The Citizen's Part
This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.
State
Deploying learned systems on people buys consistency and scale, and pays in fingerprinted decisions, manufactured reasons, distributed blame, and drifting objectives — payments reducible but not waivable.
Show
Nothing in the ledger is mystery or fate — the mechanisms are knowable, the audit questions askable by citizens, not only specialists.
Watch for
Frameworks exist to be used, strengthened, or demanded — the checklist is the citizen's tool.