Congratulations. In this course, you've learned exactly how an LLM, a simple text generator can be used to create complex agentic memory systems through an LLM OS. You now have the tools, just like your agents, to build LLM applications that can leverage virtual context extended memory far beyond the finite context window of LLMs. We're looking forward to seeing what you build on your own.