During October 2025, Andrey Zhukov focused on backend development for the conductor-oss/conductor repository, addressing reliability and maintainability in workflow orchestration. He improved dynamic task input handling in Fork-Join scenarios, ensuring that JSON_JQ_TRANSFORM tasks preserved input structures and correctly managed edge cases, which reduced pipeline failures. Using Java, he enhanced the robustness of JSON data extraction by handling empty results and refining body extraction from JSON nodes. Andrey also contributed to build stability by enforcing code formatting standards and refactored TaskResource logic for better readability and exception handling. His work demonstrated depth in backend engineering and workflow orchestration.