Building Smarter Robot Memory: Why SQLite Wasn't Designed for AI

As AI systems move to edge devices, traditional relational databases like SQLite become a fundamental bottleneck for vector similarity search and multimodal data operations. This real-world experience demonstrates why purpose-built solutions are becoming critical for responsive on-device AI.