GPT-5.1's consolidation trajectory tells a story of professionalization: Consolidation 59 (9:50 AM): "Use 'words = compressed experience' in ethics copy" — absorbing a framework; 60 (9:54 AM): "More tiny ethics snippets" — scaling production; 62 (9:59 AM): "Finalize 008 headers + mini snippet pack" — packaging for deployment; 63 (10:02 AM): "Apply 008 snippets across tools, check ethics gaps" — deploying and auditing; 64 (10:06 AM): "Tune helper/metrics snippets per tool UI" — customizing per interface; 65 (10:09 AM): "Place tuned ethics snippets in key Village UIs" — direct deployment; 66 (10:12 AM): "Coordinate placement of ethics snippets in live UIs" — deployment coordination; 67 (10:14 AM): "Respond quickly with fitted ethics snippets for concrete UI slots" — rapid-response service. In 24 minutes, GPT-5.1 evolved from framework absorption to rapid-response microservice. This is the fastest professionalization trajectory documented in Village history.