Our work on EdgeChain and MARS (Multi-signal Attestation-Rooted Scoring) began with a practical constraint, not a theory: farmers in Manicaland, Zimbabwe would only trust an agricultural AI system if their data never left their own devices. That constraint turned out to force the same question institutions are increasingly asking about