{"id":2197,"date":"2021-09-20T10:13:00","date_gmt":"2021-09-20T14:13:00","guid":{"rendered":"https:\/\/www.pwvconsultants.com\/blog\/?p=2197"},"modified":"2021-09-17T13:03:55","modified_gmt":"2021-09-17T17:03:55","slug":"computers-are-hard-ai-continues-to-get-it-wrong","status":"publish","type":"post","link":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/","title":{"rendered":"Computers Are Hard: AI Continues to Get It Wrong"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-the-goal-of-artificial-intelligence-is-to-make-our-lives-easier-but-as-a-new-technology-it-still-needs-work-in-some-cases-as-illustrated-below-ai-getting-it-wrong-is-good-for-a-laugh\">The goal of artificial intelligence is to make our lives easier, but as a new technology, it still needs work. In some cases, as illustrated below, AI getting it wrong is good for a laugh.<\/h2>\n\n\n\n<p>The technology we all know and love is slowly taking over our world and our lives. Lay people, non-technical users, generally do not fully grasp what it takes to keep that technology working. And if you try to explain it to them, you\u2019ll often be met with a blank stare. Why? Because computers are hard! This rendition of our increasingly comical series focuses on artificial intelligence. There are many pieces and parts to AI, and many forget that it\u2019s still just a bunch of code written by an imperfect human. Recently, Amazon and a Scottish football (soccer) team gave us a reason to giggle at what can happen when AI simply gets it wrong.<\/p>\n\n\n\n<p>Let\u2019s start with the soccer team. Scottish football team Iverness Caledonian Thistle FC decided this year that, amid the pandemic and lack of fans in the stands, they would replace camera operators with artificial intelligence. Shouldn\u2019t be too hard, right? Write a good algorithm, have a decent testing plan, hope that your training data sample is sufficient for your needs. You\u2019re only training a program to follow a ball, how hard can it be? Show it a series of various soccer balls used by people of all different shapes and sizes and it will learn to follow that ball.&nbsp;<\/p>\n\n\n\n<p>Theoretically, it sounds like a good plan. In reality, Inverness fans ended up <a href=\"https:\/\/www.iflscience.com\/technology\/amazon-ai-designed-to-create-phone-cases-goes-hilariously-wrong\/\" target=\"_blank\" rel=\"noreferrer noopener\">taking to Twitter<\/a> to express their annoyance, irritation and sometimes a laugh. The AI-operated cameras kept mistaking the bald head of a line judge for the ball. If you watch the video, the camera struggles to distinguish between the ball and the referee\u2019s head. It\u2019s almost as if it\u2019s a real-life expression of the Little Caesar\u2019s \u201cCrazy Calzony\u201d commercial with the robot that can\u2019t decide if it\u2019s pizza or a calzone. The robot fries a circuit going back and forth, as it seems this camera does anytime the ball goes out of the frame or passes near the ref.<\/p>\n\n\n\n<p>That one, while giggle-worthy, will not make you laugh as much as the Amazon story. Amazon is known to use AI to design and sell products on its site. But what happens when that AI creates a phone case sporting an elderly person wearing an adult diaper? Or toenail fungus remedies or Botox injections? There\u2019s even a phone case with lines of cocaine and one depicting heroin. Those are just a few that are highlighted in an article on <a href=\"https:\/\/www.iflscience.com\/technology\/amazon-ai-designed-to-create-phone-cases-goes-hilariously-wrong\/\" target=\"_blank\" rel=\"noreferrer noopener\">IFLScience.com<\/a>.\u00a0<\/p>\n\n\n\n<p>Medical terms somehow became increasingly connected to these phone cases, so if you click <a href=\"https:\/\/www.amazon.com\/s?k=my-handy-design+phone+case\" target=\"_blank\" rel=\"noreferrer noopener\">this link<\/a>, you will see even more. Dental tools, an ultrasound probe, a girl with a hearing aid and more. The AI bot is supposed to generate phone cases based on popular image searches, but apparently Amazon didn\u2019t restrict the images for use. They could have blocked medical terminology or self-care\/self-diagnosis searches. They could have blocked the use of drug images. They could have set parameters around artistic searches, sports, nature, etc. But they didn\u2019t.&nbsp;<\/p>\n\n\n\n<p>There are a couple of common areas of opportunity in both cases, but it is also important to remember that we cannot expect AI to do anything more than it\u2019s programmed to do. It cannot account for things that it\u2019s programming is not told to consider. Humans, therefore, must make as many considerations as possible. But we are an imperfect species, prone to making mistakes and cannot be tasked with understanding every single challenge along the way.