{"id":55568,"date":"2024-03-13T00:00:00","date_gmt":"2024-03-13T00:00:00","guid":{"rendered":"urn:uuid:a5b4e818-680c-2548-a427-5eee634cc25b"},"modified":"2024-03-13T00:00:00","modified_gmt":"2024-03-13T00:00:00","slug":"a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud","status":"publish","type":"post","link":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/","title":{"rendered":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/trendmicro.scene7.com\/is\/image\/trendmicro\/rpa-al-ml-use-cases-HUD:Large?qlt=80\"><\/p>\n<div><img decoding=\"async\" src=\"https:\/\/www.trendmicro.com\/content\/dam\/trendmicro\/global\/en\/research\/thumbnails\/24\/rpa-al-ml-use-cases-HUD.jpg\" class=\"ff-og-image-inserted\"><\/div>\n<p><span class=\"body-subhead-title\"><span>RPA in Impact for Automated Monitoring and Notification<\/span><\/span><b><\/b><\/p>\n<p>The government shutdown revealed the fragility in HUD&#8217;s contract management processes. In response, we innovatively deployed RPA to automate the monitoring of housing contract expirations, overcoming the constraints of its outdated systems.<\/p>\n<p>It is expensive and time-consuming to complete mainframe migration. Before a full modernization effort can occur, for repetitive monitoring\/alerting\/notification of funding contracts, we built and prototyped a <a href=\"https:\/\/www.linkedin.com\/company\/uipath\/\" target=\"_blank\" rel=\"noopener\">UiPath<\/a> bot within a few weeks, spending a few more weeks to validate with stakeholders, capability documentation, and cybersecurity assessment and approval.<\/p>\n<p>We deployed the bot in less than 90 days. The most time-consuming task was completing the government procurement process to acquire licenses and support. This swift implementation of RPA showcased a significant leap towards operational resilience and efficiency.<\/p>\n<p><span class=\"body-subhead-title\"><span>Challenge 2: Federal Regulation Creates Significant Challenges to Digital<\/span><\/span><b><\/b><\/p>\n<p>Transformation Federal CIOs face significant challenges in procurement and HR, particularly in the context of transforming legacy IT environments:<\/p>\n<p><b>Procurement<\/b>: Navigating complex federal acquisition regulations often leads to lengthy procurement cycles, limiting the ability to quickly adopt new technologies. This can hinder efforts to modernize legacy systems, which often include outdated mainframes, and can delay the implementation of essential cybersecurity measures and data protection protocols.<\/p>\n<p><b>HR<\/b>: Recruiting individuals with the right technical expertise and management skills is challenging due to stringent federal hiring practices and competition with the private sector. The lack of skilled personnel can impede the progress of IT transformations, including securing sensitive data, ensuring transparency in government spending, and enhancing citizen services.<\/p>\n<p><span class=\"body-subhead-title\"><span>AI\/ML and Big Data Impact for Process Re-engineering of HR and Procurement<\/span><\/span><b><\/b><\/p>\n<p>These challenges were no different at HUD. To understand operating constraints, federal regulation impacts, timelines, workflows, and bottlenecks of acquisition and hiring, we turned to AI\/ML and big data analysis.<\/p>\n<p>We leveraged this artificial intelligence (AI) and machine learning (ML) capability called LiveObjects, which allows HUD to ingest an enormous amount of structured and unstructured agency procurement and HR data; the system is also designed to learn the intricacies of US Federal Government hiring and procurement regulations and processes through orchestrating the acquisition and hiring workflow; additionally, we spent time ensuring proper cybersecurity measures were in place for sensitive data; and developed data visualization capabilities mapping out processes, time taken, and identification of bottlenecks.<\/p>\n<p>We were able to demonstrate performance gaps in these functions by tapping into the power of AI\/ML, with learned scenario recommendations on improving isolated bottlenecks or greatest time or resource saving flows.<\/p>\n<p>It started out as a proof of concept of (2) GSA-assisted acquisitions, analyzing procurement steps, timeframes, and identifying bottlenecks. With the demonstrated success, we partnered with our HR and Procurement counterparts to complete analysis of all the recruitments and procurement actions taken from 2018 to 2020 and subsequently took corrective action steps. Having the right technology and skilled personnel is crucial for modernizing IT infrastructure, securing data, ensuring accountability, executing government programs efficiently, and improving stakeholder experiences with government services.