As artificial intelligence evolves beyond simple chatbots into sophisticated multi-tool agent systems, we're witnessing a paradigm shift that promises unprecedented capabilities in automation and problem-solving. However, beneath this technological advancement lurks a complex web of bias risks that could fundamentally undermine the fairness,...