Mellissa Takahashi serves with the Ohio Cyber Reserve, Ohio’s volunteer civilian cyber defense force. Professionally, she manages vulnerability management, secure design, and threat assessment across multiple lines of business at JPMorgan Chase, where AI has compressed the window between vulnerability disclosure and active exploitation. She is particularly interested in how divergent regulatory and design choices across global AI ecosystems shape both how systems get built and how they get attacked.