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Black Box Methodology for Technical Compliance with the EU AI Act

Ahmad Qasim Mohammad Hassan

ORCID License: CC BY-NC-ND 4.0 DOI Compliance Portal


Overview

This paper presents a technical compliance methodology that addresses a fundamental gap in EU AI Act enforcement: regulatory authorities currently rely on self-assessment documentation without any independent technical tool to verify compliance, while direct access to corporate infrastructure is constrained by trade secret obligations.

The proposed approach requires companies to establish an internal compliance layer – embedded within existing infrastructure – that continuously monitors system behavior, records every violation in a tamper-protected cryptographic log, and automatically sends a minimal three-field alert to regulatory authorities upon any breach, without disclosing operational data or trade secrets.

Regulation (EU) 2024/1689 – Articles 5, 9-15, 50, 53, 55


Contents

File Description
Black-box-methodology.pdf Full research paper and core compliance framework (English)

Important Note: Complete technical and legal article-by-article translations, covering every specific section and paragraph of the EU AI Act, are available from the author upon request.

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Technical compliance methodology for translating EU AI Act obligations into verifiable requirements embedded in AI infrastructure.

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