I built a file-grounded continuity system for my AI German teacher—what am I overcomplicating?

The author developed a sophisticated file-grounded continuity system to address the challenges of maintaining context in long-term interactions with their AI German tutor named Felix. As conversations grow, the risk of losing context increases, especially when platforms change or files become unavailable. This innovation aims to preserve learning history, project decisions, and the current state of lessons, preventing the need to reconstruct this information repeatedly. The endeavor highlights the potential complexities in maintaining continuity in AI-driven educational tools.