Agentic AI systems are now moving beyond short-term task execution to long-term memory retention. These agents don’t just complete a job—they learn from every interaction. With memory as a native feature, they can evolve, adapt, and deliver context-rich experiences over time, much like a human learning curve—but at machine scale.