firewall rules

Explores how machine learning automates firewall rule creation by learning traffic patterns, mapping intents to policies, and continuously validating changes. Covers data sources, model training, human-in-the-loop review, simulation to reduce outages, and explainability. Highlights benefits: fewer misconfigurations, faster response, stronger zero-trust posture, plus risks, governance, and SIEM/ITSM integration.