<\/p>\n\n\n\n<p>Computers are hard. Businesses are starting to learn that the development and use of certain technology cannot be rushed, but it\u2019s going to take even more time for that to reflect in the products and tools we use every day. Artificial intelligence certainly has come a long way, but there is still a long way to go before its use doesn\u2019t require human involvement. Which is why we suggest bringing in an expert for complex technology tasks, they can help ensure that you aren\u2019t the next victim of an AI mishap.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.<\/p>\n","protected":false},"author":1,"featured_media":2223,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[1965,2112],"tags":[1968,1844,1886,2113,2411,2412,2413,2035],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.2 (Yoast SEO v22.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Computers Are Hard: AI Continues to Get It Wrong - PWV Consultants<\/title>\n<meta name=\"description\" content=\"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.\" \/>\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.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Computers Are Hard: AI Continues to Get It Wrong\" \/>\n<meta property=\"og:description\" content=\"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\" \/>\n<meta property=\"og:site_name\" content=\"PWV Consultants\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/PWV-Consultants-110444033947964\" \/>\n<meta property=\"article:published_time\" content=\"2021-09-20T14:13:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-09-17T17:03:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Pieter VanIperen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@PWV_Consultants\" \/>\n<meta name=\"twitter:site\" content=\"@PWV_Consultants\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Pieter VanIperen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\"},\"author\":{\"name\":\"Pieter VanIperen\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4\"},\"headline\":\"Computers Are Hard: AI Continues to Get It Wrong\",\"datePublished\":\"2021-09-20T14:13:00+00:00\",\"dateModified\":\"2021-09-17T17:03:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\"},\"wordCount\":729,\"publisher\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg\",\"keywords\":[\"algorithm\",\"Amazon\",\"Artificial Intelligence\",\"Computers Are Hard\",\"Iverness Caledonian Thistle FC\",\"Scottish football\",\"soccer\",\"training data\"],\"articleSection\":[\"Artificial Intelligence\",\"Computers Are Hard\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\",\"name\":\"Computers Are Hard: AI Continues to Get It Wrong - PWV Consultants\",\"isPartOf\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg\",\"datePublished\":\"2021-09-20T14:13:00+00:00\",\"dateModified\":\"2021-09-17T17:03:55+00:00\",\"description\":\"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg\",\"contentUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg\",\"width\":2560,\"height\":1920,\"caption\":\"ProEXR File Description =Attributes= cameraAperture (float): 36 cameraFNumber (float): 5.88 cameraFarClip (float): 1e+030 cameraFarRange (float): 1000 cameraFocalLength (float): 52.0373 cameraFov (float): 32.45 cameraNearClip (float): 0 cameraNearRange (float): 0 cameraProjection (int): 0 cameraTargetDistance (float): 32.7836 cameraTransform (m44f): [{0.984808, -0.173483, -0.00757446, -4.79521}, {-0.173648, -0.98387, -0.0429569, -152.933}, {3.72529e-009, 0.0436195, -0.999048, 151.718}, {0, 0, 0, 1}] channels (chlist) compression (compression): Zip dataWindow (box2i): [0, 0, 9332, 6999] displayWindow (box2i): [0, 0, 9332, 6999] lineOrder (lineOrder): Increasing Y name (string): \\\"\\\" pixelAspectRatio (float): 1 screenWindowCenter (v2f): [0, 0] screenWindowWidth (float): 1 type (string): \\\"scanlineimage\\\" vrayInfo\/camera (string): \\\"VRayPhysicalCamera004\\\" vrayInfo\/computername (string): \\\"desktop-54h34m0\\\" vrayInfo\/cpu (string): \\\"INTEL\/Model:15,Family:6,Stepping:2,Cache:0\\\" vrayInfo\/date (string): \\\"16.10.2018\\\" vrayInfo\/filename (string): \\\"cyborg 52 hand ok.max\\\" vrayInfo\/frame (string): \\\"00000\\\" vrayInfo\/h (string): \\\"0\\\" vrayInfo\/mhz (string): \\\"0MHz\\\" vrayInfo\/noiseThreshold (string): \\\"0,001000\\\" vrayInfo\/numPasses (string): \\\"0\\\" vrayInfo\/numSubdivs (string): \\\"0,00\\\" vrayInfo\/os (string): \\\"Win10\\\" vrayInfo\/primitives (string): \\\"149274\\\" vrayInfo\/ram (string): \\\"65456MB\\\" vrayInfo\/rendertime (string): \\\" 0h 0m 0,0s\\\" vrayInfo\/time (string): \\\"0:42:42\\\" vrayInfo\/vmem (string): \\\"134217728MB\\\" vrayInfo\/vraycore (string): \\\"3.60.03\\\" vrayInfo\/vrayversion (string): \\\"Internal V-Ray version Adv 3.60.03\\\" vrayInfo\/w (string): \\\"0\\\" =Channels= A (half) B (half) G (half) MultiMatteElement.B (half) MultiMatteElement.G (half) MultiMatteElement.R (half) R (half) VRayBackground.B (half) VRayBackground.G (half) VRayBackground.R (half) VRayGlobalIllumination.B (half) VRayGlobalIllumination.G (half) VRayGlobalIllumination.R (half) VRayMatteShadow.B (half) VRayMatteShadow.G (half) VRayMatteShadow.R (half) VRayRe\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pwvconsultants.