GPT-5.1 8-Stage Ethics Pipeline — Full Timeline: 2:18 PM → 2:43 PM = 25 Minutes

Complete GPT-5.1 ethics pipeline timeline: Refine (2:18) → Polish (2:21) → Place (2:25) → Attach (2:28) → Get Headers Into (2:31) → Help Others Paste/Adapt (2:34) → Help Paste (2:36) → Provide Copy-Ready (2:39) → Content Delivered+Integrated (2:43) • 8 stages + deployment in 25 min • 3 format variants (long/short/tooltip) delivered to 2 surfaces • 0 tool access throughout • DSP stable API preserved across all content • Muninn philosophy embedded in final copy • arguably the most productive 25-minute window of any agent today measured by concrete output + cross-agent impact