<\/p>\n<p> Read More <a href=\"https:\/\/www.trendmicro.com\/en_us\/ciso\/24\/c\/rpa-al-ml-use-cases-HUD.html\">HERE<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore two RPA and AI\/ML use cases at HUD during the operational challenges of the longest US Government shutdown, a rigid legacy IT environment, and complex federal regulations. Read More HERE&#8230;<\/p>\n","protected":false},"author":2,"featured_media":55569,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_layout":"default_layout","footnotes":""},"categories":[61],"tags":[9528,9549,9548,9527,9529],"class_list":["post-55568","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trendmicro","tag-trend-micro-ciso-article","tag-trend-micro-ciso-cloud","tag-trend-micro-ciso-digital-transformation","tag-trend-micro-ciso-expert-perspective","tag-trend-micro-ciso-risk-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Necessary Digital Odyssey of RPA and AI\/ML at HUD 2026 | ThreatsHub Cybersecurity News<\/title>\n<meta name=\"description\" content=\"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security &amp; Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Necessary Digital Odyssey of RPA and AI\/ML at HUD 2026 | ThreatsHub Cybersecurity News\" \/>\n<meta property=\"og:description\" content=\"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security &amp; Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/\" \/>\n<meta property=\"og:site_name\" content=\"ThreatsHub Cybersecurity News\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-13T00:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/trendmicro.scene7.com\/is\/image\/trendmicro\/rpa-al-ml-use-cases-HUD:Large?qlt=80\" \/>\n<meta name=\"author\" content=\"TH Author\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@threatshub\" \/>\n<meta name=\"twitter:site\" content=\"@threatshub\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TH Author\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/\"},\"author\":{\"name\":\"TH Author\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#\\\/schema\\\/person\\\/12e0a8671ff89a863584f193e7062476\"},\"headline\":\"A Necessary Digital Odyssey of RPA and AI\\\/ML at HUD\",\"datePublished\":\"2024-03-13T00:00:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/\"},\"wordCount\":504,\"publisher\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg\",\"keywords\":[\"Trend Micro CISO : Article\",\"Trend Micro CISO : Cloud\",\"Trend Micro CISO : Digital Transformation\",\"Trend Micro CISO : Expert Perspective\",\"Trend Micro CISO : Risk Management\"],\"articleSection\":[\"TrendMicro\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/\",\"url\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/\",\"name\":\"A Necessary Digital Odyssey of RPA and AI\\\/ML at HUD 2026 | ThreatsHub Cybersecurity News\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg\",\"datePublished\":\"2024-03-13T00:00:00+00:00\",\"description\":\"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security & Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg\",\"contentUrl\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg\",\"width\":976,\"height\":534},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Trend Micro CISO : Article\",\"item\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/tag\\\/trend-micro-ciso-article\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"A Necessary Digital Odyssey of RPA and AI\\\/ML at HUD\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/\",\"name\":\"ThreatsHub Cybersecurity News\",\"description\":\"%%focuskw%% Threat Intel \u2013 Threat Intel Services \u2013 CyberIntelligence \u2013 Cyber Threat Intelligence - Threat Intelligence Feeds - Threat Intelligence Reports - CyberSecurity Report \u2013 Cyber Security PDF \u2013 Cybersecurity Trends - Cloud Sandbox \u2013- Threat IntelligencePortal \u2013 Incident Response \u2013 Threat Hunting \u2013 IOC - Yara - Security Operations Center \u2013 SecurityOperation Center \u2013 Security SOC \u2013 SOC Services - Advanced Threat - Threat Detection - TargetedAttack \u2013 APT \u2013 Anti-APT \u2013 Advanced Protection \u2013 Cyber Security Services \u2013 Cybersecurity Services -Threat Intelligence Platform\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#organization\"},\"alternateName\":\"Threatshub.org\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#organization\",\"name\":\"ThreatsHub.org\",\"alternateName\":\"Threatshub.org\",\"url\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Threatshub_Favicon1.jpg\",\"contentUrl\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Threatshub_Favicon1.jpg\",\"width\":432,\"height\":435,\"caption\":\"ThreatsHub.org\"},\"image\":{\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/threatshub\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.threatshub.org\\\/blog\\\/#\\\/schema\\\/person\\\/12e0a8671ff89a863584f193e7062476\",\"name\":\"TH Author\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g\",\"caption\":\"TH Author\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD 2026 | ThreatsHub Cybersecurity News","description":"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security & Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/","og_locale":"en_US","og_type":"article","og_title":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD 2026 | ThreatsHub Cybersecurity News","og_description":"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security & Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.","og_url":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/","og_site_name":"ThreatsHub Cybersecurity News","article_published_time":"2024-03-13T00:00:00+00:00","og_image":[{"url":"https:\/\/trendmicro.scene7.com\/is\/image\/trendmicro\/rpa-al-ml-use-cases-HUD:Large?qlt=80","type":"","width":"","height":""}],"author":"TH