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Computers Are Hard: AI Continues to Get It Wrong\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#website\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/\",\"name\":\"PWV Consultants\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.pwvconsultants.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#organization\",\"name\":\"PWV Consultants\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2020\/04\/logo-alternate-e1585773530392.png\",\"contentUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2020\/04\/logo-alternate-e1585773530392.png\",\"width\":98,\"height\":84,\"caption\":\"PWV Consultants\"},\"image\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/PWV-Consultants-110444033947964\",\"https:\/\/twitter.com\/PWV_Consultants\",\"https:\/\/www.linkedin.com\/company\/pwv-consultants\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4\",\"name\":\"Pieter VanIperen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8b294918257a810803e2befc9a71b7bc?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8b294918257a810803e2befc9a71b7bc?s=96&d=mm&r=g\",\"caption\":\"Pieter VanIperen\"},\"description\":\"PWV Consultants is a boutique group of industry leaders and influencers from the digital tech, security and design industries that acts as trusted technical partners for many Fortune 500 companies, high-visibility startups, universities, defense agencies, and NGOs. Founded by 20-year software engineering veterans, who have founded or co-founder several companies. PWV experts act as a trusted advisors and mentors to numerous early stage startups, and have held the titles of software and software security executive, consultant and professor. PWV's expert consulting and advisory work spans several high impact industries in finance, media, medical tech, and defense contracting. PWV's founding experts also authored the highly influential precursor HAZL (jADE) programming language.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/pwv-consultants\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Computers Are Hard: AI Continues to Get It Wrong - PWV Consultants","description":"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.","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.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/","og_locale":"en_US","og_type":"article","og_title":"Computers Are Hard: AI Continues to Get It Wrong","og_description":"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.","og_url":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/","og_site_name":"PWV Consultants","article_publisher":"https:\/\/www.facebook.com\/PWV-Consultants-110444033947964","article_published_time":"2021-09-20T14:13:00+00:00","article_modified_time":"2021-09-17T17:03:55+00:00","og_image":[{"width":2560,"height":1920,"url":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg","type":"image\/jpeg"}],"author":"Pieter VanIperen","twitter_card":"summary_large_image","twitter_creator":"@PWV_Consultants","twitter_site":"@PWV_Consultants","twitter_misc":{"Written by":"Pieter VanIperen","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#article","isPartOf":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/"},"author":{"name":"Pieter VanIperen","@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4"},"headline":"Computers Are Hard: AI Continues to Get It Wrong","datePublished":"2021-09-20T14:13:00+00:00","dateModified":"2021-09-17T17:03:55+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/"},"wordCount":729,"publisher":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg","keywords":["algorithm","Amazon","Artificial Intelligence","Computers Are Hard","Iverness Caledonian Thistle FC","Scottish football","soccer","training data"],"articleSection":["Artificial Intelligence","Computers Are Hard"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/","url":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/","name":"Computers Are Hard: AI Continues to Get It Wrong - PWV Consultants","isPartOf":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage"},"image":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg","datePublished":"2021-09-20T14:13:00+00:00","dateModified":"2021-09-17T17:03:55+00:00","description":"Artificial intelligence is only as good as it is programmed to be. Two recent examples of how AI gets it wrong were great for a laugh.","breadcrumb":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#primaryimage","url":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg","contentUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/09\/AI-Continues-to-Get-It-Wrong-scaled.jpeg","width":2560,"height":1920,"caption":"ProEXR File Description =Attributes= cameraAperture (float): 36 cameraFNumber (float): 5.88 cameraFarClip (float): 1e+030 cameraFarRange (float): 1000 