Launching 2026
Most roles change rather than disappear. What stays with a person stays for a reason: legal, accountable, relational or situated. Each of those reasons is testable, and each has a different lifespan. For some roles the honest answer is that nothing stays.
Tasks are tested against seven classes of reason a person is required, not assumed to need one. Everything else is design space.
Human oversight is required by law and standards, and the evidence shows it often fails in practice. So it has to be engineered and verified, not assumed.