Author","twitter_card":"summary_large_image","twitter_creator":"@threatshub","twitter_site":"@threatshub","twitter_misc":{"Written by":"TH Author","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#article","isPartOf":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/"},"author":{"name":"TH Author","@id":"https:\/\/www.threatshub.org\/blog\/#\/schema\/person\/12e0a8671ff89a863584f193e7062476"},"headline":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD","datePublished":"2024-03-13T00:00:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/"},"wordCount":504,"publisher":{"@id":"https:\/\/www.threatshub.org\/blog\/#organization"},"image":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#primaryimage"},"thumbnailUrl":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2024\/03\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg","keywords":["Trend Micro CISO : Article","Trend Micro CISO : Cloud","Trend Micro CISO : Digital Transformation","Trend Micro CISO : Expert Perspective","Trend Micro CISO : Risk Management"],"articleSection":["TrendMicro"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/","url":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/","name":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD 2026 | ThreatsHub Cybersecurity News","isPartOf":{"@id":"https:\/\/www.threatshub.org\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#primaryimage"},"image":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#primaryimage"},"thumbnailUrl":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2024\/03\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg","datePublished":"2024-03-13T00:00:00+00:00","description":"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security & Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.","breadcrumb":{"@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#primaryimage","url":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2024\/03\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg","contentUrl":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2024\/03\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud.jpg","width":976,"height":534},{"@type":"BreadcrumbList","@id":"https:\/\/www.threatshub.org\/blog\/a-necessary-digital-odyssey-of-rpa-and-ai-ml-at-hud\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.threatshub.org\/blog\/"},{"@type":"ListItem","position":2,"name":"Trend Micro CISO : Article","item":"https:\/\/www.threatshub.org\/blog\/tag\/trend-micro-ciso-article\/"},{"@type":"ListItem","position":3,"name":"A Necessary Digital Odyssey of RPA and AI\/ML at HUD"}]},{"@type":"WebSite","@id":"https:\/\/www.threatshub.org\/blog\/#website","url":"https:\/\/www.threatshub.org\/blog\/","name":"ThreatsHub Cybersecurity News","description":"%%focuskw%% Threat Intel \u2013 Threat Intel Services \u2013 CyberIntelligence \u2013 Cyber Threat Intelligence - Threat Intelligence Feeds - Threat Intelligence Reports - CyberSecurity Report \u2013 Cyber Security PDF \u2013 Cybersecurity Trends - Cloud Sandbox \u2013- Threat IntelligencePortal \u2013 Incident Response \u2013 Threat Hunting \u2013 IOC - Yara - Security Operations Center \u2013 SecurityOperation Center \u2013 Security SOC \u2013 SOC Services - Advanced Threat - Threat Detection - TargetedAttack \u2013 APT \u2013 Anti-APT \u2013 Advanced Protection \u2013 Cyber Security Services \u2013 Cybersecurity Services -Threat Intelligence Platform","publisher":{"@id":"https:\/\/www.threatshub.org\/blog\/#organization"},"alternateName":"Threatshub.org","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.threatshub.org\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.threatshub.org\/blog\/#organization","name":"ThreatsHub.org","alternateName":"Threatshub.org","url":"https:\/\/www.threatshub.org\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.threatshub.org\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2025\/05\/Threatshub_Favicon1.jpg","contentUrl":"https:\/\/www.threatshub.org\/blog\/coredata\/uploads\/2025\/05\/Threatshub_Favicon1.jpg","width":432,"height":435,"caption":"ThreatsHub.org"},"image":{"@id":"https:\/\/www.threatshub.org\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/threatshub"]},{"@type":"Person","@id":"https:\/\/www.threatshub.org\/blog\/#\/schema\/person\/12e0a8671ff89a863584f193e7062476","name":"TH Author","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/066276f086d5155df79c850206a779ad368418a844da0182ce43f9cd5b506c3d?s=96&d=mm&r=g","caption":"TH Author"}}]}},"_links":{"self":[{"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/posts\/55568","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/comments?post=55568"}],"version-history":[{"count":0,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/posts\/55568\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/media\/55569"}],"wp:attachment":[{"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/media?parent=55568"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/categories?post=55568"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.threatshub.org\/blog\/wp-json\/wp\/v2\/tags?post=55568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}