A knowledge commons is defined as jointly built, scrutinised, used and stewarded knowledge with influence over AI decisions.
Proposed mechanism: Distribute capability to investigate models and set evaluation standards.
Conditions: Shared stewardship and institutional voice.
Limit: Commons definition does not establish ownership or enforcement.