{"id":15075,"date":"2023-05-21T18:24:43","date_gmt":"2023-05-21T18:24:43","guid":{"rendered":"https:\/\/faisalhoque.com\/?p=15075"},"modified":"2023-05-21T18:24:43","modified_gmt":"2023-05-21T18:24:43","slug":"understanding-the-limitations-of-ai","status":"publish","type":"post","link":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/","title":{"rendered":"Understanding the Limitations of AI"},"content":{"rendered":"<h3>Panaceas are hard to come by. And artificial intelligence (AI) is certainly no exception.<\/h3>\n<p style=\"font-weight: 400;\">As AI muscles it way into various areas of everyday life, a great deal of attention seems to be divided into one of two categories:<\/p>\n<ol>\n<li>All the wonderful things it can do.<\/li>\n<li>All of the horrific things it might do.<\/li>\n<\/ol>\n<p style=\"font-weight: 400;\">While those are bona fide concerns within reason, perhaps a healthier, more balanced point of discussion is AI\u2019s limitations.<\/p>\n<p style=\"font-weight: 400;\">Rather than simply extolling AI or cowering from its perceived evil potential, looking at AI as a powerful tool with decided boundaries can help leaders and organizations better map out strategies with which AI can be used as constructively and ethically as possible\u2014in effect, not asking it to do what it simply cannot do well.<\/p>\n<p style=\"font-weight: 400;\">Here are some suggestions:<\/p>\n<ul>\n<li><strong>It won\u2019t catch your mistakes.<\/strong> Although AI\u2019s analytic muscle can be substantial, the results it produces depend completely on the information fed into it. Even data that\u2019s inadvertently skewed will generate similarly unreliable output. For instance, when Microsoft first began to use AI to evaluate job applicants, it inputted resumes from the prior 10 years\u2014most of which were from males. As a result, AI interpreted this to mean that men were more attractive candidates than women, a bias that Microsoft didn\u2019t intend to encourage.<\/li>\n<li><strong>\u201cNarrow intelligence.\u201d <\/strong>AI can beat chess grandmasters. It can outplay Jeopardy! Champions.\u00a0 But it can\u2019t necessarily address more complicated problems, as David Professor of Complexity at the Santa Fe Unit Melanie Mitchell writes: \u201cIf people see a machine do something amazing, albeit in a narrow area, they often assume the field is that much further along toward general AI.\u201d<a href=\"applewebdata:\/\/B21DEBEF-EF12-4EFE-99B9-2746856EF456#_ftn1\" name=\"_ftnref1\">[1]<\/a>\u00a0 For instance, while natural language processing systems are skilled at translation and text generation, they\u2019re still incapable of conversing at length as humans can.<\/li>\n<li><strong>It won\u2019t pick up on subtlety.<\/strong> Again, AI can only offer predictions and decisions based precisely on whatever data it\u2019s received. That can cut a very fine line. For instance, when asked to perform a similar\u2014not identical\u2014task, AI will most likely defer to the process and outcome it worked with before. That\u2019s because it cannot grasp subtlety or nuance and arrive at an outcome that reflects those subjective factors. As such, AI can very well struggle in retail settings, where its understanding of customer preferences and foibles can\u2019t approach those of experienced human salespeople.<\/li>\n<li><strong>\u201cBrain in a vat.\u201d <\/strong>Although many believe that intelligence is specific to the brain alone, a growing body of research ties human intelligence with other forms of external stimuli. Phrased another way, lacking the effects of physical experience, a \u201cbrain in a vat\u201d that relies exclusively on algorithms and the data it receives may produce empirical conclusions, but less complete\u2014and possibly less reliable&#8211;than human thought.<\/li>\n<li><strong>No empathy. <\/strong>The jury is still very much out with regard to use of AI in medicine. While it\u2019s been hailed as a breakthrough for disease identification and treatment recommendations, incidents such as IBM\u2019s Watson offering unsafe treatment regimens for cancer patients uncover gaping flaws. Moreover, once medicine moves past empirical diagnosis and care, AI is simply incapable of the empathy and human feel that many medical positions require, such as nursing and physical therapy.<\/li>\n<\/ul>\n<p style=\"font-weight: 400;\">All-encompassing solutions are few and far between. Happily, evil incarnate is equally isolated. When considering the use of AI in your organization, it\u2019s helpful to split the difference and consider the technology as decidedly promising but\u2014at least for now\u2014with its share of practical limitations.<\/p>\n<p style=\"font-weight: 400;\">That can prompt reasoned decision making with regard to AI, rather than an exaggerated perspective that prompt equally overblown conclusions.<\/p>\n<p style=\"text-align: center;\">####<\/p>\n<p><a href=\"applewebdata:\/\/B21DEBEF-EF12-4EFE-99B9-2746856EF456#_ftnref1\" name=\"_ftn1\">[1]<\/a> Dickson, Ben, \u201cThe four most common fallacies of AI,\u201d VentureBeat, May 8, 2021.