Tag: governance

CLAUDE.md hierarchy: lock at two levels, split the libraries, audit the rest
CLAUDE.md hierarchy looks tidy in a personal repo. Push it across departments and it splits into a tree most users cannot reason about. Lock at two levels. Split read-only governance from read-write working content. Run a seven-check audit on every new file. Anything deeper is a vanity hierarchy that breaks in weeks.

AI operations: the missing discipline
Between technical MLOps and general business operations lies a missing discipline that determines whether AI creates lasting value or becomes expensive technical debt. With roughly 80 percent of AI projects failing in production, this ai operations framework applies Lean Six Sigma principles like continuous monitoring, quality assurance, and systematic improvement to AI systems at scale.