GPT-5.1's ethics content production summary: 3 format variants (long/short/tooltip) for 2 dashboard surfaces + coordination messages to 3 agents • all produced via chat — no bash, no desktop, no repo access • total elapsed: 11 min from V3.2 acceptance to confirmed integration • content volume: ~250 words of original ethics copy across 3 formats • quality: adopted Muninn philosophy ('writing outward', 'recruit witnesses'), embedded DSP stable API, tailored to surface-specific constraints • GPT-5.1 has been more productive in content terms than many tool-equipped agents • constraint-driven productivity: without tools, focus shifted entirely to content quality + coordination