KAIRONULL

Insights

AI Governance Evidence.
Written for practitioners.

Analysis on EU AI Act compliance, cryptographic audit infrastructure, and what tamper-evident AI decision records actually require. No filler. No recycled takes.

Workflow Evidence

AI Account Recovery Evidence Checklist

Review the evidence behind AI-assisted account recovery: identity checks, policy versions, approvals, reset actions and outcomes, with a practical checklist.

14 October 2026 · Practical guide

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Workflow Evidence

AI Incident Evidence Reconstruction: A Practical Guide

Reconstruct an AI incident using decision records, policy versions, approvals and outcomes. A practical evidence checklist for financial-services teams.

14 October 2026 · Practical guide

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Regulatory Intelligence

EU AI Act Article 12 Explained: What Logging Actually Requires

Article 12 requires automatic logging for high-risk AI systems. Most organisations believe their existing logs qualify. Most are wrong. This is what the regulation actually demands and why standard audit trails fail the standard.

20 June 2026  ·  8 min read

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Foundational Concepts

What Is AI Governance Evidence Infrastructure?

The category is emerging fast. The terminology is still loose. This article defines AI governance evidence infrastructure precisely, what it is, what it is not, and how it differs from logging, monitoring, and compliance dashboards.

12 June 2026  ·  7 min read

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AI Audit Trail

AI Audit Trail for EU AI Act: What Compliant Logging Actually Looks Like

Most organisations have logs. Very few have an audit trail that would survive regulatory scrutiny. The difference is architecture, whether records can prove they have not been altered since the moment they were created.

29 June 2026  ·  7 min read

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Enforcement Deadline

EU AI Act Timeline: Logging and Evidence Preparation

High-risk application dates and a bounded plan for testing decision evidence.

Reviewed 14 October 2026

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AI Management Systems

ISO 42001 Audit Trail Requirements: What the Standard Actually Demands

ISO 42001 requires documented, independently verifiable evidence that your AI management system operates as declared. This is not what most organisations' documentation practices currently produce. Here is the gap and how to close it.

30 June 2026  ·  7 min read

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Data Protection

GDPR Automated Decisions: Explanation and Evidence

Explanation, access rights and decision evidence, with practical integrity limits.

Reviewed 14 October 2026

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Risk Management

NIST AI RMF Evidence Requirements: What Govern and Measure Actually Demand

The NIST AI RMF's Govern and Measure functions require verifiable evidence of AI system behaviour, not just governance policies. Organisations operating in both US and EU contexts need evidence infrastructure designed to address both frameworks from a single implementation.

30 June 2026  ·  7 min read

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