During May 2025, Andrii Chipiga enhanced the i-am-bee/bee-agent-framework by implementing cross-language parser option parity between Python and TypeScript. He focused on agent development and parser configuration, enabling the wait_for_start_node and end_on_repeat options in the Python agent runner to mirror TypeScript’s behavior. This technical approach improved parsing robustness and predictability, reducing edge-case failures and inconsistencies across languages. Working primarily in Python, Andrii documented and applied these changes to ensure maintainability and clarity. The work demonstrated a focused, in-depth contribution to the framework’s reliability, addressing nuanced parsing issues and aligning multi-language agent runner behavior for future development.