
Applied AI & Generative AI8 min read
Your Registry Cannot Reconstruct the Approver's Screen
Six weeks after a credit model goes live, an auditor asks what the approver actually saw before clicking approve. The registry has the artefact, the metrics, the dataset hash. None of that reconstructs the screen. This is a recording discipline problem, not a tooling one, and the fix is a separate immutable record of decision state.
May 22, 2026
Applied AI & Generative AI9 min read
The Approval Click Needs Its Own Event
Your model registry knows the version, the metrics, and the dataset hash. It does not know what the approver was looking at when they clicked approve. Six months later, that is the gap an auditor will sit in. Here is the event you should have been writing all along, and what belongs inside it.
May 20, 2026