Sumaiya Shrabony describes a 19-skill content system whose seven handoffs revealed a recurring problem: agent output can look complete while carrying a hidden error into every downstream step. Prompt improvements alone do not create reliable boundaries.
She maps five software-delivery controls onto agent workflows: explicit contracts, automated tests, blocking gates, versioned artifacts and audit trails. Each control makes a handoff observable and gives the pipeline a defensible way to reject malformed or unsupported work.
Shrabony recommends starting with the most expensive failure point, such as a public false claim or a schema error that cascades across several skills. A warning-only check is not a gate; the system must block the artifact from moving forward.
Watch on YouTube
