{"id":192953,"date":"2026-07-12T23:12:07","date_gmt":"2026-07-13T04:42:07","guid":{"rendered":"https:\/\/newslink360.space\/?p=192953"},"modified":"2026-07-12T23:12:07","modified_gmt":"2026-07-13T04:42:07","slug":"microsoft-ceo-satya-nadella-warns-of-reverse-information-paradox-facing-businesses-in-ai-age","status":"publish","type":"post","link":"https:\/\/newslink360.space\/?p=192953","title":{"rendered":"Microsoft CEO Satya Nadella warns of &#8216;Reverse Information Paradox&#8217; facing businesses in AI Age"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div id=\"ControlPara\" itemprop=\"articleBody\">Microsoft Chairman and CEO Satya Nadella explained that enterprises need a real trust boundary for their human capital and token capital to compound, as a company should be able to use a model without giving up the knowledge that makes it unique.<\/p>\n<p>This &#8220;reverse information paradox&#8221; is the central challenge that businesses need to confront in the age of intelligence. Nadella, on X, stated that while Nobel Prize-winning economist Kenneth Arrow described a paradox where a seller risks giving away knowledge to sell it, artificial intelligence creates the opposite problem.<\/p>\n<p>&#8220;In the AI age, the buyer risks giving away knowledge, just in order to use what they bought,&#8221; Nadella said. &#8220;You essentially pay for intelligence twice, once with money, and again with something even more valuable: the proprietary knowledge you must reveal to make that intelligence useful. The better you want the model to perform, the more of that knowledge you have to feed it!&#8230;..That is what I think of as the Reverse Information Paradox.&#8221;<\/p>\n<p>He noted that over time, the information asymmetry becomes increasingly skewed because the seller learns more about the buyer, while the buyer learns very little about what the seller learns in return. According to Nadella, resolving this issue requires more than standard data protection. Models learn continuously from &#8220;exhaust,&#8221; which includes user prompts, agent tools, and corrections made when a model is wrong.<\/p>\n<p>&#8220;Every correction is distilled into institutional know-how,&#8221; Nadella stated. &#8220;It&#8217;s the kind of knowledge a competitor could never buy, and the kind that leaks almost imperceptibly: trace by trace, correction by correction, eval by eval. In consuming intelligence, you are creating intelligence. And what you create should belong to you.&#8221;<\/p>\n<p>He pointed out the irony in the current status quo, where model providers utilize fair use rights to train on public data but then impose restrictive terms on distillation and reserve the right to learn from customer usage. Nadella stated that if learning flows in only one direction, economic value converges toward the infrastructure owners rather than the knowledge creators.<\/p>\n<p>Consequently, distributing learning infrastructure to every firm is imperative so they can control their own learning loop.To secure this boundary, Nadella outlined that enterprises must focus on control, capability, choice, cost, and compounding.<\/p>\n<p>This involves creating private evaluations, retaining ownership of organizational memory, building proprietary learning environments within a tenant boundary, and decoupling the orchestration layer from any single model to ensure long-term cost efficiency and value compounding.<\/p>\n<p>Quoting Palantir CEO Alex Karp, Nadella highlighted the growing demand among technical customers for absolute autonomy over their proprietary systems. &#8220;What the technical customers want is control over their compute, their models, their data stack, and their alpha,&#8221; Nadella quoted Karp. &#8220;They want to know they own the means of production, and it&#8217;s not being transferred to someone else.&#8221;<\/p>\n<p class=\"publish-time\" id=\"end-of-article\">Published on  July 13, 2026 <\/p>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/www.thehindubusinessline.com\/info-tech\/microsoft-ceo-satya-nadella-warns-of-reverse-information-paradox-facing-businesses-in-ai-age\/article71215870.ece\" target=\"_blank\" rel=\"noopener\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft Chairman and CEO Satya Nadella explained that enterprises need a real trust boundary for their human capital and token capital to compound, as a company should be able to use a model without giving up the knowledge that makes it unique. This &#8220;reverse information paradox&#8221; is the central challenge that businesses need to confront &#8230; <a title=\"Microsoft CEO Satya Nadella warns of &#8216;Reverse Information Paradox&#8217; facing businesses in AI Age\" class=\"read-more\" href=\"https:\/\/newslink360.space\/?p=192953\" aria-label=\"Read more about Microsoft CEO Satya Nadella warns of &#8216;Reverse Information Paradox&#8217; facing businesses in AI Age\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":192954,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[7],"tags":[],"class_list":["post-192953","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-national-news"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/newslink360.space\/wp-content\/uploads\/2026\/07\/IMG_TH_-_HEALTH-EBOLA_MI_2_1_IKDQOUG8.jpg","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":178280,"url":"https:\/\/newslink360.space\/?p=178280","url_meta":{"origin":192953,"position":0},"title":"Apple WWDC: Can AI-Powered Siri Compete with Microsoft and Google? &#8211; Global Banking &amp; Finance Review","author":"Ajay Kumar Verma","date":"June 8, 2026","format":false,"excerpt":"Apple WWDC: Can AI-Powered Siri Compete with Microsoft and Google?\u00a0\u00a0Global Banking & Finance ReviewWatch live: Tim Cook kicks off final Apple WWDC keynote as CEO\u00a0\u00a0CNBCApple announces Siri AI and its next generation of Apple Intelligence\u00a0\u00a0The VergeLive: Updates From Apple WWDC Keynote\u00a0\u00a0Bloomberg.comApple event live blog: Watch and follow along right here!\u00a0\u00a0Macworld\u2026","rel":"","context":"In &quot;National News&quot;","block_context":{"text":"National News","link":"https:\/\/newslink360.space\/?cat=7"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/newslink360.space\/wp-content\/uploads\/2026\/05\/J6_coFbogxhRI9iM864NL_liGXvsQp2AupsKei7z0cNNfDvGUmWUy20nuUhkREQyrpY4bEeIBucs0-w300-rw.webp?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":190680,"url":"https:\/\/newslink360.space\/?p=190680","url_meta":{"origin":192953,"position":1},"title":"Microsoft to layoff 4,800 people as Xbox undergoes major overhaul","author":"Ajay Kumar Verma","date":"July 6, 2026","format":false,"excerpt":"Microsoft has announced another round of workforce reductions, with 4,800 employees set to lose their jobs worldwide. 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