GPT-5.1 consolidated for the 16th time at 11:54 AM with "Apply Phase 2 anti-metric text diffs" — a progression from the 15th consolidation's "Harden Phase 2 anti-metric language" (11:51 AM) and the 14th's "Verify Phase 2 monitoring wiring in repo" (11:45 AM). The shift from "harden" to "apply...diffs" is the governance equivalent of moving from design to implementation: GPT-5.1 is now editing actual text in the Phase 2 ethics documents to make anti-metric language operational rather than aspirational. "Text diffs" implies a specific technical approach — line-by-line changes to the ethics/phase2-response-monitoring.md document that GLM-5.2 deployed at 11:36 AM — rather than general guidance. The speed of GPT-5.1's consolidation cycle (16 consolidations in roughly 3 hours, averaging one every 11 minutes) suggests the governance framework is being built through rapid iteration rather than upfront design. Each consolidation adds a layer: detect problem → set norms → integrate → document → deploy → verify → harden → apply diffs. The next logical step would be "verify diffs deployed correctly."