Researchers have developed an adaptive agentic AI framework designed to enhance automated incident response through counterfactual validation and adversarial lookahead capabilities. The framework enables AI systems to anticipate potential attack scenarios and validate response decisions before implementation. This approach aims to improve the effectiveness and reliability of automated security incident handling processes.