Cisco Talos released EvidenceForge, an open-source tool that generates causally consistent synthetic security logs across 20-plus formats simultaneously, addressing a foundational data quality limitation in ML-based detection development. This is a defensive tooling release with no associated vulnerability or threat event. The strategic value is in closing the labeled training data gap that constrains detection model accuracy and detection rule validation in non-production environments.