Signature-based detection works exactly as designed, but attackers don't. Machine learning and autonomous agents are changing detection entirely, shifting from "does this match a known pattern?" to "does this actually make sense in context?" From The Heap, Samaresh Kumar Singh breaks down how SnortML and agentic AI work together to catch novel attacks in context. stackoverflow.blog/2026/07/06/whe…