{"id":925785,"date":"2023-03-23T09:30:41","date_gmt":"2023-03-23T16:30:41","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-focus-area-post&#038;p=925785"},"modified":"2025-06-02T08:33:43","modified_gmt":"2025-06-02T15:33:43","slug":"ai-and-microsoft-research","status":"publish","type":"msr-focus-area-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/focus-area\/ai-and-microsoft-research\/","title":{"rendered":"AI and Microsoft Research"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull has-fade-to-black-background\" style=\"min-height:32vh;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1921\" height=\"720\" class=\"wp-block-cover__image-background wp-image-992742\" alt=\"AI and Microsoft Research header - abstract neural network pattern on dark spectrum background\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720.png\" style=\"object-position:49% 59%\" data-object-fit=\"cover\" data-object-position=\"49% 59%\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720.png 1921w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-300x112.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-1024x384.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-768x288.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-1536x576.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-1600x600.png 1600w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/AI_Microsoft_Research_Header_1920x720-240x90.png 240w\" sizes=\"auto, (max-width: 1921px) 100vw, 1921px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center\"><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\"><div class=\"heading-wrapper\">\n<h1 class=\"wp-block-heading is-style-spectrum-fill font-weight-semibold\" id=\"ai-and-microsoft-research\">AI and Microsoft Research<\/h1>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"h4\">As a result of decades of work across the computing research community, AI is ubiquitous in the technologies that we use every day. Accelerating breakthroughs in large-scale AI are driving new waves of discovery and innovation.<\/p>\n<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n\n\n<div class=\"wp-block-columns wp-block-columns--stack-tablet is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column spectrum-border spectrum-border--w-90 is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large ml-md-5 mb-5 mb-md-0\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-1024x576.jpg\" alt=\"Research Forum | abstract background with colorful hexagons\" class=\"wp-image-1140357\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2025\/05\/Research-Forum-hero_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/event\/microsoft-research-forum\/\">Watch Research Forum episodes on demand<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p>Breakthroughs in large-scale AI have fundamentally transformed every product at Microsoft. But we believe that many further advances are both possible and needed to achieve the full potential of AI to benefit people, organizations, and society as whole.<\/p>\n\n\n\n<p>We at Microsoft Research work as part of the global research community to advance AI with the aim to: enhance our understanding of artificial general intelligence, create new model architectures with novel emergent abilities, achieve societal benefit through the advancement of AI, transform scientific discovery, and extend human capabilities.<\/p>\n\n\n\n<p><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/event\/microsoft-research-forum\/\">Watch Research Forum episodes on demand<\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/source\/features\/ai\/microsoft-approach-to-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">Learn more about Microsoft&#8217;s approach to AI<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\"><div class=\"heading-wrapper\">\n<h2 class=\"wp-block-heading is-style-spectrum-fill\" id=\"where-we-are-focusing-our-efforts\">Where we are focusing our efforts<\/h2>\n<\/div>\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p><strong>We invite you to explore this page to learn more about our ambitions for AI research at Microsoft. For a deeper dive into our published research, please visit our <a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/research-area\/artificial-intelligence\/?\" target=\"_blank\" rel=\"noreferrer noopener\">AI research archive<\/a>.<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div class=\"alignfull wp-block-msr-block-library-focus-pillar\" data-bi-aN=\"focus-pillar\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar__background\"><\/div>\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-block-library-focus-pillar__content\">\n\t\t\t\n\n<div class=\"wp-block-columns align-items-stretch is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group wp-block-msr-block-library-focus-pillar__sticky-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-block-msr-block-library-focus-pillar__title pt-5 mt-0\" id=\"foundation\">Understanding generative AI<\/h3>\n\n\n<section class=\"wp-block-msr-block-library-focus-pillar-resources\" aria-label=\"Related resources\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar-resources__content\">\n\t\t<div class=\"row row-cols-1 row-cols-md-2\">\n\t\t\t\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-1024x576.jpg\" class=\"card-img\" alt=\"Cambridge lab - drug discovery | photo of a gloved hand holding a test tube\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/Cambridge_drug-discovery_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-1-multimodal-generative-ai-the-next-frontier-in-precision-health\">Multimodal Generative AI: the Next Frontier in Precision Health<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/multimodal-generative-ai-the-next-frontier-in-precision-health\" class=\"cta\" aria-describedby=\"heading-1-multimodal-generative-ai-the-next-frontier-in-precision-health\">\n\t\t\t\t\tRead the essay\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"A flow chart with four successive blocks. Starting with a data owner, private data is provisioned to train a language model with differential privacy. The language model is subsequently prompted to generate novel synthetic data resembling the private data. This data can be used for down-stream applications such as machine learning, feedback analysis or statistical analysis.