{"id":195456,"date":"2024-06-28T10:51:58","date_gmt":"2024-06-28T17:51:58","guid":{"rendered":"https:\/\/www.mcafee.com\/blogs\/?p=195456"},"modified":"2024-07-01T06:12:47","modified_gmt":"2024-07-01T13:12:47","slug":"quality-over-quantity-the-counter-intuitive-genai-key","status":"publish","type":"post","link":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/","title":{"rendered":"Quality Over Quantity: the Counter-Intuitive GenAI Key"},"content":{"rendered":"<p><span data-contrast=\"auto\">It&#8217;s been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new tools and solutions seem to be launching daily. There is also a growing trend of building bigger models that consume larger quantities of training data, often with mixed results ranging from hallucinations or categorically incorrect facts to the regurgitation of opinions as universal truth, proving the old adage that sometimes \u201cless is more\u201d.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"auto\">Quality over Quantity<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">So, if using more data doesn\u2019t translate into better results\u2026 what does? It comes down to another tried and true saying \u2013 \u201cquality over quantity.\u201d<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">At McAfee, we maniacally focus on data quality. A well-developed Generative AI model is nothing without high-quality, curated datasets to fuel them. When the quantity of data is prioritized over quality, the results are often disappointing.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">How do we produce quality data? Using millions of worldwide sensors, our AI engineers and AI data specialists focus on clues that point to threats. But that\u2019s just the first step. Our teams then curate the data to improve the quality and maximize data diversity, reducing sources of bias, cross-pollinating data sources, and enriching and standardizing samples, just to name a few of the dozens of operations conducted to ensure we\u2019re building datasets of the highest and purest quality.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">All of this translates into the most comprehensive and robust AI-based protection for our customers: more than 1.5M threat detections per week across malware, scams, phishing, smishing, and more than half a billion web categorizations to help ensure a safe digital journey while browsing the Internet.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"auto\">Human\/AI Partnership<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">As the capabilities of AI tools increase, so does the conversation around how technology removes humans from the equation. The reality is that humans are still an integral part of the process and key to any successful Generative AI strategy. AI is only as good as the data it\u2019s trained on, and in McAfee\u2019s case, the guidance provided by cybersecurity experts. Thus, Cybersecurity AI specialists curating data is crucial to the development of all of our AI systems as it mitigates potential sources of error, resulting in accurate and trusted AI solutions, and allowing us to scale and share human expertise to better protect millions of customers worldwide.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Tackling cyber threats is a tall order that comes with intrinsic challenges. For example, modern scams are more subtle and less obvious even to experts, and quite often it is just the implicit intent that sets it apart from genuine (non-scam) content. Being context-aware can help navigate this landscape to more effectively detect and stop threats before they reach customers. What is more, we believe transparency and education are paramount for building a safer digital world. This is why we also invest in building explainable AI that helps users understand why a threat has been flagged and provides clues they can use to identify future threats.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"auto\">Only the Beginning<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">The GenAI journey has only just begun. There is still a lot of work to do and a lot to look forward to as this technology continues to evolve. While it\u2019s easy, as developers, to get caught up in the excitement, it\u2019s also important to identify and focus on an ultimate goal and the responsible and safe steps to get there. At McAfee, we pledge to protect our customers, and we believe in the synergistic interaction between AI and Human Threat Intelligence. Together, we can deliver a trusted, world-class AI protection experience.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>It&#8217;s been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools&#8230;.