A surprising insight from working with enterprise teams is that RAG architectures often underperform when the focus is solely on retrieval accuracy. Instead, integrating agent-like memory capabilities can significantly enhance real-time adaptability in AI systems. This allows models to evolve and learn from interactions, creating smarter, more context-aware solutions. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)