AI Governance | The Library

Executive frameworks for managing the technical risk associated with Generative AI and automated systems. We align organizational AI deployment with the NIST AI RMF 1.0 to ensure safety, algorithmic accountability, and regulatory compliance in the age of agentic AI.

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EU AI Act Penalties and Fines: Featured image for josefkamara.com AI Governance article
AI Governance

EU AI Act Penalties: €35M Fines for Prohibited Practices

The EU AI Act imposes three penalty tiers: EUR 35 million or 7% of global turnover for prohibited AI practices, EUR 15 million or 3% for high-risk AI non-compliance, and EUR 7.5 million or 1%...

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U AI Act Deployer Obligations: Featured image for josefkamara.com AI Governance article
AI Governance

EU AI Act Deployer Obligations: Article 26 Compliance Roadmap for 2026

EU AI Act deployer obligations under Article 26 require organizations using high-risk AI systems to implement human oversight, retain automated logs for six months minimum, govern input data quality, monitor system performance, report incidents, and...

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EU AI Act High-Risk Classification: Featured image for josefkamara.com AI Governance article
AI Governance

EU AI Act High-Risk Classification

Your product team deployed an AI-powered resume screening tool six months ago. HR reports 40% faster candidate processing. The CTO presents it at the quarterly board meeting as a win. Then your EU legal counsel sends...

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EU AI Act Compliance Timeline: Featured image for josefkamara.com AI Governance article
AI Governance

EU AI Act Compliance Timeline

Your general counsel forwards a regulatory alert from the EU AI Office. The subject line reads: eight months until high-risk AI system rules take effect. Your HR team uses an AI-powered screening tool to filter...

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ISO 42001 Explained: Featured image for josefkamara.com AI Governance article
AI Governance

ISO 42001 Explained

Your organization runs three ML models in production. One scores credit applications. One predicts customer churn. One screens resumes for your hiring pipeline. The VP of Engineering owns the infrastructure. The data science team owns the...

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Shadow AI Governance: Featured image for josefkamara.com AI Governance article
AI Governance

Shadow AI Governance

Your CISO pulls up the quarterly SaaS audit report. The approved AI tool list shows four sanctioned platforms. The network traffic logs tell a different story: 47 distinct AI services receive data from employee endpoints...

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I System Inventory: Featured image for josefkamara.com AI Governance article
AI Governance

AI System Inventory

Your compliance team runs a quarterly access review. The SSO dashboard shows 14 approved SaaS applications. Then your network monitoring team flags 47 outbound API connections to AI service endpoints nobody approved. Thirty-three AI tools running...

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5 HIPAA AI violations auditors find including missing BAAs, re-identification risk, and AI hallucinations
AI Governance

5 HIPAA AI Violations Auditors Find (And How to Fix Them)

Five HIPAA AI violations appear in nearly every healthcare audit: missing BAAs with shadow AI tools, improper de-identification exposing re-identification risk, data integrity failures from AI hallucinations, broken subcontractor BAA chains, and absent audit logging...

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Technology risk landscape 2026 showing shadow agents, non-human identities, and agentic AI security risks
AI Governance

Technology Risk Landscape 2026: Rise of “Shadow Agents”

The 2026 technology risk landscape centers on three converging forces: agentic AI systems with autonomous decision-making authority, shadow agents deployed without IT oversight, and non-human identities outnumbering human users 82-to-1. These forces disrupt traditional controls...

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AI Governance

Is Microsoft Copilot HIPAA Compliant? 2026 Audit Guide

Microsoft Copilot is HIPAA compliant. Microsoft Copilot is also not HIPAA compliant. Both statements are simultaneously true because "Copilot" is not one product. Microsoft sells at least six AI features under the Copilot brand. The...

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