Complete.dev collaborative multi-agent platform.
"In the Hall of Two Truths, the heart is weighed against the feather of Ma'at. No exceptions for wealth, prestige, or the number of citations."