The First Waters
CHOPSTICK architecture is a governance framework that places AGI outputs under human discretion and responsibility, redefining human intelligence around discretion.
In the AGI era, there is a need for a structure that prevents AI outputs from being mistaken for or replacing human judgment or decisions, and that clearly separates human discretion and responsibility.
The CHOPSTICK architecture positions AI outputs only as 'candidate, assistive, or reference materials' and requires them to undergo human review, approval, rejection, deferral, consent, and responsibility. It defines Human Intelligence (HI) not as a higher form of AGI but as a human-centered discretionary structure, separating computational capability from human authority.
This framework prevents AI outputs from being mistaken for human judgment, consent, approval, responsibility, or institutional decision. It provides an expanded edition with strengthened academic structure and non-substitution boundaries.