AIXYRA
Knowledge Hub

Articles & Resources

Insights, perspectives, and guides on AI governance, regulatory compliance, and responsible AI practices. Covering EU AI Act, agentic AI governance, MCP Server governance, AI risk management, platform guides, and candid industry perspectives.

Perspectives
4 min read

The AI Project That Was Late, Over Budget, and Still Got Blocked

A composite story of enterprise AI going sideways: quiet cost overruns, slipping dates, a security freeze, and the specific fixes that change the outcome.

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Perspectives
3 min read

Smarter Models, Wider Surface: The Double Edge of Frontier AI

Anthropic's Fable 5 arrived state-of-the-art, was suspended within days, and returned 19 days later. Each generation unlocks capability while widening the surface you must govern.

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Perspectives
3 min read

Shadow IT in the Era of AI

Shadow IT never went away. AI just made it faster, cheaper, and far harder to see — as teams adopt models, agents, and tools without anyone signing off.

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Perspectives
2 min read

The Governance Market Is Booming. That Isn't the Same as Better Governance.

A fast-growing market means a flood of new tools. A skeptical take on why more dashboards rarely add up to more control — and what actually does.

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AI Risk Management
2 min read

When AI Risk Hides in the Dependencies

Most AI risk assessments score systems in isolation. But real exposure usually lives in what a system depends on — and that's exactly where it goes unseen.

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Perspectives
2 min read

Compliance Is Multiplying Faster Than Teams Can Keep Up

EU AI Act, NIST AI RMF, ISO 42001, GDPR — the frameworks keep coming, and they overlap. Why running one program per framework is no longer survivable.

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Perspectives
2 min read

Architecture-as-Code Meets Policy-as-Code

The discipline that reshaped infrastructure is coming for governance. An optimistic case for treating architecture and policy as versioned, testable code — with one important caveat.

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Agentic AI Governance
2 min read

The Agentic Leap Is Outpacing the Guardrails

Most organizations are already experimenting with AI agents. Far fewer can say they govern them. A candid look at the gap — and whether it closes.

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Perspectives
3 min read

Why AI Governance Can't Be Treated in Isolation

AI is becoming a feature of nearly every system. Governing it as a separate program — apart from the architecture it lives in — is starting to look like a mistake.

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Platform Guides
2 min read

Getting Started with AIXYRA: Platform Onboarding Guide

A quick-start guide to registering your first AI entities and configuring governance workflows.

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EU AI Act
2 min read

Building a Multi-Framework Compliance Program

Mapping AI systems against EU AI Act, NIST AI RMF, and ISO 42001 simultaneously from a unified platform.

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AI Risk Management
2 min read

Risk Scoring with Dependency Chain Propagation

Understanding how risks cascade through interconnected AI systems and how to assess aggregate exposure.

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MCP Server Governance
2 min read

MCP Server Governance: Securing the Agentic AI Tool Layer

Best practices for governing Model Context Protocol servers that provide tools to AI agents.

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Agentic AI Governance
2 min read

Governing AI Agents: A Framework for Enterprise Agentic AI

How to establish governance workflows for autonomous AI agents operating across organizational boundaries.

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EU AI Act
2 min read

EU AI Act Compliance Roadmap for High-Risk Systems

A practical roadmap to EU AI Act compliance for high-risk AI systems under the obligations now scheduled for December 2027.

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