Enter #OpenLedger and Proof of Attribution (PoA)
What makes Proof of Attribution so compelling is its refusal to let those contributions fade away. Instead of pretending AI capability miraculously appears out of thin air, PoA creates an immutable trail. If your data or your insights helped train and improve a system, that connection remains visible and verifiable.
And honestly? This matters much more than people realize. It’s not just about abstract fairness; it’s about incentives.
"Incentives shape behavior." If contributors have a clear, undeniable link between their effort and the eventual outcome, the nature of human participation changes. People transition from being passive, exploited data sources to active, valued stakeholders.