How We Built TRACEFORGE: Graph-Native Autonomous Incident Response on FalkorDB

TRACEFORGE and MAELIN address critical gaps in AI security by utilizing FalkorDB for graph-native autonomous incident response. Traditional SIEMs and LLM copilots rely on flat logs or vector databases, which lack graph connectivity and often cause production downtime by killing pods blindly. These new systems enable counterfactual simulation and precise analysis of exploit paths targeting privileged IAM roles. By acting on connected data, they provide a company brain for better agent memory and coordination during security alerts.