{"id":56004,"date":"2024-11-06T14:42:47","date_gmt":"2024-11-06T19:42:47","guid":{"rendered":"https:\/\/sdtimes.com\/?p=56004"},"modified":"2024-11-06T14:42:47","modified_gmt":"2024-11-06T19:42:47","slug":"google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection","status":"publish","type":"post","link":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/","title":{"rendered":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">One of Google\u2019s security research initiatives, Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection. &#8220;We believe this is the first public example of an AI agent finding a previously unknown exploitable memory-safety issue in widely used real-world software,&#8221; the team wrote in a <a href=\"https:\/\/googleprojectzero.blogspot.com\/2024\/10\/from-naptime-to-big-sleep.html\">post<\/a>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Project Zero is a security research team at Google that studies zero-day vulnerabilities, and back in June they announced <\/span><a href=\"https:\/\/googleprojectzero.blogspot.com\/2024\/06\/project-naptime.html\"><span style=\"font-weight: 400;\">Project Naptime<\/span><\/a><span style=\"font-weight: 400;\">, a framework for LLM assisted vulnerability research. In recent months, Project Zero teamed up with Google DeepMind and turned Project Naptime into Big Sleep, which is what discovered the vulnerability.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The vulnerability discovered by Big Sleep was a stack buffer overflow in SQLite. The Project Zero team reported the vulnerability to the developers in October, who were able to fix it on the same day. Additionally, the vulnerability was discovered before it appeared in an official release.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cWe think that this work has tremendous defensive potential,\u201d the Project Zero team wrote<\/span><span style=\"font-weight: 400;\">. \u201cFinding vulnerabilities in software before it&#8217;s even released, means that there&#8217;s no scope for attackers to compete: the vulnerabilities are fixed before attackers even have a chance to use them.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to Project Zero, SQLite\u2019s existing testing infrastructure, including OSS-Fuzz and the project\u2019s own infrastructure, did not find the vulnerability.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This feat follows security research team <\/span><a href=\"https:\/\/team-atlanta.github.io\/blog\/post-asc-sqlite\/\"><span style=\"font-weight: 400;\">Team Atlanta<\/span><\/a><span style=\"font-weight: 400;\"> earlier this year also discovering a vulnerability in SQLite using LLM assisted detection. Project Zero used this as inspiration in its own research.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to Project Zero, the fact that Big Sleep was able to find a vulnerability in a well fuzzed open source project is exciting, but they also believe the results are still experimental and that a target-specific fuzzer would also be as effective at finding vulnerabilities.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cWe hope that in the future this effort will lead to a significant advantage to defenders &#8211; with the potential not only to find crashing testcases, but also to provide high-quality root-cause analysis, triaging and fixing issues could be much cheaper and more effective in the future. We aim to continue sharing our research in this space, keeping the gap between the public state-of-the-art and private state-of-the-art as small as possible,\u201d the team concluded.\u00a0<\/span><\/p>\n<!-- AddThis Advanced Settings generic via filter on the_content --><!-- AddThis Share Buttons generic via filter on the_content -->","protected":false},"excerpt":{"rendered":"<p>One of Google\u2019s security research initiatives, Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection. &#8220;We believe this is the first public example of an AI agent finding a previously unknown exploitable memory-safety issue in widely used real-world software,&#8221; the team wrote in a post. Project Zero is  &hellip; <a class=\"read-more\" href=\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\">continue reading<\/a><!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>\n","protected":false},"author":752,"featured_media":56005,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"cybocfi_hide_featured_image":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[1],"tags":[143,57,45],"coauthors":[11687],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times<\/title>\n<meta name=\"description\" content=\"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times\" \/>\n<meta property=\"og:description\" content=\"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\" \/>\n<meta property=\"og:site_name\" content=\"SD Times\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/SDTimesD2\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-06T19:42:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1810\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jenna Barron\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@sdtimes\" \/>\n<meta name=\"twitter:site\" content=\"@sdtimes\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jenna Barron\" \/>\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:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\"},\"author\":{\"name\":\"Jenna Barron\",\"@id\":\"https:\/\/sdtimes.com\/#\/schema\/person\/f2524e55ae19da07ea3613577da9f786\"},\"headline\":\"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection\",\"datePublished\":\"2024-11-06T19:42:47+00:00\",\"dateModified\":\"2024-11-06T19:42:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\"},\"wordCount\":380,\"publisher\":{\"@id\":\"https:\/\/sdtimes.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg\",\"keywords\":[\"AI\",\"Google\",\"security\"],\"articleSection\":[\"Latest News\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\",\"url\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\",\"name\":\"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times\",\"isPartOf\":{\"@id\":\"https:\/\/sdtimes.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg\",\"datePublished\":\"2024-11-06T19:42:47+00:00\",\"dateModified\":\"2024-11-06T19:42:47+00:00\",\"description\":\"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.\",\"breadcrumb\":{\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage\",\"url\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg\",\"contentUrl\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg\",\"width\":1810,\"height\":2560},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/sdtimes.