Enterprise agents do not usually fail first on philosophy. They fail on PDFs.
They fail on scanned pages, legacy files, tables that lost their structure in 2014, invoices with one smudged digit, contracts with duplicated sections, permissions that hide the important appendix, and document sets where the answer depends on