In September 2025, Ametke developed a comprehensive implementation guide for state machines in the block/kfsm repository, focusing on improving onboarding and consistency for contributors. The guide detailed best practices, definitions, and practical examples, all written in Markdown, to clarify state machine usage and accelerate adoption of the KFSM library. Drawing on skills in documentation, software architecture, and state machine design, Ametke aligned the new documentation with repository conventions, reducing ambiguity and supporting maintainability. This work codified usage patterns and knowledge sharing, providing a clear technical reference that addressed common pain points for developers integrating or extending state machines in KFSM.