{"type": "article", "title": "I built a file-grounded continuity system for my AI German teacher—what am I overcomplicating?", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/i-built-a-file-grounded-continuity-system-for-my-ai-german-teacher-what-am-i", "original_source": "https://dev.to/nr7whfms97/i-built-a-file-grounded-continuity-system-for-my-ai-german-teacher-what-am-i-overcomplicating-i32", "published": "2026-07-11T21:43:57+00:00", "accessed": "2026-07-12", "id": "i-built-a-file-grounded-continuity-system-for-my-ai-german-teacher-what-am-i"}