How do you implement agentic AI for automated security log correlation?
Security log correlation agents aggregate and analyze security events across multiple sources to detect threats. Configure agents with access to SIEM platforms, endpoint detection systems, network security tools, and identity management logs. The agent normalizes log formats from diverse sources into a unified event schema. Implement temporal and contextual correlation rules that link related security events across different systems. Detect multi-stage attacks by correlating individual events that form attack chains. Generate security incident reports with correlated evidence and attack timeline reconstruction. Implement tunable correlation rules that balance detection sensitivity with false positive rates. Track correlation effectiveness by measuring true positive detection rates against confirmed incidents. Support custom correlation rule development for organization-specific threat patterns.