PHNAI North Star · Properties
Properties
The ecosystem is structured so that multiple independent providers, protocols, and technical substrates exist at every layer of the AI stack (compute, models, data, distribution, identity), preventing any single layer from dictating terms to users or to AI providers operating above it.
1 question behind it · Sources: PHNAI North Star recommendation
No AI system inherits access, authority, or reach that exceeds a specific, time-bounded, and revocable delegation from the person or community affected, and a compromise or failure at one layer cannot automatically extend across the ecosystem.
1 question behind it · Sources: PHNAI North Star recommendation
The degree to which compute, data, model access, and distribution channels are concentrated among a small number of actors is made measurable, public, and contestable, so communities can detect and respond to infrastructure-level concentration before it shapes user-facing behavior.
1 question behind it · Sources: PHNAI North Star recommendation