<\/p>\n","protected":false},"author":945,"featured_media":195457,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[442],"tags":[],"coauthors":[5235],"class_list":["post-195456","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mcafee-labs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog<\/title>\n<meta name=\"description\" content=\"It&#039;s been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new\" \/>\n<meta name=\"robots\" content=\"index, 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=\"Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog\" \/>\n<meta property=\"og:description\" content=\"It&#039;s been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\" \/>\n<meta property=\"og:site_name\" content=\"McAfee Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/McAfee\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-28T17:51:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-01T13:12:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png\" \/>\n\t<meta property=\"og:image:width\" content=\"300\" \/>\n\t<meta property=\"og:image:height\" content=\"200\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"German Lancioni\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@McAfee\" \/>\n<meta name=\"twitter:site\" content=\"@McAfee\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"German Lancioni\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\"},\"author\":{\"name\":\"German Lancioni\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/69a7dc77931bd98b62360e756f118584\"},\"headline\":\"Quality Over Quantity: the Counter-Intuitive GenAI Key\",\"datePublished\":\"2024-06-28T17:51:58+00:00\",\"dateModified\":\"2024-07-01T13:12:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\"},\"wordCount\":592,\"publisher\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png\",\"articleSection\":[\"McAfee Labs\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\",\"name\":\"Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png\",\"datePublished\":\"2024-06-28T17:51:58+00:00\",\"dateModified\":\"2024-07-01T13:12:47+00:00\",\"description\":\"It's been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new\",\"breadcrumb\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png\",\"contentUrl\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png\",\"width\":300,\"height\":200},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog\",\"item\":\"https:\/\/www.mcafee.com\/blogs\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Other Blogs\",\"item\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"McAfee Labs\",\"item\":\"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Quality Over Quantity: the Counter-Intuitive GenAI Key\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#website\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/\",\"name\":\"McAfee Blog\",\"description\":\"Internet Security News\",\"publisher\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.mcafee.com\/blogs\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#organization\",\"name\":\"McAfee\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2023\/02\/mcafee-logo.png\",\"contentUrl\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2023\/02\/mcafee-logo.png\",\"width\":1286,\"height\":336,\"caption\":\"McAfee\"},\"image\":{\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/McAfee\/\",\"https:\/\/x.com\/McAfee\",\"https:\/\/www.linkedin.com\/company\/mcafee\/\",\"https:\/\/www.youtube.com\/McAfee\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/69a7dc77931bd98b62360e756f118584\",\"name\":\"German Lancioni\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/image\/19a0b8ba8f10c36cf18be06a72ac6084\",\"url\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2017\/10\/German-150x150.png\",\"contentUrl\":\"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2017\/10\/German-150x150.png\",\"caption\":\"German Lancioni\"},\"description\":\"German Lancioni is Chief AI Scientist for the CTO Office and leads multiple data science teams working on the next generation of AI &amp; ML based threat protection. Holding more than 45 patents, German's passion for innovation is applied to the design of cost-effective solutions to proactively mitigate cyber-attacks using a diverse set of data-driven technologies. With two MS in Cybersecurity &amp; Data Science, several publications, vast teaching and mentoring experience and love for open-source technology, German is committed to protecting our customers at scale.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/german-lancioni-9a642517\/\"],\"url\":\"https:\/\/www.mcafee.com\/blogs\/author\/german-lancioni\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog","description":"It's been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new","robots":{"index":"index","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":"Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog","og_description":"It's been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new","og_url":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/","og_site_name":"McAfee Blog","article_publisher":"https:\/\/www.facebook.com\/McAfee\/","article_published_time":"2024-06-28T17:51:58+00:00","article_modified_time":"2024-07-01T13:12:47+00:00","og_image":[{"width":300,"height":200,"url":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png","type":"image\/png"}],"author":"German Lancioni","twitter_card":"summary_large_image","twitter_creator":"@McAfee","twitter_site":"@McAfee","twitter_misc":{"Written by":"German Lancioni","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#article","isPartOf":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/"},"author":{"name":"German