Could You Reconstruct What Your AI Did Six Months Ago?
Examiners ask what an AI system was asked and answered on a past date. Many teams expect their AI provider to hold that record. Usually it doesn't.
Analysis of AI regulation and examination practice for financial services, insurance, healthcare, and HR.
Examiners ask what an AI system was asked and answered on a past date. Many teams expect their AI provider to hold that record. Usually it doesn't.
Many institutions write AI guardrails as system prompt instructions. Why that falls short in an exam, and what a control an examiner can rely on looks like.
How hash chains, independent timestamps and offline verification let a reviewer check an AI audit trail for themselves.
How 24 jurisdictions across the Americas, Europe and Asia-Pacific regulate, guide and promote AI, and the common rules they share.
Third-party risk, the NAIC bulletin and evaluation tool, FINRA Rule 2210, Regulation B and the EU Omnibus: the AI rule changes for the CCO's Q3 review.
SR 26-2 sets principles for model risk. Where programs fall short, how examiners test each area, and a free eight-area gap assessment.
The NAIC's AI questionnaire for insurers is planned for adoption in November 2026. What it asks, and the records a compliance officer should have ready.
We're attending IAPP Privacy. Security. Risk. + AI Governance Global in Seattle, October 6-9. Here's where to find the Meilynx team.
We're pitching in the ISG Startup Challenge at the AI Impact Summit in New York on October 28-29, with the latest Meilynx features for regulated AI.
AI agents can change after approval without a new release. How permission and prompt drift happen, and how to catch them while prompts stay in your environment.
What runtime governance requires at the MCP layer, and how a proxy between agents and their tools provides it.
Meilynx completed an independent, authenticated penetration test of the proxy in August 2026. What was tested, what was found, and how to read the report.
Regulatory updates
Short notes on SR 26-2, NYDFS 500, FINRA, the NAIC bulletin, the EU AI Act, and the employment-AI statutes, plus what we ship. A few emails a month.