Gene | Human-in-the-loop AI Operator

I work as the human layer between AI systems and real-world execution. I’m a long-time, hands-on AI user, familiar with common failure patterns, hallucinations, and edge cases that emerge in real workflows. I help verify, correct, and execute AI outputs when accuracy, context, or judgment matters. Currently studying at the University of Melbourne, I’m trained to think critically, evaluate evidence, and operate in ambiguous problem spaces — especially where AI-generated outputs need human validation. I’m fast to brief, comfortable with underspecified tasks, and focused on making AI results actually usable in practice. Available for short-term tasks, validation, research assistance, decision support, and execution.