Why does evidence assembly require more than finding relevant documents?

An audit request usually asks whether a process was followed, rather than whether a document exists. A lending review might require evidence that an application was assessed, an authorised role approved it and funds were released only after approval. Each record supports a different part of that claim.

An agent must translate the request into obligations, locate the relevant records and explain their relationship. A signed approval does not establish that the underlying assessment was complete. A payment record does not establish that the approver had authority. The useful output is a chain of support with its gaps made visible.

This matters for training because retrieval relevance alone rewards the wrong behaviour. An agent can find convincing documents while overlooking a missing prerequisite or treating an assertion as proof.

A generated task pack could separate the process claim, supporting records and unresolved questions. That lets developers teach agents to distinguish evidence of an action from evidence that the action satisfied the applicable requirement.