Senior specs in Finnish regulated reporting bundle proxies for someone else's apprenticeship system; the newest slice, auditable AI automation, has no such system yet, so the working hypothesis is to form it in place rather than wait for it to appear in a listing.
Four plausible sources for the eventual cohort of auditable AI-automation specialists in regulated reporting, recorded now so the guess is falsifiable against later hiring patterns.
Exploratory claim · Superseded · Organizational systems
Routine junior work once paid for useful production and professional formation at the same time; agent automation separates those goods and leaves succession needing an explicit operating model.