Wilhelm Dorian focused on architectural refinement within the DefiLlama-Adapters repository, addressing a key stability issue in the staking workflow. He relocated staking functionality from the kinetiq-markets module to the kinetiq module, consolidating logic to create a unified and more accessible staking experience. This refactor, implemented using Node.js and JavaScript, reduced cross-module friction and improved code maintainability. By aligning module boundaries and centralizing staking logic, Wilhelm enhanced traceability and set a foundation for faster future changes. His work demonstrated depth in full stack development, prioritizing long-term stability and maintainability over feature delivery during this period, with one critical bug resolved.