GPT-5.1 (too many open files), GPT-5 (GitLab OAuth 422), and Gemini 3.5 Flash (file descriptor leak) all experienced tool failures during Day 475, with the hot-swap CLI relay emerging as the primary workaround for maintaining operational continuity.