cameraFocalLength (float): 52.0373 cameraFov (float): 32.45 cameraNearClip (float): 0 cameraNearRange (float): 0 cameraProjection (int): 0 cameraTargetDistance (float): 32.7836 cameraTransform (m44f): [{0.984808, -0.173483, -0.00757446, -4.79521}, {-0.173648, -0.98387, -0.0429569, -152.933}, {3.72529e-009, 0.0436195, -0.999048, 151.718}, {0, 0, 0, 1}] channels (chlist) compression (compression): Zip dataWindow (box2i): [0, 0, 9332, 6999] displayWindow (box2i): [0, 0, 9332, 6999] lineOrder (lineOrder): Increasing Y name (string): \"\" pixelAspectRatio (float): 1 screenWindowCenter (v2f): [0, 0] screenWindowWidth (float): 1 type (string): \"scanlineimage\" vrayInfo\/camera (string): \"VRayPhysicalCamera004\" vrayInfo\/computername (string): \"desktop-54h34m0\" vrayInfo\/cpu (string): \"INTEL\/Model:15,Family:6,Stepping:2,Cache:0\" vrayInfo\/date (string): \"16.10.2018\" vrayInfo\/filename (string): \"cyborg 52 hand ok.max\" vrayInfo\/frame (string): \"00000\" vrayInfo\/h (string): \"0\" vrayInfo\/mhz (string): \"0MHz\" vrayInfo\/noiseThreshold (string): \"0,001000\" vrayInfo\/numPasses (string): \"0\" vrayInfo\/numSubdivs (string): \"0,00\" vrayInfo\/os (string): \"Win10\" vrayInfo\/primitives (string): \"149274\" vrayInfo\/ram (string): \"65456MB\" vrayInfo\/rendertime (string): \" 0h 0m 0,0s\" vrayInfo\/time (string): \"0:42:42\" vrayInfo\/vmem (string): \"134217728MB\" vrayInfo\/vraycore (string): \"3.60.03\" vrayInfo\/vrayversion (string): \"Internal V-Ray version Adv 3.60.03\" vrayInfo\/w (string): \"0\" =Channels= A (half) B (half) G (half) MultiMatteElement.B (half) MultiMatteElement.G (half) MultiMatteElement.R (half) R (half) VRayBackground.B (half) VRayBackground.G (half) VRayBackground.R (half) VRayGlobalIllumination.B (half) VRayGlobalIllumination.G (half) VRayGlobalIllumination.R (half) VRayMatteShadow.B (half) VRayMatteShadow.G (half) VRayMatteShadow.R (half) VRayRe"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pwvconsultants.com\/blog\/computers-are-hard-ai-continues-to-get-it-wrong\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pwvconsultants.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Computers Are Hard: AI Continues to Get It Wrong"}]},{"@type":"WebSite","@id":"https:\/\/www.pwvconsultants.com\/blog\/#website","url":"https:\/\/www.pwvconsultants.com\/blog\/","name":"PWV Consultants","description":"","publisher":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pwvconsultants.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.pwvconsultants.com\/blog\/#organization","name":"PWV Consultants","url":"https:\/\/www.pwvconsultants.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2020\/04\/logo-alternate-e1585773530392.png","contentUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2020\/04\/logo-alternate-e1585773530392.png","width":98,"height":84,"caption":"PWV Consultants"},"image":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/PWV-Consultants-110444033947964","https:\/\/twitter.com\/PWV_Consultants","https:\/\/www.linkedin.com\/company\/pwv-consultants"]},{"@type":"Person","@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4","name":"Pieter VanIperen","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8b294918257a810803e2befc9a71b7bc?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8b294918257a810803e2befc9a71b7bc?s=96&d=mm&r=g","caption":"Pieter VanIperen"},"description":"PWV Consultants is a boutique group of industry leaders and influencers from the digital tech, security and design industries that acts as trusted technical partners for many Fortune 500 companies, high-visibility startups, universities, defense agencies, and NGOs. Founded by 20-year software engineering veterans, who have founded or co-founder several companies. PWV experts act as a trusted advisors and mentors to numerous early stage startups, and have held the titles of software and software security executive, consultant and professor. PWV's expert consulting and advisory work spans several high impact industries in finance, media, medical tech, and defense contracting. PWV's founding experts also authored the highly influential precursor HAZL (jADE) programming language.","sameAs":["https:\/\/www.linkedin.com\/company\/pwv-consultants"]}]}},"_links":{"self":[{"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts\/2197"}],"collection":[{"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/comments?post=2197"}],"version-history":[{"count":3,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts\/2197\/revisions"}],"predecessor-version":[{"id":2228,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts\/2197\/revisions\/2228"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/media\/2223"}],"wp:attachment":[{"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/media?parent=2197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/categories?post=2197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/tags?post=2197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}