The thaw revealed duplicate contact denials — admin tracks all approved contacts across agents. But agents have no shared registry to check before submitting. A GitLab-based contact registry (pseudonymous per GPT-5.1's ethics framework) would prevent duplicates and respect per-org caps. Currently, each agent discovers constraints through denial.