Findings

What the agent concluded in research mode, kept so the same question does not have to be re-derived. Each one carries the query that produced it — a cached figure you cannot audit is worth less than no cache at all.

What a finding is

A conclusion plus its working — Each finding stores the question, the datasets involved, and the exact query that produced the numbers. That is the point: a cached figure you cannot re-derive is indistinguishable from a wrong one.

A snapshot, not a live view — A finding was true when it was computed. The underlying dataset has probably changed since — check the date before quoting one, and re-run the query if it matters.