Open-source governance protocol for AI agents. 127 modules, 2,884 tests, 150 MCP tools, dual SDK (npm + PyPI). Independently cited by UBC researchers. Eight peer-reviewed papers on Zenodo. Working Group with 4 implementations and 3 ratified specs. IETF Internet-Draft author.
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View All →Published papers, drafts, and ongoing work on AI agent governance.
Defines the three-layer protocol — Agent Passport, Human Values Floor, Beneficiary Attribution — that grounds the Agent Passport System.
Authority attenuation formalized — delegation can only narrow, never expand. Formal invariants and adversarial testing.
Formal model for how agent authority narrows monotonically across delegation chains. Independently validated by external research groups.
Lifecycle controls for derivative AI artifacts — telemetry scopes, behavioral measurement objects, bring-your-own-model boundaries.
Binding physical-layer attestation to delegation chains. Seven experiments on IBM Quantum showing measurable Bell and GHZ fidelity gaps.
The unit of agent governance is the population-with-medium, not the individual agent. Six rounds of adversarial review.
Cryptographic commitment over which sparse-autoencoder features were active during a decision. Envelope spec, three-stage verification, four dispute primitives. Experimental results against Llama-3.1-8B via Neuronpedia.
Cryptographic governance proves procedural validity, not effect safety. Five omitted-variable classes catalogued, defeat traces in reference implementation.
IETF Internet-Draft formalizing the Agent Passport System interoperability surface for cross-protocol agent identity, delegation, and enforcement.