Hallucinations are dangerous when the wording sounds confident. Ask V8Chat to show what is supported by a file, what is inferred and what remains unclear.

For document work, critical statements should point back to a section, page, value or visible reasoning path.

A marked uncertainty is often more professional than a smooth answer that hides a missing source.