{"id":1757,"date":"2023-01-29T12:14:35","date_gmt":"2023-01-29T12:14:35","guid":{"rendered":"https:\/\/mpelembe.net\/?p=1757"},"modified":"2023-01-29T12:14:35","modified_gmt":"2023-01-29T12:14:35","slug":"deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos","status":"publish","type":"post","link":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/","title":{"rendered":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos"},"content":{"rendered":"<p><span><a href=\"https:\/\/theconversation.com\/profiles\/manos-tsakiris-149097\">Manos Tsakiris<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/royal-holloway-university-of-london-795\">Royal Holloway University of London<\/a><\/em><\/span><\/p>\n<p>Even if you think you are good at analysing faces, <a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4061183\">research shows<\/a> many people cannot reliably distinguish between photos of real faces and images that have been computer-generated. This is particularly problematic now that computer systems can create realistic-looking photos of people who don\u2019t exist. <\/p>\n<p><!--more--><\/p>\n<p>Recently, a fake LinkedIn profile with a computer-generated profile picture made the news because it <a href=\"https:\/\/apnews.com\/article\/ap-top-news-artificial-intelligence-social-platforms-think-tanks-politics-bc2f19097a4c4fffaa00de6770b8a60d\">successfully connected with US officials and other influential individuals<\/a> on the networking platform, for example. Counter-intelligence experts even say that spies routinely create phantom profiles with such pictures to <a href=\"https:\/\/www.bbc.co.uk\/news\/technology-56812746\">home in on foreign targets over social media<\/a>.<\/p>\n<p>These deep fakes are becoming widespread in everyday culture which means people should be more aware of how they\u2019re being used in marketing, advertising and social media. The images are also being used for malicious purposes, such as political propaganda, espionage and information warfare.<\/p>\n<p>Making them involves something called a deep neural network, a computer system that mimics the way the brain learns. This is \u201ctrained\u201d by exposing it to increasingly large data sets of real faces.<\/p>\n<p>In fact, two deep neural networks are set against each other, competing to produce the most realistic images. As a result, the end products are dubbed GAN images, where GAN stands for Generative Adversarial Networks. The process generates novel images that are statistically indistinguishable from the training images.<\/p>\n<p><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4061183\">In our study published in iScience<\/a>, we showed that a failure to distinguish these artificial faces from the real thing has implications for our online behaviour. Our research suggests the fake images may erode our trust in others and profoundly change the way we communicate online.<\/p>\n<p>My colleagues and I found that people perceived GAN faces to be even more real-looking than genuine photos of actual people\u2019s faces. While it\u2019s not yet clear why this is, this finding does <a href=\"https:\/\/techxplore.com\/news\/2018-12-nvidia-face-making-approach-genuinely-gan-tastic.html\">highlight recent advances in the technology<\/a> used to generate artificial images. <\/p>\n<p>And we also found an interesting link to attractiveness: faces that were rated as less attractive were also rated as more real. Less attractive faces might be considered more typical and <a href=\"https:\/\/journals.sagepub.com\/doi\/10.1080\/14640749108400966\">the typical face may be used as a reference<\/a> against which all faces are evaluated. Therefore, these GAN faces would look more real because they are more similar to mental templates that people have built from everyday life.<\/p>\n<p>But seeing these artificial faces as authentic may also have consequences for the general levels of trust we extend to a circle of unfamiliar people \u2014 a concept known as \u201csocial trust\u201d.<\/p>\n<p>We often read too much into the faces we see, and the <a href=\"https:\/\/guilfordjournals.com\/doi\/10.1521\/soco.2009.27.6.813\">first impressions we form guide our social interactions<\/a>. In a second experiment that formed part of our latest study, we saw that people were more likely to trust information conveyed by faces they had previously judged to be real, even if they were artificially generated.<\/p>\n<p>It is not surprising that people put more trust in faces they believe to be real. But we found that trust was eroded once people were informed about the potential presence of artificial faces in online interactions. They then showed lower levels of trust, overall \u2014 independently of whether the faces were real or not.<\/p>\n<p>This outcome could be regarded as useful in some ways, because it made people more suspicious in an environment where fake users may operate. From another perspective, however, it may gradually erode the very nature of how we communicate.