{"id":60586,"date":"2026-05-05T02:12:16","date_gmt":"2026-05-05T02:12:16","guid":{"rendered":"https:\/\/www.threatshub.org\/blog\/singapore-boffins-get-diverse-siems-singing-in-harmony-with-agentic-rule-translation\/"},"modified":"2026-05-05T02:12:16","modified_gmt":"2026-05-05T02:12:16","slug":"singapore-boffins-get-diverse-siems-singing-in-harmony-with-agentic-rule-translation","status":"publish","type":"post","link":"https:\/\/www.threatshub.org\/blog\/singapore-boffins-get-diverse-siems-singing-in-harmony-with-agentic-rule-translation\/","title":{"rendered":"Singapore boffins get diverse SIEMs singing in harmony with agentic rule translation"},"content":{"rendered":"<p>Academics from Singapore and China have found a way to make AI useful for cyber-defenders, by creating a technique that translates rules from diverse Security Information and Event Managements (SIEMs) so they\u2019re easier to consume across multiple systems.<\/p>\n<p>SIEMs collect log files from many sources and allow users to set rules that trigger alerts that a security operations center (SOC) considers in case they represent security incidents. Testing for an \u201cimpossible travel\u201d scenario \u2013 in which the same user logs on from New York and London within an hour, suggesting credential theft or other skulduggery \u2013 is a common SIEM rule.<\/p>\n<p>Many organizations end up with multiple SIEMs, which means complexity for SOCs.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"condor\" data-xsm=\",fluid,mpu,dmpu,\" data-sm=\",fluid,mpu,dmpu,\" data-md=\",fluid,mpu,dmpu,\"> <noscript> <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" target=\"_blank\"> <img decoding=\"async\" src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" alt> <\/a> <\/noscript> <\/div>\n<p>Enter researchers from the National University of Singapore and China\u2019s Fudan University, who recently presented a <a target=\"_blank\" rel=\"nofollow\" href=\"https:\/\/arxiv.org\/pdf\/2604.06762\">paper<\/a> [PDF] titled \u201cARuleCon: Agentic Security Rule Conversion\u201d in which they explain a technique they developed to translate rules so they\u2019re consumable by multiple SIEMs.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xmd=\",fluid,mpu,leaderboard,\" data-lg=\",fluid,mpu,leaderboard,\" data-xlg=\",fluid,billboard,superleaderboard,mpu,leaderboard,\" data-xxlg=\",fluid,billboard,superleaderboard,brandwidth,brandimpact,leaderboard,mpu,\"> <noscript> <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\"> <img decoding=\"async\" src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt> <\/a> <\/noscript> <\/div>\n<div class=\"adun_eagle_desktop_story_wrapper\">\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"mid\" data-raptor=\"eagle\" data-xxlg=\",mpu,dmpu,\"> <noscript> <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\"> <img decoding=\"async\" src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt> <\/a> <\/noscript> <\/div>\n<\/p><\/div>\n<p>Lead author Ming Xu told <i>The Register<\/i> she and her colleagues developed ARuleCon because SIEMs use specific schemas for rules, so a rule created with one SIEM won\u2019t work with another. While some vendors provide translation tools, they don\u2019t offer support for many SIEMs: the authors say Microsoft\u2019s tool shifts Splunk rules into Redmond\u2019s Sentinel SIEM but can\u2019t handle others.<\/p>\n<p>\u201cRule conversion can be performed manually by security experts, which are slow and imposes a heavy workload,\u201d the paper observes.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xsm=\",fluid,mpu,dmpu,\" data-sm=\",fluid,mpu,dmpu,\" data-md=\",fluid,mpu,dmpu,\"> <noscript> <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\"> <img decoding=\"async\" src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt> <\/a> <\/noscript> <\/div>\n<p>Tools like the <a target=\"_blank\" rel=\"nofollow\" href=\"https:\/\/sigmahq.io\/\">Sigma<\/a> framework aim to help manage and share rules across multiple platforms, but Ming and her co-authors think it, and other existing translation tools, don\u2019t do well with complex or interlinked rules.<\/p>\n<p>It\u2019s 2026 so it seems natural to try using an LLM to convert SIEM rules into different formats.<\/p>\n<p>The authors say that approach \u201ctypically yield a poor accuracy and lacks vendor-specific correctness\u201d because training data used to build LLMs doesn\u2019t include enough data about SIEM rule schemas.<\/p>\n<p>\u201cThese shortcomings call for a scalable, vendor-neutral, and reliable SIEM-rule conversion framework that retains existing rule value and eases SOC workloads,\u201d the paper states, before explaining how ARuleCon gets the job done with an &#8220;agentic RAG [retrieval augmented generation] pipeline that retrieves authoritative official vendor documentation to address the convention\/schema mismatches, and Python-based consistency check that running both source and target rules in controlled test environments to mitigate subtle semantic drifts.&#8221;<\/p>\n<p>Long story short, the researchers developed agentic tech capable of translating SIEM rules created using Splunk, Microsoft Sentinel, IBM QRadar, Google Chronicle and RSA NetWitness. Not all the conversions are brilliant, but ARuleCon can translate the proprietary rule format each SIEM vendor uses to multiple rival platforms \u2013 and does it more accurately than a generic LLM.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" id=\"story_eagle_xsm_sm_md_xmd_lg_xlg\" data-pos=\"mid\" data-raptor=\"eagle\" data-xsm=\",mpu,dmpu,\" data-sm=\",mpu,dmpu,\" data-md=\",mpu,dmpu,\" data-xmd=\",mpu,dmpu,\" data-lg=\",mpu,dmpu,\" data-xlg=\",mpu,dmpu,\"> <noscript> <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\"> <img decoding=\"async\" src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_security\/front&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33afmReRwB3Z8dKXoYCw8uUwAAAIY&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt> <\/a> <\/noscript> <\/div>\n<p>ARuleCon therefore makes it possible to export rules from one SIEM and use them in another.<\/p>\n<p>Ming told <i>The Register<\/i> she hopes the tool helps organizations to consider and plan SIEM consolidations or migrations, and emerge with SOCs that can more easily detect the signals of security threats and stop worrying about noise from multiple alerts. \u00ae<\/p>\n<p> READ MORE <a href=\"https:\/\/go.theregister.com\/feed\/www.theregister.com\/2026\/05\/05\/arulecon_siem_rule_conversion\/\">HERE<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Vendors all use different formats. This tech translates them all so you can smooth your SOC Academics from Singapore and China have found a way to make AI useful for cyber-defenders, by creating a technique that translates rules from diverse Security Information and Event Managements (SIEMs) so they\u2019re easier to consume across multiple systems.\u2026 READ MORE HERE&#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_layout":"default_layout","footnotes":""},"categories":[63],"tags":[],"class_list":["post-60586","post","type-post","status-publish","format-standard","hentry","category-the-register"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Singapore boffins get diverse SIEMs singing in harmony with agentic rule translation 2026 | ThreatsHub Cybersecurity News<\/title>\n<meta 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