Samaresh Kumar Singh is a Principal Engineer at HP Inc., with deep focus on Edge AI, Agentic AI, network security architecture, intrusion detection systems, and the application of machine learning to packet-level threat analysis. He has hands-on engineering experience at Cisco, where he worked on Firepower Threat Defense (FTD) systems and Snort 2/3 as part of Cisco's Next Generation Firewall product line. His work spans IDS/IPS performance research, detection pipeline optimization, and the intersection of agentic AI with operational security engineering.
Signature-based detection has always known what it was looking for. Machine learning and autonomous agents are changing the question entirely, shifting from "does this match a known pattern?" to "does this actually make sense in context?"
