The article presents TypeAgent, a sample code initiative by Microsoft that explores creating a personal agent using language models to interact with application agents. It focuses on integrating actions, memory, and plans to improve efficiency and user experience, employing principles that enhance collaboration and control information density. The TypeAgent Shell serves as a user interface for this personal agent, facilitating conversation and task management through natural language processing.