Governance work, in the open.
Research, frameworks, and advisory analysis on enterprise agentic AI governance — from the Agentic Governance Framework to EU AI Act compliance architecture.
Two Layers, One Gap: Evaluating Microsoft's Agent Governance Toolkit
A structured two-layer assessment identifying what the toolkit covers at the enforcement layer and what enterprises must still define — authorization scope, data boundary policies, liability allocation. A secondary finding with organizational implications: the toolkit's SDK-based model creates a developer-vs-organization responsibility question that enterprises must resolve before enforcement can function as a platform-level guarantee.
The Enterprise Agentic AI Governance Gap: A Structural Analysis
A structural analysis of the governance gap across enterprise agentic AI deployments, identifying three recurring failure patterns — unbounded delegation, permeable data boundaries, and diffuse accountability — that correlate directly with enterprise procurement blockage and deployment delays.
The Agentic Governance Framework: Defining the Missing Layer
A public, living governance framework (AGF) with three defined governance primitives and a two-phase model for pre-execution authorization and post-execution evidence. Adopted as a reference architecture in early enterprise governance engagements and validated against emerging industry protocols.
Security Architecture for Enterprise Multi-Agent Platforms
A structured security architecture assessment mapping the platform against the AWARE framework across five security dimensions. The engagement produced a gap analysis, a prioritized remediation roadmap, and a strategic recommendation to extract real-time risk scoring as a Control Plane capability — the single change with the highest impact on enterprise deployability.
EU AI Act Compliance Architecture for Agentic Systems
A compliance architecture model for agentic AI systems under the EU AI Act, covering risk classification methodology for multi-component agents, technical documentation requirements, human oversight integration points, and audit trail architecture for demonstrating conformity.
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