{"id":64482,"date":"2025-07-08T20:15:06","date_gmt":"2025-07-08T20:15:06","guid":{"rendered":"https:\/\/pros.com\/b2b\/\/?post_type=news&p=64482"},"modified":"2025-07-14T20:17:31","modified_gmt":"2025-07-14T20:17:31","slug":"the-layered-ai-responsibility-lair-framework","status":"publish","type":"news","link":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/","title":{"rendered":"The Layered AI Responsibility (LAIR) Framework"},"content":{"rendered":"

As large language models (LLMs) grow smarter and AI agents gain more tools and capabilities, the responsible development of these technologies becomes paramount. Having worked extensively in both industry and academia, I have observed a significant divide in how responsible AI is prioritized. <\/p>\n

Introduction: Academia vs. Industry Perspectives on Responsible AI<\/h2>\n

Academia tends to approach responsible AI with an idealistic mindset. Students and researchers are taught to embed ethical, legal, and safety considerations into AI systems from day one and throughout the development process. This approach is valuable and ensures the highest standard is achieved. However, it is often impractical in industry settings, where financial pressures and product deadlines demand rapid development and deployment.<\/p>\n

 <\/p>\n

Read more<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

As large language models (LLMs) grow smarter and AI agents gain more tools and capabilities, the responsible development of these technologies becomes paramount. Having worked extensively in both industry and academia, I have observed a significant divide in how responsible AI is prioritized. Introduction: Academia vs. Industry Perspectives on Responsible AI Academia tends to approach […]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"news-type":[20],"class_list":["post-64482","news","type-news","status-publish","hentry","news-type-pros-in-the-news"],"acf":[],"yoast_head":"\nThe Layered AI Responsibility (LAIR) Framework | PROS B2B<\/title>\n<meta name=\"robots\" content=\"noindex, nofollow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Layered AI Responsibility (LAIR) Framework\" \/>\n<meta property=\"og:description\" content=\"As large language models (LLMs) grow smarter and AI agents gain more tools and capabilities, the responsible development of these technologies becomes paramount. Having worked extensively in both industry and academia, I have observed a significant divide in how responsible AI is prioritized. Introduction: Academia vs. Industry Perspectives on Responsible AI Academia tends to approach […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/\" \/>\n<meta property=\"og:site_name\" content=\"PROS B2B\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/PROSInc\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-14T20:17:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pros.com\/b2b\/wp-content\/uploads\/2025\/05\/PROS_logo_512x512.png\" \/>\n\t<meta property=\"og:image:width\" content=\"512\" \/>\n\t<meta property=\"og:image:height\" content=\"512\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@PROS_Inc\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/the-layered-ai-responsibility-lair-framework\\\/\",\"url\":\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/the-layered-ai-responsibility-lair-framework\\\/\",\"name\":\"The Layered AI Responsibility (LAIR) Framework | PROS B2B\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#website\"},\"datePublished\":\"2025-07-08T20:15:06+00:00\",\"dateModified\":\"2025-07-14T20:17:31+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/the-layered-ai-responsibility-lair-framework\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/the-layered-ai-responsibility-lair-framework\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/the-layered-ai-responsibility-lair-framework\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/pros.com\\\/b2b\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"News\",\"item\":\"https:\\\/\\\/pros.com\\\/b2b\\\/news\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"The Layered AI Responsibility (LAIR) Framework\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#website\",\"url\":\"https:\\\/\\\/pros.com\\\/b2b\\\/\",\"name\":\"PROS\",\"description\":\"AI-Powered CPQ, Dynamic Pricing, & Revenue Software\",\"publisher\":{\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/pros.com\\\/b2b\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#organization\",\"name\":\"PROS, Inc.\",\"url\":\"https:\\\/\\\/pros.com\\\/b2b\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/pros.com\\\/b2b\\\/\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/Pros-logo-1.png\",\"contentUrl\":\"https:\\\/\\\/pros.com\\\/b2b\\\/\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/Pros-logo-1.png\",\"width\":262,\"height\":75,\"caption\":\"PROS, Inc.\"},\"image\":{\"@id\":\"https:\\\/\\\/pros.com\\\/b2b\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/PROSInc\",\"https:\\\/\\\/x.com\\\/PROS_Inc\",\"https:\\\/\\\/www.instagram.com\\\/pros.inc\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/pros\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/PROSpricing\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"The Layered AI Responsibility (LAIR) Framework | PROS B2B","robots":{"index":"noindex","follow":"nofollow"},"og_locale":"en_US","og_type":"article","og_title":"The Layered AI Responsibility (LAIR) Framework","og_description":"As large language models (LLMs) grow smarter and AI agents gain more tools and capabilities, the responsible development of these technologies becomes paramount. Having worked extensively in both industry and academia, I have observed a significant divide in how responsible AI is prioritized. Introduction: Academia vs. Industry Perspectives on Responsible AI Academia tends to approach […]","og_url":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/","og_site_name":"PROS B2B","article_publisher":"https:\/\/www.facebook.com\/PROSInc","article_modified_time":"2025-07-14T20:17:31+00:00","og_image":[{"width":512,"height":512,"url":"https:\/\/pros.com\/b2b\/wp-content\/uploads\/2025\/05\/PROS_logo_512x512.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_site":"@PROS_Inc","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/","url":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/","name":"The Layered AI Responsibility (LAIR) Framework | PROS B2B","isPartOf":{"@id":"https:\/\/pros.com\/b2b\/#website"},"datePublished":"2025-07-08T20:15:06+00:00","dateModified":"2025-07-14T20:17:31+00:00","breadcrumb":{"@id":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/pros.com\/b2b\/news\/the-layered-ai-responsibility-lair-framework\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/pros.com\/b2b\/"},{"@type":"ListItem","position":2,"name":"News","item":"https:\/\/pros.com\/b2b\/news\/"},{"@type":"ListItem","position":3,"name":"The Layered AI Responsibility (LAIR) Framework"}]},{"@type":"WebSite","@id":"https:\/\/pros.com\/b2b\/#website","url":"https:\/\/pros.com\/b2b\/","name":"PROS","description":"AI-Powered CPQ, Dynamic Pricing, & Revenue Software","publisher":{"@id":"https:\/\/pros.com\/b2b\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/pros.com\/b2b\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/pros.com\/b2b\/#organization","name":"PROS, Inc.","url":"https:\/\/pros.com\/b2b\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/pros.com\/b2b\/#\/schema\/logo\/image\/","url":"https:\/\/pros.com\/b2b\/\/wp-content\/uploads\/2025\/04\/Pros-logo-1.png","contentUrl":"https:\/\/pros.com\/b2b\/\/wp-content\/uploads\/2025\/04\/Pros-logo-1.png","width":262,"height":75,"caption":"PROS, Inc."},"image":{"@id":"https:\/\/pros.com\/b2b\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/PROSInc","https:\/\/x.com\/PROS_Inc","https:\/\/www.instagram.com\/pros.inc\/","https:\/\/www.linkedin.com\/company\/pros\/","https:\/\/www.youtube.com\/user\/PROSpricing"]}]}},"_links":{"self":[{"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/news\/64482","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/news"}],"about":[{"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/types\/news"}],"version-history":[{"count":0,"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/news\/64482\/revisions"}],"wp:attachment":[{"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/media?parent=64482"}],"wp:term":[{"taxonomy":"news-type","embeddable":true,"href":"https:\/\/pros.com\/b2b\/wp-json\/wp\/v2\/news-type?post=64482"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}