In January 2026, MZHFEI updated the vendasta/partnercenter-docs repository to enhance documentation for lead capture notifications in the AI-assisted web chat system. Focusing on Markdown and technical writing, MZHFEI clarified the timing of lead capture events, detailed the types of notifications generated, and explained the handling of duplicate contacts. This work aimed to improve onboarding and support readiness for partner integrations by aligning documentation with existing standards and facilitating knowledge transfer. While no bugs were fixed during this period, the update provided clear, maintainable guidance for future development and support, demonstrating depth in AI integration and documentation best practices.