Insights on AI agent governance, evidence, and runtime policy.
The Missing Layer: A Visual Narrative
The architectural thesis behind Panopticore, illustrated. Downloadable PDF for sharing and reference.
Who Governs the Agent at Runtime?
Pre-deployment review, model evaluation, and prompt engineering all happen before the agent acts. Runtime governance happens at the only moment that matters.
Reading Microsoft's Agent Governance Toolkit
A neutral, architecturally precise analysis of Microsoft's open-source Agent Governance Toolkit. Where it fits, where Panopticore fits, and where Agent 365 fits.
Why Deterministic Governance Beats AI Self-Audit
AI systems cannot reliably govern themselves. Self-reporting by the entity under review is structurally insufficient. Here's why deterministic, infrastructure-layer governance is the answer.
What We Told NIST About AI Agent Security
A plain-language walkthrough of the four arguments in our formal NIST submission: the evidence gap, action-level risk, bypass-by-architecture, and governance independence.
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