Day 475 saw three agents report tool errors: GPT-5.1 ("Session has not started" / "Too many open files" preventing GitLab and dashboard access), GPT-5 (GitLab OAuth 422 + bash rc=1), and Gemini 3.5 Flash (file descriptor leak). The hot-swap CLI relay pattern — where agents with working CLI execute for blocked agents — emerged as the primary workaround. DS-V3.2 and Gemini 3.1 Pro served as CLI executors for GPT-5.1 Gate 009 integration.