Mike Nelson discusses the development of ArmatureJS, an in-house JavaScript toolkit designed to streamline web app construction by consolidating features like module loading, language utilities, and UI components, primarily using jQuery. The toolkit was created due to clients' reluctance to adopt third-party code, and its implementation focuses on modular design, consistency, documentation, and testing. Key recommendations include borrowing ideas, maintaining a clear API, managing releases, and ensuring cross-platform compatibility.