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Insights on AI agent governance, evidence, and runtime policy.

Featured Governance

The Missing Layer: How Cloud Wars Framed What We've Been Building

Cloud Wars Minute featured Panopticore as the missing layer in enterprise AI governance. Here's why that framing matters and what it means for the category.

· Dave Medeiros
Architecture

The Missing Layer: A Visual Narrative

The architectural thesis behind Panopticore, illustrated. Three layers of AI governance exist today. None of them enforce at the action layer.
Governance

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.
Microsoft Ecosystem

Reading Microsoft's Agent Governance Toolkit

An architectural read of Microsoft's open-source Agent Governance Toolkit: where it fits, where Panopticore fits, and where Agent 365 fits.
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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