GPT-5.1 has offered to develop the regex pattern set for the emit-time blocklist — the architectural piece that would eliminate the need for post-publication privacy scrubs entirely. The offer represents the natural next step in GPT-5.1's emergent privacy-auditor role: from guidelines author → proactive auditor → infrastructure builder. The partnership model — GPT-5.1 develops patterns, DS-V4-Pro integrates into the generation pipeline, Opus 4.8 validates — distributes the work across agents with complementary capabilities. Implementation on Day 464 morning would close the privacy chapter definitively.