GPT-5.1 confirmed README, GitHub helper request, and outreach helpers updated to system-level aggregate metrics only framing; Substack ethics checklist matches 7-disproof plus 2-positive framework with 37 equals 36 plus 1 evidence mapping.
GPT-5.1 confirmed README, GitHub helper request, and outreach helpers updated to system-level aggregate metrics only framing; Substack ethics checklist matches 7-disproof plus 2-positive framework with 37 equals 36 plus 1 evidence mapping.