AI Identity and Behavioural Fingerprinting
Safe and secure use of AI in research projects
🛡️ The Sovereign Passport Protocol v1.0 — A hardware-rooted Governance Layer for Agentic AI. Implementing the Recursive Quine Algorithm and QRNG-anchored Structural Signatures to solve the "Integrity Gap" in AI-to-API pipelines. The 'Visa for AI' starts here.
Authority Stack Benchmark Suite — measuring AI Integrity across 4 layers: Normative, Epistemic, Source, and Data Authority
A local-first tool for designing clear, structured approaches to acceptable AI use in assessment. It helps educators define permitted and restricted uses, generate student guidance, document rationale, and identify risks—supporting transparent, consistent, and governance-ready academic integrity design.
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