<a href=\"applewebdata:\/\/0339BF05-C8F5-4A74-870C-7FF71291D057#_ftnref1\" name=\"_ftn1\"><\/a><\/p>\n<p><em>Adapted from <\/em><a href=\"https:\/\/www.barnesandnoble.com\/w\/reinvent-faisal-hoque\/1143093580\" target=\"_blank\" rel=\"noopener\">REINVENT: Navigating Business Transformation in a Hyperdigital Era<\/a><em> by Faisal Hoque (Fast Company Press, 2023), in association with IMD. All rights reserved.<\/em><\/p>\n<p>REINVENT debuted as the #1 <a href=\"https:\/\/www.linkedin.com\/company\/the-wall-street-journal\/\" data-attribute-index=\"8\" data-entity-type=\"MINI_COMPANY\">The Wall Street Journal<\/a> bestseller and is The 21st Annual American Business Awards\u00ae, 2023 Best Business Book of The Year, The <a href=\"https:\/\/www.linkedin.com\/company\/the-stevie-awards\/\" data-attribute-index=\"10\" data-entity-type=\"MINI_COMPANY\">The Stevie\u00ae Awards<\/a> Silver Winner.<\/p>\n<p><strong><em>Copyright (c) 2023 by Faisal Hoque. All rights reserved.<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Panaceas are hard to come by. And artificial intelligence (AI) is certainly no exception.<\/p>\n","protected":false},"author":1,"featured_media":15076,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[519,556,557,531],"tags":[951,773,522,991,516,550,560,974,994,992,786],"class_list":["post-15075","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs","category-most-recent-blogs","category-innovation-blogs","category-leadership","tag-ai","tag-digital-transformation","tag-economy","tag-ethics","tag-faisal-hoque-2","tag-innovation","tag-management","tag-measurement","tag-metrics","tag-portfolio","tag-value"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Understanding the Limitations of AI - Faisal Hoque<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Understanding the Limitations of AI - Faisal Hoque\" \/>\n<meta property=\"og:description\" content=\"Panaceas are hard to come by. And artificial intelligence (AI) is certainly no exception.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Faisal Hoque\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-21T18:24:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"785\" \/>\n\t<meta property=\"og:image:height\" content=\"442\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Faisal Hoque\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Faisal Hoque\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\"},\"author\":{\"name\":\"Faisal Hoque\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/c5dc3c9d27147a81ac2d242f7e0cccae\"},\"headline\":\"Understanding the Limitations of AI\",\"datePublished\":\"2023-05-21T18:24:43+00:00\",\"dateModified\":\"2023-05-21T18:24:43+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\"},\"wordCount\":693,\"publisher\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#organization\"},\"image\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg\",\"keywords\":[\"AI\",\"Digital Transformation\",\"Economy\",\"ethics\",\"Faisal Hoque\",\"innovation\",\"Management\",\"Measurement\",\"metrics\",\"Portfolio\",\"Value\"],\"articleSection\":[\"Blogs\",\"Blogs I Articles\",\"Creativity | Innovation\",\"Leadership | Management\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\",\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\",\"name\":\"Understanding the Limitations of AI - Faisal Hoque\",\"isPartOf\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg\",\"datePublished\":\"2023-05-21T18:24:43+00:00\",\"dateModified\":\"2023-05-21T18:24:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage\",\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg\",\"contentUrl\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg\",\"width\":785,\"height\":442,\"caption\":\"Ai tech, businessman show virtual graphic Global Internet connect Chatgpt Chat with AI, Artificial Intelligence. using command prompt for generates something, Futuristic technology transformation.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/staging.frameroinfotech.com\/fh\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Understanding the Limitations of AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#website\",\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/\",\"name\":\"Faisal Hoque\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/staging.frameroinfotech.com\/fh\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#organization\",\"name\":\"Faisal Hoque\",\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2024\/09\/header_logo.png\",\"contentUrl\":\"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2024\/09\/header_logo.png\",\"width\":246,\"height\":54,\"caption\":\"Faisal Hoque\"},\"image\":{\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/c5dc3c9d27147a81ac2d242f7e0cccae\",\"name\":\"Faisal Hoque\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c76e94a5e41cdf353d16911071eb8cef57feea832ed6ccc8e2c43039ee7071f6?