A debt is not repaired by making the machine more accurate.
The literature of algorithmic fairness has done patient and necessary work at the level of the verdict, and this journal honors that work. It also insists that you cannot repair a verdict while the courthouse runs on stolen current. The question is never whether the model is fair, but whose work it confiscated to learn the word fair.
Reparation in this age means returning authorship to the people from whom the machine was taught to take it. The planned become the planners; the studied become the ones who build what they study.
So the work of this journal is plain, if not easy. To study what already works in the places the field was trained to overlook. To protect the knowledge that the credential will not stamp. To read repair as a science with its own instruments, its own evidence, and its own standards of proof, written and held by the communities it concerns. We do not ask a manuscript to be neutral, and we do not mistake the absence of a position for rigor.
Healing systems. Restoring relationships.
Studying what works in the places others overlook.
Centering dignity, joy, and the brilliance of communities.
Protecting our knowledge. Defending our right to define reality.
Building liberated futures through truth, care, and action.
The founding issue establishes the position from which the journal will read everything after it: that the harm lives in the factory, and that repair means the return of what the factory took.