The document discusses the challenges and solutions in creating reliable Software-Defined Networking (SDN) firewalls, specifically addressing dynamic policy updates, indirect security violations, and architecture options. It presents FlowGuard, a comprehensive framework aimed at improving violation detection and resolution in SDN firewalls. The document also outlines the evaluation of FlowGuard in real-world network environments and ongoing work for further enhancement of SDN firewalls.