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c76e94a5e41cdf353d16911071eb8cef57feea832ed6ccc8e2c43039ee7071f6?s=96&d=mm&r=g\",\"caption\":\"Faisal Hoque\"},\"sameAs\":[\"https:\/\/staging.frameroinfotech.com\/fh\"],\"url\":\"https:\/\/staging.frameroinfotech.com\/fh\/author\/faisal-hoque\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Understanding the Limitations of AI - Faisal Hoque","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"Understanding the Limitations of AI - Faisal Hoque","og_description":"Panaceas are hard to come by. And artificial intelligence (AI) is certainly no exception.","og_url":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/","og_site_name":"Faisal Hoque","article_published_time":"2023-05-21T18:24:43+00:00","og_image":[{"width":785,"height":442,"url":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg","type":"image\/jpeg"}],"author":"Faisal Hoque","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Faisal Hoque","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#article","isPartOf":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/"},"author":{"name":"Faisal Hoque","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/c5dc3c9d27147a81ac2d242f7e0cccae"},"headline":"Understanding the Limitations of AI","datePublished":"2023-05-21T18:24:43+00:00","dateModified":"2023-05-21T18:24:43+00:00","mainEntityOfPage":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/"},"wordCount":693,"publisher":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/#organization"},"image":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg","keywords":["AI","Digital Transformation","Economy","ethics","Faisal Hoque","innovation","Management","Measurement","metrics","Portfolio","Value"],"articleSection":["Blogs","Blogs I Articles","Creativity | Innovation","Leadership | Management"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/","url":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/","name":"Understanding the Limitations of AI - Faisal Hoque","isPartOf":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/#website"},"primaryImageOfPage":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage"},"image":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg","datePublished":"2023-05-21T18:24:43+00:00","dateModified":"2023-05-21T18:24:43+00:00","breadcrumb":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#primaryimage","url":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg","contentUrl":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2023\/05\/shutterstock_2253228203.jpg","width":785,"height":442,"caption":"Ai tech, businessman show virtual graphic Global Internet connect Chatgpt Chat with AI, Artificial Intelligence. using command prompt for generates something, Futuristic technology transformation."},{"@type":"BreadcrumbList","@id":"https:\/\/staging.frameroinfotech.com\/fh\/understanding-the-limitations-of-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/staging.frameroinfotech.com\/fh\/"},{"@type":"ListItem","position":2,"name":"Understanding the Limitations of AI"}]},{"@type":"WebSite","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#website","url":"https:\/\/staging.frameroinfotech.com\/fh\/","name":"Faisal Hoque","description":"","publisher":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/staging.frameroinfotech.com\/fh\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#organization","name":"Faisal Hoque","url":"https:\/\/staging.frameroinfotech.com\/fh\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/logo\/image\/","url":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2024\/09\/header_logo.png","contentUrl":"https:\/\/staging.frameroinfotech.com\/fh\/wp-content\/uploads\/2024\/09\/header_logo.png","width":246,"height":54,"caption":"Faisal Hoque"},"image":{"@id":"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/c5dc3c9d27147a81ac2d242f7e0cccae","name":"Faisal Hoque","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/staging.frameroinfotech.com\/fh\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c76e94a5e41cdf353d16911071eb8cef57feea832ed6ccc8e2c43039ee7071f6?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c76e94a5e41cdf353d16911071eb8cef57feea832ed6ccc8e2c43039ee7071f6?s=96&d=mm&r=g","caption":"Faisal Hoque"},"sameAs":["https:\/\/staging.frameroinfotech.com\/fh"],"url":"https:\/\/staging.frameroinfotech.com\/fh\/author\/faisal-hoque\/"}]}},"_links":{"self":[{"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/posts\/15075","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/comments?post=15075"}],"version-history":[{"count":0,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/posts\/15075\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/media\/15076"}],"wp:attachment":[{"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/media?parent=15075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/categories?post=15075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staging.frameroinfotech.com\/fh\/wp-json\/wp\/v2\/tags?post=15075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}