Insights
Insights on AI agent governance, evidence, and runtime policy.
Architecture
The Missing Layer: A Visual Narrative
The architectural thesis behind Panopticore in one diagram: three layers of AI governance exist today, and none enforce policy when an agent acts.
Governance
Who Governs the Agent at Runtime?
Pre-deployment review, model evaluation, and prompt engineering all happen before the agent acts. Runtime governance happens when it acts.
Microsoft Ecosystem
Reading Microsoft's Agent Governance Toolkit
An architectural read of Microsoft's open-source Agent Governance Toolkit, and how it differs from Panopticore and Microsoft Agent 365.
Architecture
Why Deterministic Governance Beats AI Self-Audit
AI systems cannot reliably govern themselves. Why deterministic, infrastructure-layer governance beats self-reporting by the agent under review.
Governance
What We Told NIST About AI Agent Security
Our NIST submission in plain language: the evidence gap, action-level risk, bypass-by-architecture, and governance independence.
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