What Evidence Should Internal Audit Request for a Generative AI Workflow?
Policies and application logs do not necessarily prove what happened in a specific AI-assisted outcome. This fieldwork guide explains the eight record...
Ian HafkenschielInvariant Engineering Group
AI Auditability Insights
Practical writing on evidence-ready AI workflows, reconstruction, human review, approval, and auditability engineering.
Ian HafkenschielYou Can’t Whitelist Your Way to an Unattended Agent
Why we built pipe-down, an open-source Claude Code skill that keeps a coding agent inside its own permission allowlist. Start a coding agent on a real...
Ian HafkenschielMost AI Risk in Regulated Companies Isn’t Model Risk
Why we built Audit Grill-Me, an open-source methodology for auditing AI-enabled workflows Ask a team in a regulated company to prove how one of their ...
Ian HafkenschielMore pagination features coming soon