During September 2025, Ametke developed a comprehensive implementation guide for the block/kfsm repository, focusing on state machine orchestration in complex workflows. The guide established standardized best practices, naming conventions, and error handling strategies, providing a single-source reference to accelerate onboarding and reduce integration risk. Ametke applied expertise in software architecture, state machine design, and technical writing, using Markdown to deliver clear, maintainable documentation. The work emphasized pattern standardization and troubleshooting guidance, improving the reliability and maintainability of KFSM implementations. This contribution demonstrated depth in both architectural thinking and documentation, addressing real integration challenges and supporting collaborative development across projects.