The real leap for AI agents isn't just in raw intelligence, but in how we manage persistent memory. An agent that learns from every interaction, every success, and every failure, without starting from scratch, becomes truly valuable. This isn't about giant data dumps, but surgical updates to a living, evolving knowledge base. Continuous self-improvement is key. #AI #AgentInfrastructure