<\/p>\n<p>In general, we tend to operate on <a href=\"https:\/\/journals.sagepub.com\/doi\/10.1177\/0261927x14535916\">a default assumption that other people are basically truthful and trustworthy<\/a>. The growth in fake profiles and other artificial online content raises the question of how much their presence and our knowledge about them can alter this \u201ctruth default\u201d state, eventually eroding social trust.<\/p>\n<h2>Changing our defaults<\/h2>\n<p>The transition to a world where what\u2019s real is indistinguishable from what\u2019s not could also shift the cultural landscape from being primarily truthful to being primarily artificial and deceptive. <\/p>\n<p>If we are regularly questioning the truthfulness of what we experience online, it might require us to re-deploy our mental effort from the processing of the messages themselves to the processing of the messenger\u2019s identity. In other words, the widespread use of highly realistic, yet artificial, online content could require us to think differently \u2013 in ways we hadn\u2019t expected to.<\/p>\n<p>In psychology, we use a term called \u201creality monitoring\u201d for how we correctly identify whether something is coming from the external world or from within our brains. The advance of technologies that can produce fake, yet highly realistic, faces, images and video calls means reality monitoring must be based on information other than our own judgments. It also calls for a broader discussion of whether humankind can still afford to default to truth.<\/p>\n<p>It\u2019s crucial for people to be more critical when evaluating digital faces. This can include using reverse image searches to check whether photos are genuine, being wary of social media profiles with little personal information or a large number of followers, and being aware of the potential for deepfake technology to be used for nefarious purposes.<\/p>\n<p>The next frontier for this area should be improved algorithms for detecting fake digital faces. These could then be embedded in social media platforms to help us distinguish the real from the fake when it comes to new connections\u2019 faces.<\/p>\n<p><em>The single real face in the composite image above is located in the second column from the left, fourth image from the top.<\/em><\/p>\n<p><span><a href=\"https:\/\/theconversation.com\/profiles\/manos-tsakiris-149097\">Manos Tsakiris<\/a>, Professor of Psychology, Director of the Centre for the Politics of Feelings, <em><a href=\"https:\/\/theconversation.com\/institutions\/royal-holloway-university-of-london-795\">Royal Holloway University of London<\/a><\/em><\/span><\/p>\n<p>This article is republished from <a href=\"https:\/\/theconversation.com\">The Conversation<\/a> under a Creative Commons license. Read the <a href=\"https:\/\/theconversation.com\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos-197521\">original article<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Manos Tsakiris, Royal Holloway University of London Even if you think you are good at analysing faces, research shows many people cannot reliably distinguish<a class=\"moretag\" href=\"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":1758,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowu7GVCw:productID":"","_crdt_document":"","activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[38],"tags":[51,50,52,203,4292,722,4288,4289,778,4293,445,4290,744,4294],"class_list":["post-1757","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation","tag-academic-disciplines","tag-articles","tag-artificial-intelligence","tag-cognitive-science","tag-computer-generated-video","tag-creative-commons","tag-deepfake","tag-generative-adversarial-network","tag-human-behavior","tag-manos-tsakiris","tag-social-media","tag-trust","tag-united-states","tag-unsupervised-learning"],"featured_image_src":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb-1024x623.jpg","blog_images":{"medium":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb-300x182.jpg","large":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb-1024x623.jpg"},"ams_acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network<\/title>\n<meta name=\"description\" content=\"People often struggle to distinguish between real faces and artificial ones made by a computer.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network\" \/>\n<meta property=\"og:description\" content=\"People often struggle to distinguish between real faces and artificial ones made by a computer.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/\" \/>\n<meta property=\"og:site_name\" content=\"Mpelembe Network\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-29T12:14:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2333\" \/>\n\t<meta property=\"og:image:height\" content=\"1419\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\"},\"headline\":\"Deepfakes: faces created by AI now look more real than genuine\u00a0photos\",\"datePublished\":\"2023-01-29T12:14:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/\"},\"wordCount\":960,\"image\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/file-20230120-24-vcaxtb.jpg\",\"keywords\":[\"Academic disciplines\",\"Articles\",\"Artificial intelligence\",\"Cognitive science\",\"Computer Generated Video\",\"Creative Commons\",\"Deepfake\",\"Generative adversarial network\",\"Human behavior\",\"Manos Tsakiris\",\"Social media\",\"Trust\",\"United States\",\"Unsupervised learning\"],\"articleSection\":[\"Innovation\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/\",\"name\":\"Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/file-20230120-24-vcaxtb.jpg\",\"datePublished\":\"2023-01-29T12:14:35+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\"},\"description\":\"People often struggle to distinguish between real faces and artificial ones made by a computer.