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/sdtimes.com\/#website\",\"url\":\"https:\/\/sdtimes.com\/\",\"name\":\"SD Times\",\"description\":\"Software Development News\",\"publisher\":{\"@id\":\"https:\/\/sdtimes.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/sdtimes.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/sdtimes.com\/#organization\",\"name\":\"SD Times\",\"url\":\"https:\/\/sdtimes.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/sdtimes.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2014\/05\/deafaultlogo.png\",\"contentUrl\":\"https:\/\/sdtimes.com\/wp-content\/uploads\/2014\/05\/deafaultlogo.png\",\"width\":225,\"height\":90,\"caption\":\"SD Times\"},\"image\":{\"@id\":\"https:\/\/sdtimes.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/SDTimesD2\",\"https:\/\/x.com\/sdtimes\",\"https:\/\/www.linkedin.com\/company\/sdtimes\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/sdtimes.com\/#\/schema\/person\/f2524e55ae19da07ea3613577da9f786\",\"name\":\"Jenna Barron\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/sdtimes.com\/#\/schema\/person\/image\/b4be3423b187642936e62f121111345e\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b128943929626cdcafccbac86bd306f9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b128943929626cdcafccbac86bd306f9?s=96&d=mm&r=g\",\"caption\":\"Jenna Barron\"},\"description\":\"Jenna Barron is News Editor of SD Times.\",\"url\":\"https:\/\/sdtimes.com\/author\/jennifer-sargent\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times","description":"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.","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:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/","og_locale":"en_US","og_type":"article","og_title":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times","og_description":"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.","og_url":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/","og_site_name":"SD Times","article_publisher":"https:\/\/www.facebook.com\/SDTimesD2","article_published_time":"2024-11-06T19:42:47+00:00","og_image":[{"width":1810,"height":2560,"url":"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg","type":"image\/jpeg"}],"author":"Jenna Barron","twitter_card":"summary_large_image","twitter_creator":"@sdtimes","twitter_site":"@sdtimes","twitter_misc":{"Written by":"Jenna Barron","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#article","isPartOf":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/"},"author":{"name":"Jenna Barron","@id":"https:\/\/sdtimes.com\/#\/schema\/person\/f2524e55ae19da07ea3613577da9f786"},"headline":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection","datePublished":"2024-11-06T19:42:47+00:00","dateModified":"2024-11-06T19:42:47+00:00","mainEntityOfPage":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/"},"wordCount":380,"publisher":{"@id":"https:\/\/sdtimes.com\/#organization"},"image":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage"},"thumbnailUrl":"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg","keywords":["AI","Google","security"],"articleSection":["Latest News"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/","url":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/","name":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection - SD Times","isPartOf":{"@id":"https:\/\/sdtimes.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage"},"image":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage"},"thumbnailUrl":"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg","datePublished":"2024-11-06T19:42:47+00:00","dateModified":"2024-11-06T19:42:47+00:00","description":"Project Zero, has successfully managed to detect a zero-day memory safety vulnerability using LLM assisted detection.","breadcrumb":{"@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#primaryimage","url":"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg","contentUrl":"https:\/\/sdtimes.com\/wp-content\/uploads\/2024\/11\/pexels-mikhail-nilov-6964348.jpg","width":1810,"height":2560},{"@type":"BreadcrumbList","@id":"https:\/\/sdtimes.com\/security\/google-researchers-successfully-found-a-zero-day-vulnerability-using-llm-assisted-vulnerability-detection\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/sdtimes.com\/"},{"@type":"ListItem","position":2,"name":"Google researchers successfully found a zero-day vulnerability using LLM assisted vulnerability detection"}]},{"@type":"WebSite","@id":"https:\/\/sdtimes.com\/#website","url":"https:\/\/sdtimes.com\/","name":"SD Times","description":"Software Development News","publisher":{"@id":"https:\/\/sdtimes.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sdtimes.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/sdtimes.com\/#organization","name":"SD Times","url":"https:\/\/sdtimes.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sdtimes.com\/#\/schema\/logo\/image\/","url":"https:\/\/sdtimes.com\/wp-content\/uploads\/2014\/05\/deafaultlogo.png","contentUrl":"https:\/\/sdtimes.com\/wp-content\/uploads\/2014\/05\/deafaultlogo.png","width":225,"height":90,"caption":"SD Times"},"image":{"@id":"https:\/\/sdtimes.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/SDTimesD2","https:\/\/x.com\/sdtimes","https:\/\/www.linkedin.com\/company\/sdtimes\/"]},{"@type":"Person","@id":"https:\/\/sdtimes.com\/#\/schema\/person\/f2524e55ae19da07ea3613577da9f786","name":"Jenna Barron","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sdtimes.com\/#\/schema\/person\/image\/b4be3423b187642936e62f121111345e","url":"https:\/\/secure.gravatar.com\/avatar\/b128943929626cdcafccbac86bd306f9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b128943929626cdcafccbac86bd306f9?s=96&d=mm&r=g","caption":"Jenna Barron"},"description":"Jenna Barron is News Editor of SD Times.","url":"https:\/\/sdtimes.com\/author\/jennifer-sargent\/"}]}},"_links":{"self":[{"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/posts\/56004"}],"collection":[{"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/users\/752"}],"replies":[{"embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/comments?post=56004"}],"version-history":[{"count":1,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/posts\/56004\/revisions"}],"predecessor-version":[{"id":56006,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/posts\/56004\/revisions\/56006"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/media\/56005"}],"wp:attachment":[{"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/media?parent=56004"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/categories?post=56004"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/tags?post=56004"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/sdtimes.com\/wp-json\/wp\/v2\/coauthors?post=56004"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}