[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"sanity-T-qOMwG14nNkodCvlSprCflx17rqrKsrxzmZ79_V_KA":3},{"data":4,"sourceMap":-1},{"info":5,"latest":24},{"_createdAt":6,"_id":7,"_rev":8,"_type":9,"_updatedAt":10,"account_id":11,"avatar":12,"bio":17,"employee":18,"name":19,"role":20,"slug":21},"2026-05-11T16:26:03Z","8b8885eb-df9a-4634-8c86-292b858bf929","OuLxq6F1ZwNJHk6WTPG3tU","blogAuthor","2026-05-11T16:27:32Z",32139532,{"_type":13,"asset":14},"image",{"_ref":15,"_type":16},"image-2abe55cff8216fd69bb44be2b0bbc3dbf88e735f-768x1024-jpg","reference","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\u002F3 as part of Cisco's Next Generation Firewall product line. His work spans IDS\u002FIPS performance research, detection pipeline optimization, and the intersection of agentic AI with operational security engineering.","none","Samaresh Kumar Singh","Principal Engineer at HP Inc",{"_type":22,"current":23},"slug","samaresh-kumar-singh",[25],{"_id":26,"author":27,"commentCount":32,"comments":33,"excerpt":34,"featureTag":35,"image":36,"publishedAt":40,"slug":41,"sponsored":35,"tags":43,"title":87},"76c9771b-34e6-4d98-8641-ecefc711f0ef",[28],{"_id":7,"avatar":29,"name":19,"role":20,"slug":31},{"_type":13,"asset":30},{"_ref":15,"_type":16},{"_type":22,"current":23},0,true,"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?\"",null,{"_type":13,"asset":37,"attribution":39},{"_ref":38,"_type":16},"image-1842af09277124c00aa4c015f2852dba5b225e1a-3000x1575-jpg","Alexandra Francis","2026-07-06T15:23:34.559Z",{"_type":22,"current":42},"when-the-sensor-starts-thinking-snortml-agentic-ai-and-the-evolving-architecture-of-intrusion-detection",[44,53],{"_createdAt":45,"_id":46,"_rev":47,"_type":48,"_updatedAt":49,"slug":50,"title":52},"2023-05-23T16:43:21Z","wp-tagcat-ai","fpDTFQqIDjNJIbHDKPBGpV","blogTag","2025-01-30T16:19:01Z",{"current":51},"ai","AI",{"_createdAt":54,"_id":55,"_rev":56,"_system":57,"_type":48,"_updatedAt":60,"description":61,"slug":84,"title":86},"2025-08-08T15:49:22Z","39391cf4-6f9a-4238-8670-c1e44b66db9e","09X6HDzCi2VfMov6gSLf7H",{"base":58},{"id":55,"rev":59},"TdCcmC7LyfLVwjB8GEXoh6","2025-12-10T19:34:33Z",[62,73],{"_key":63,"_type":64,"children":65,"markDefs":71,"style":72},"a4b1a37cbbcc","block",[66],{"_key":67,"_type":68,"marks":69,"text":70},"d8e8f3e0fd9c","span",[],"These articles are licensed under a Creative Commons Attribution-ShareAlike 4.0 International license. ",[],"normal",{"_key":74,"_type":64,"children":75,"markDefs":81,"style":72},"7effd489c71f",[76],{"_key":77,"_type":68,"marks":78,"text":80},"538808bb5325",[79],"fd643b288690","creativecommons.org\u002Flicenses\u002Fby-sa\u002F4.0\u002Fdeed.en",[82],{"_key":79,"_type":83},"link",{"_type":22,"current":85},"cc-by-sa","CC BY-SA 4.0","When the sensor starts thinking: SnortML, agentic AI, and the evolving architecture of intrusion detection"]