Lancioni","@id":"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/69a7dc77931bd98b62360e756f118584"},"headline":"Quality Over Quantity: the Counter-Intuitive GenAI Key","datePublished":"2024-06-28T17:51:58+00:00","dateModified":"2024-07-01T13:12:47+00:00","mainEntityOfPage":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/"},"wordCount":592,"publisher":{"@id":"https:\/\/www.mcafee.com\/blogs\/#organization"},"image":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage"},"thumbnailUrl":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png","articleSection":["McAfee Labs"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/","url":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/","name":"Quality Over Quantity: the Counter-Intuitive GenAI Key | McAfee Blog","isPartOf":{"@id":"https:\/\/www.mcafee.com\/blogs\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage"},"image":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage"},"thumbnailUrl":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png","datePublished":"2024-06-28T17:51:58+00:00","dateModified":"2024-07-01T13:12:47+00:00","description":"It's been almost two years since OpenAI launched ChatGPT, driving increased mainstream awareness of and access to Generative AI tools. In that time, new","breadcrumb":{"@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#primaryimage","url":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png","contentUrl":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2024\/06\/300x200_Blog_AI-Woman.png","width":300,"height":200},{"@type":"BreadcrumbList","@id":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/quality-over-quantity-the-counter-intuitive-genai-key\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog","item":"https:\/\/www.mcafee.com\/blogs\/"},{"@type":"ListItem","position":2,"name":"Other Blogs","item":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/"},{"@type":"ListItem","position":3,"name":"McAfee Labs","item":"https:\/\/www.mcafee.com\/blogs\/other-blogs\/mcafee-labs\/"},{"@type":"ListItem","position":4,"name":"Quality Over Quantity: the Counter-Intuitive GenAI Key"}]},{"@type":"WebSite","@id":"https:\/\/www.mcafee.com\/blogs\/#website","url":"https:\/\/www.mcafee.com\/blogs\/","name":"McAfee Blog","description":"Internet Security News","publisher":{"@id":"https:\/\/www.mcafee.com\/blogs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.mcafee.com\/blogs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.mcafee.com\/blogs\/#organization","name":"McAfee","url":"https:\/\/www.mcafee.com\/blogs\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.mcafee.com\/blogs\/#\/schema\/logo\/image\/","url":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2023\/02\/mcafee-logo.png","contentUrl":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2023\/02\/mcafee-logo.png","width":1286,"height":336,"caption":"McAfee"},"image":{"@id":"https:\/\/www.mcafee.com\/blogs\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/McAfee\/","https:\/\/x.com\/McAfee","https:\/\/www.linkedin.com\/company\/mcafee\/","https:\/\/www.youtube.com\/McAfee"]},{"@type":"Person","@id":"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/69a7dc77931bd98b62360e756f118584","name":"German Lancioni","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.mcafee.com\/blogs\/#\/schema\/person\/image\/19a0b8ba8f10c36cf18be06a72ac6084","url":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2017\/10\/German-150x150.png","contentUrl":"https:\/\/www.mcafee.com\/blogs\/wp-content\/uploads\/2017\/10\/German-150x150.png","caption":"German Lancioni"},"description":"German Lancioni is Chief AI Scientist for the CTO Office and leads multiple data science teams working on the next generation of AI &amp; ML based threat protection. Holding more than 45 patents, German's passion for innovation is applied to the design of cost-effective solutions to proactively mitigate cyber-attacks using a diverse set of data-driven technologies. With two MS in Cybersecurity &amp; Data Science, several publications, vast teaching and mentoring experience and love for open-source technology, German is committed to protecting our customers at scale.","sameAs":["https:\/\/www.linkedin.com\/in\/german-lancioni-9a642517\/"],"url":"https:\/\/www.mcafee.com\/blogs\/author\/german-lancioni\/"}]}},"_links":{"self":[{"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/posts\/195456","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/users\/945"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/comments?post=195456"}],"version-history":[{"count":2,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/posts\/195456\/revisions"}],"predecessor-version":[{"id":195566,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/posts\/195456\/revisions\/195566"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/media\/195457"}],"wp:attachment":[{"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/media?parent=195456"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/categories?post=195456"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/tags?post=195456"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.mcafee.com\/blogs\/wp-json\/wp\/v2\/coauthors?post=195456"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}