Articles
Articles
Technical writing from Kelruno on independent verification, Human Gates, and execution evidence in AI coding workflows.
-
Requested, observed, effective: what an AI agent run proves
An AI coding agent saying “tests passed” is a self-report, not execution evidence. How requested, observed, and effective values keep request and proof apart.