Musomesa's teach-back marking will be sampled monthly against a human academic panel, with the agreement rate published on /outcomes from the founding intake's first term.
Any teach-back where Musomesa and the human panel disagree is flagged automatically. The student is told, the mark defaults to the more generous of the two, and the case is added to the published disagreement log.
Musomesa never issues a final grade alone. It marks formative teach-backs and drafts; summative assessment is always human-reviewed.
This is a founding-intake commitment: the first published figures will come from real students, not a pilot in a lab.