Compliance-by-Construction Argument Graphs: Using Generative AI to Produce Evidence-Linked Formal Arguments for Certification-Grade Accountability

📰 ArXiv cs.AI

Generative AI is used to produce evidence-linked formal arguments for certification-grade accountability in high-stakes decision systems

advanced Published 7 Apr 2026
Action Steps
  1. Identify high-stakes decision systems requiring certification-grade accountability
  2. Integrate generative AI into decision-support workflows
  3. Construct formal arguments with evidence-linking for traceability and auditability
  4. Verify and validate the generated arguments for regulatory compliance
Who Needs to Know This

Regulatory compliance teams and safety-critical system certifiers benefit from this approach as it provides a structured and verifiable mechanism for justification and auditability

Key Insight

💡 Generative AI can be used to produce evidence-linked formal arguments for regulatory compliance in safety-critical systems

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💡 Generative AI for certification-grade accountability in high-stakes decision systems
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