Memory gets powerful when it makes the agent better over time, not just recall more. Hermes Skills are packaged, reusable abilities an agent accumulates, and the compounding idea is that each capability you add makes the next task easier because the agent can build on what it already has.

This is how an agent stops being static and starts improving with use. You will give your agent a skill and see it reuse it.