{"id":2047,"date":"2021-07-01T16:00:20","date_gmt":"2021-07-01T20:00:20","guid":{"rendered":"https:\/\/www.pwvconsultants.com\/blog\/?p=2047"},"modified":"2021-07-01T16:00:22","modified_gmt":"2021-07-01T20:00:22","slug":"artificial-intelligence-helps-google-design-ai-chips","status":"publish","type":"post","link":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/","title":{"rendered":"Artificial Intelligence Helps Google Design AI Chips"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-google-trained-artificial-intelligence-to-design-computer-chips-not-only-is-it-comparable-to-those-designed-by-humans-but-ai-can-do-it-in-hours-instead-of-months\">Google trained artificial intelligence to design computer chips. Not only is it comparable to those designed by humans, but AI can do it in hours instead of months.<\/h2>\n\n\n\n<p>Artificial Intelligence has long been a topic of debate. Initially, the question was, do we want to go down this road and teach machines to make decisions? Now that AI has been around for a bit and we\u2019ve seen it make poor or biased decisions, the question becomes, can AI really be trained to think like a human and make decisions? In a way, the answer is both yes and no, but Google\u2019s AI recently designed a chip in a fraction of the time it takes a human to do so. And while the layouts might be different, the optimization of components by AI was comparable or better than those designed by humans.<\/p>\n\n\n\n<p>Earlier this month, a paper was published in the scientific journal, <a href=\"https:\/\/www.nature.com\/articles\/s41586-021-03544-w\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Nature<\/em><\/a>. In it, researchers outline their processes and procedures for their purposes. We\u2019re not going to get into the nitty gritty of the technical details on this, you can find a great breakdown of it on <a href=\"https:\/\/venturebeat.com\/2021\/06\/17\/what-googles-ai-designed-chip-tells-us-about-the-nature-of-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">Venture Beat<\/a>, but the idea is around AI performing chip floorplanning. Chip floorplanning is \u201cthe engineering task of designing the physical layout of a computer chip.\u201d&nbsp;<\/p>\n\n\n\n<p>Somehow, through all of the innovation around automation the world has seen over the last decade, chip floorplanning methods have escaped evolution. Currently, it takes months for physical design engineers to come up with layouts that can be reproduced and manufactured. This is because chips have to be designed with components laid out in the most optimal way. We all want our chips to be fast, work right and be efficient, right? Placement of components matters. Not only that, but replication of the design is imperative if we don\u2019t want to design every single chip we manufacture. It\u2019s a painstaking, laborious and often frustrating process for humans.<\/p>\n\n\n\n<p>So, researchers took it upon themselves to see if they could train AI to speed up the process. Turns out, they can. And they can do it in under six hours, shaving months of time and hours of labor costs. The team used deep reinforcement learning to achieve this goal, and successfully designed the next generation of Tensor Processing Units, which are Google\u2019s AI processors. AI designed a chip that will help advance AI.<\/p>\n\n\n\n<p>Using software to assist in chip floorplanning is nothing new, but it\u2019s never been done this quickly. Humans often overcome the limitations of our brains by shortcuts we\u2019ve learned over time, but we aren\u2019t good at tackling difficult tasks in one chunk. We think and function better when we work through parts of a complicated task. Our brains automatically find the order of operations that makes the most sense, break it down into pieces and then we get started. But AI doesn\u2019t need to do that. The limitations of AI are nowhere near the same as those of our brains, it can tackle the whole problem at once because that\u2019s what it\u2019s designed to do. This doesn\u2019t make it \u201cbetter\u201d than humans, but it does make it more efficient.<\/p>\n\n\n\n<p>Now, with all of that said, let\u2019s discuss the implications of this. We are currently enduring a massive chip shortage. This technology won\u2019t help us with that right now, but if AI can lessen the time it takes to design a chip, then it will take less time to produce from start to finish. Which means that as we advance AI to design other types of chips, we can use the humans who were tasked with that to make knowledge-based decisions and complete tasks a computer cannot complete. All of this leads to higher efficiency rates, and probably shorter wait times for companies who need said chips.<\/p>\n\n\n\n<p>While some may see this innovation as \u201crobots taking over,\u201d it most certainly is not. <a href=\"https:\/\/www.pwvconsultants.com\/blog\/robots-will-not-replace-humans-anytime-soon\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI is not going to replace humans<\/a>, certainly not anytime soon. Why? Because innovations in technology, any technological space but especially AI, requires more outside-the-box thinking. It\u2019s about creating AI algorithms that enhance the knowledge that humans already have. As Venture Beat said, \u201cIt is rather a manifestation of humans finding ways to use AI as a prop to overcome their own cognitive limits and extend their capabilities. If there\u2019s a virtuous cycle, it\u2019s one of AI and humans finding better ways to cooperate.\u201d<\/p>\n\n\n\n<p>Artificial Intelligence isn\u2019t going anywhere, nor should we want it to go anywhere. AI, along with other technological advancements, is furthering our abilities to foster knowledge, to find new ways to make renewable energy, to find answers to problems we\u2019ve asked ourselves for centuries, to bring solutions to problems like pollution. The more we learn from technology and the more we learn how to make it work for us, the sooner we will be on a better path to keep our planet and its people healthy and happy.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google&#8217;s artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.