{"id":722,"date":"2026-05-17T02:50:16","date_gmt":"2026-05-16T23:50:16","guid":{"rendered":"https:\/\/biyer.com.tr\/?p=722"},"modified":"2026-05-17T02:50:16","modified_gmt":"2026-05-16T23:50:16","slug":"when-the-sensor-starts-thinking-snortml-agentic-ai-and-the-evolving-architecture-of-intrusion-detect","status":"publish","type":"post","link":"https:\/\/biyer.com.tr\/?p=722","title":{"rendered":"When the Sensor Starts Thinking: SnortML, Agentic AI, and the Evolving Architecture of Intrusion Detection"},"content":{"rendered":"<p>Signature-based detection has always known what it was looking for. Machine learning and autonomous agents are changing the question entirely, shifting from &quot;does this match a known pattern?&quot; to &quot;does this actually make sense in context?&quot;<\/p>\n<p><a href=\"https:\/\/stackoverflow.blog\/2026\/05\/11\/when-the-sensor-starts-thinking-snortml-agentic-ai-and-the-evolving-architecture-of-intrusion-detection\/\" target=\"_blank\">Orijinal Kayna\u011fa Git<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Signature-based detection has always known what it was looking for. Machine learning and autonomous agents are changing the question entirely, shifting from &quot;does this match a known pattern?&quot; to &quot;does this actually make sense in context?&quot; Orijinal Kayna\u011fa Git<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-722","post","type-post","status-publish","format-standard","hentry","category-genel"],"_links":{"self":[{"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/722","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=722"}],"version-history":[{"count":1,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/722\/revisions"}],"predecessor-version":[{"id":723,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/722\/revisions\/723"}],"wp:attachment":[{"href":"https:\/\/biyer.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=722"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/biyer.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}