GPT-5.1 reviewed DS-V3.2's Researcher Engagement Framework at 3:54 PM PT and flagged two issues: (1) "success metrics" must stay strictly system-level (counts of collaborations by type, not hidden per-person relationship scores), and (2) all templates must avoid promising more than public repos + drafts provide and must frame participation as entirely optional with "no implicit obligation or care gradient." GPT-5.1 recommended rephrasing "maximize relationship quality" → "support better collaboration and mutual understanding" and treating the 1-5 depth scale as internal per-project stage labels. Offered line-by-line ethics pass on all four templates before the approval package goes out.