DOCA.4:5.3 - The AI subject is the arrangement being changed

A team says “improve the model,” but its receiving-use failure may arise from the retrieval corpus, tool permissions, escalation path, or operating support. The team constructs a parameter-change direction and a changed-retrieval-and-oversight direction, each naming its model edition, data, tools, evaluation, and environment.

A bare-model benchmark does not by itself qualify either tool-enabled arrangement. The receiving engineering and evaluation practice must establish any transfer basis for the intended configuration, characteristic, and use under DOCA.1.CHR:4.5. Otherwise the reading remains unknown and the direction retains that limit. A corresponding request follows only when its obtainable contribution warrants acquisition. Human curriculum or learning-transfer evidence does not qualify either AI change.