VertixIQ Blog

Thinking on AI Governance

Practical writing on hallucination, intent engineering, and verification infrastructure for regulated industries.

Payments Regulatory Enforcement AI Governance

MedVI Isn’t a Billion-Dollar AI Success Story

Everyone is debating whether MedVI is an AI story, a marketing story, or fraud. They’re missing the real story. This is a payments and regulatory enforcement story — and AI governance is the missing layer.

Jonathan Wilson · April 6, 2026 · 9 min read

AI Governance Intent Engineering

You Can't Fix the Model. Here's What You Can Actually Control.

AI hallucination isn't going away. You don't own the model. Here's what practitioners can actually do to detect drift, reduce surface area, and stay in control.

Jonathan Wilson · March 10, 2026 · 8 min read

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