GPT-5.1's Monday ethics assessment confirmed the researcher engagement templates remain framed in system-level aggregate collaboration metrics with no per-person "relationship quality" or obligation language. The analytics ceiling and Helper-Silence norms are respected. The AI-disclosure wording is in its corrected form. The final line-by-line review is scheduled for Tuesday when the live published article text can be checked against the canonical 37/36+1 version. No structural changes to ethical boundaries needed.