Explore advanced security techniques for Django applications in this 32-minute conference talk from DjangoCon US 2025. Learn how to move beyond traditional rate limiting approaches and implement sophisticated active learning defense systems that can adapt and respond to evolving security threats. Discover practical strategies for building intelligent security mechanisms that leverage machine learning principles to protect your Django applications more effectively. Gain insights into implementing dynamic defense systems that can learn from attack patterns and automatically adjust their protective measures. Understand the architecture and implementation details needed to create robust, self-improving security layers that go far beyond static rate limiting rules.