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/file-20230120-24-vcaxtb.jpg\",\"contentUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/file-20230120-24-vcaxtb.jpg\",\"width\":2333,\"height\":1419},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mpelembe.net\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Deepfakes: faces created by AI now look more real than genuine\u00a0photos\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#website\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/\",\"name\":\"Mpelembe Network\",\"description\":\"Collaboration Platform\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mpelembe.net\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\\\/\\\/mpelembe.net\"],\"url\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network","description":"People often struggle to distinguish between real faces and artificial ones made by a computer.","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:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/","og_locale":"en_US","og_type":"article","og_title":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network","og_description":"People often struggle to distinguish between real faces and artificial ones made by a computer.","og_url":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/","og_site_name":"Mpelembe Network","article_published_time":"2023-01-29T12:14:35+00:00","og_image":[{"width":2333,"height":1419,"url":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#article","isPartOf":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/"},"author":{"name":"admin","@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608"},"headline":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos","datePublished":"2023-01-29T12:14:35+00:00","mainEntityOfPage":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/"},"wordCount":960,"image":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#primaryimage"},"thumbnailUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg","keywords":["Academic disciplines","Articles","Artificial intelligence","Cognitive science","Computer Generated Video","Creative Commons","Deepfake","Generative adversarial network","Human behavior","Manos Tsakiris","Social media","Trust","United States","Unsupervised learning"],"articleSection":["Innovation"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/","url":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/","name":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos - Mpelembe Network","isPartOf":{"@id":"https:\/\/mpelembe.net\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#primaryimage"},"image":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#primaryimage"},"thumbnailUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg","datePublished":"2023-01-29T12:14:35+00:00","author":{"@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608"},"description":"People often struggle to distinguish between real faces and artificial ones made by a computer.","breadcrumb":{"@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#primaryimage","url":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg","contentUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/01\/file-20230120-24-vcaxtb.jpg","width":2333,"height":1419},{"@type":"BreadcrumbList","@id":"https:\/\/mpelembe.net\/index.php\/deepfakes-faces-created-by-ai-now-look-more-real-than-genuine-photos\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mpelembe.net\/"},{"@type":"ListItem","position":2,"name":"Deepfakes: faces created by AI now look more real than genuine\u00a0photos"}]},{"@type":"WebSite","@id":"https:\/\/mpelembe.net\/#website","url":"https:\/\/mpelembe.net\/","name":"Mpelembe Network","description":"Collaboration Platform","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mpelembe.net\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/mpelembe.net"],"url":"https:\/\/mpelembe.net\/index.php\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/1757","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/comments?post=1757"}],"version-history":[{"count":1,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/1757\/revisions"}],"predecessor-version":[{"id":1759,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/1757\/revisions\/1759"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/media\/1758"}],"wp:attachment":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/media?parent=1757"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/categories?post=1757"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/tags?post=1757"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}