<\/p>\n","protected":false},"author":1,"featured_media":2088,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[1965,1867],"tags":[2369,1886,36,2368,2367,1838,2371,571,2370],"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>Artificial Intelligence Helps Google Design AI Chips - PWV Consultants<\/title>\n<meta name=\"description\" content=\"Google&#039;s artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.\" \/>\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\/artificial-intelligence-helps-google-design-ai-chips\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Artificial Intelligence Helps Google Design AI Chips\" \/>\n<meta property=\"og:description\" content=\"Google&#039;s artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\" \/>\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=\"2021-07-01T20:00:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-07-01T20:00:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2400\" \/>\n\t<meta property=\"og:image:height\" content=\"2400\" \/>\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\/artificial-intelligence-helps-google-design-ai-chips\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\"},\"author\":{\"name\":\"Pieter VanIperen\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4\"},\"headline\":\"Artificial Intelligence Helps Google Design AI Chips\",\"datePublished\":\"2021-07-01T20:00:20+00:00\",\"dateModified\":\"2021-07-01T20:00:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\"},\"wordCount\":846,\"publisher\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg\",\"keywords\":[\"AI Chip\",\"Artificial Intelligence\",\"Business\",\"Chip Design\",\"Chip Floorplanning\",\"Google\",\"processors\",\"technology\",\"Tensor Processing Units\"],\"articleSection\":[\"Artificial Intelligence\",\"Hardware\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\",\"name\":\"Artificial Intelligence Helps Google Design AI Chips - PWV Consultants\",\"isPartOf\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg\",\"datePublished\":\"2021-07-01T20:00:20+00:00\",\"dateModified\":\"2021-07-01T20:00:22+00:00\",\"description\":\"Google's artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage\",\"url\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg\",\"contentUrl\":\"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg\",\"width\":2400,\"height\":2400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pwvconsultants.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Artificial Intelligence Helps Google Design AI Chips\"}]},{\"@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":"Artificial Intelligence Helps Google Design AI Chips - PWV Consultants","description":"Google's artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.","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\/artificial-intelligence-helps-google-design-ai-chips\/","og_locale":"en_US","og_type":"article","og_title":"Artificial Intelligence Helps Google Design AI Chips","og_description":"Google's artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.","og_url":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/","og_site_name":"PWV Consultants","article_publisher":"https:\/\/www.facebook.com\/PWV-Consultants-110444033947964","article_published_time":"2021-07-01T20:00:20+00:00","article_modified_time":"2021-07-01T20:00:22+00:00","og_image":[{"width":2400,"height":2400,"url":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.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\/artificial-intelligence-helps-google-design-ai-chips\/#article","isPartOf":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/"},"author":{"name":"Pieter VanIperen","@id":"https:\/\/www.pwvconsultants.com\/blog\/#\/schema\/person\/c15d5d40126a8ad906cb3067de95f8d4"},"headline":"Artificial Intelligence Helps Google Design AI Chips","datePublished":"2021-07-01T20:00:20+00:00","dateModified":"2021-07-01T20:00:22+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/"},"wordCount":846,"publisher":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg","keywords":["AI Chip","Artificial Intelligence","Business","Chip Design","Chip Floorplanning","Google","processors","technology","Tensor Processing Units"],"articleSection":["Artificial Intelligence","Hardware"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/","url":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/","name":"Artificial Intelligence Helps Google Design AI Chips - PWV Consultants","isPartOf":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage"},"image":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg","datePublished":"2021-07-01T20:00:20+00:00","dateModified":"2021-07-01T20:00:22+00:00","description":"Google's artificial intelligence can now design chip components. The AI-designed chips take just hours to design instead of months.","breadcrumb":{"@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#primaryimage","url":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg","contentUrl":"https:\/\/www.pwvconsultants.com\/blog\/wp-content\/uploads\/2021\/06\/Google-AI-Chip.jpeg","width":2400,"height":2400},{"@type":"BreadcrumbList","@id":"https:\/\/www.pwvconsultants.com\/blog\/artificial-intelligence-helps-google-design-ai-chips\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pwvconsultants.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Artificial Intelligence Helps Google Design AI Chips"}]},{"@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\/2047"}],"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=2047"}],"version-history":[{"count":4,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts\/2047\/revisions"}],"predecessor-version":[{"id":2091,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/posts\/2047\/revisions\/2091"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/media\/2088"}],"wp:attachment":[{"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/media?parent=2047"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/categories?post=2047"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pwvconsultants.com\/blog\/wp-json\/wp\/v2\/tags?post=2047"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}