\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PSD-for-Gen-AI-2024-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-2-the-crossroads-of-innovation-and-privacy-private-synthetic-data-for-generative-ai\">The Crossroads of Innovation and Privacy: Private Synthetic Data for Generative AI<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/the-crossroads-of-innovation-and-privacy-private-synthetic-data-for-generative-ai\/\" class=\"cta\" aria-describedby=\"heading-2-the-crossroads-of-innovation-and-privacy-private-synthetic-data-for-generative-ai\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-1024x576.jpg\" class=\"card-img\" alt=\"Research Forum Ep2 | Madeleine Daepp\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2G_MadeleineLightningTalk_VOD_1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-3-generative-ai-and-plural-governance-mitigating-challenges-and-surfacing-opportunities\">Generative AI and Plural Governance: Mitigating Challenges and Surfacing Opportunities<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/generative-ai-and-plural-governance-mitigating-challenges-and-surfacing-opportunities\" class=\"cta\" aria-describedby=\"heading-3-generative-ai-and-plural-governance-mitigating-challenges-and-surfacing-opportunities\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-1024x576.jpg\" class=\"card-img\" alt=\"Lev Tankelevitch speaks at the March 2024 Research Forum\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/cyfS6APUbHU.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-4-the-metacognitive-demands-and-opportunities-of-generative-ai\">The Metacognitive Demands and Opportunities of Generative AI<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/the-metacognitive-demands-and-opportunities-of-generative-ai\" class=\"cta\" aria-describedby=\"heading-4-the-metacognitive-demands-and-opportunities-of-generative-ai\">\n\t\t\t\t\tWatch and read\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-white-background-color has-color-black p-3 p-md-5 mb-3 is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>The latest generation of large-scale AI models is exhibiting surprising emergent capabilities<\/strong>, such as the ability to explain their reasoning, to write code and poetry, or to understand concepts and translate them across domains \u2013 all seemingly due to learning at massive scale. The most challenging benchmarks created by the research community to test these new models are being solved faster than they can be created.<\/p>\n\n\n\n<p>At Microsoft Research, we expect this phenomenon to accelerate with the development of future models, and are pursuing novel approaches to understanding the nature of this emergent form of intelligence. To do this, we are relying less on classical benchmarking, and instead taking inspiration from the study of human intelligence, and from the prediction and observation of natural phenomena.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"related-reading\">Related reading<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jun-2024-brief\/articles\/driving-industry-evolution-exploring-the-impact-of-generative-ai-on-sector-transformation\">Driving Industry Evolution: Exploring the Impact of Generative AI on Sector Transformation<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/genaiscript-scripting-for-generative-ai\/\">GenAIScript<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/genai-for-industry\/\">GenAI for Industry<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jan-2024-brief\/articles\/generative-ai-meets-structural-biology-equilibrium-distribution-prediction\">Generative AI Meets Structural Biology: Equilibrium Distribution Prediction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/the-coexplorer-technology-probe-a-generative-ai-powered-adaptive-interface-to-support-intentionality-in-planning-and-running-video-meetings\/\">The CoExplorer Technology Probe: A Generative AI-Powered Adaptive Interface to Support Intentionality in Planning and Running Video Meetings<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"alignfull wp-block-msr-block-library-focus-pillar\" data-bi-aN=\"focus-pillar\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar__background\"><\/div>\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-block-library-focus-pillar__content\">\n\t\t\t\n\n<div class=\"wp-block-columns align-items-stretch is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group wp-block-msr-block-library-focus-pillar__sticky-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-block-msr-block-library-focus-pillar__title pt-5 mt-0\" id=\"discovery\">Driving model innovation<\/h3>\n\n\n<section class=\"wp-block-msr-block-library-focus-pillar-resources\" aria-label=\"Related resources\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar-resources__content\">\n\t\t<div class=\"row row-cols-1 row-cols-md-2\">\n\t\t\t\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-1024x576.jpg\" class=\"card-img\" alt=\"Microsoft Research Forum | Episode 3 | Adam Fourney\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/RF3_LT4_Adam-Fourney_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-5-autogen-update-complex-tasks-and-agents\">AutoGen Update: Complex Tasks and Agents<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jun-2024-brief\/articles\/autogen-update-complex-tasks-and-agents\" class=\"cta\" aria-describedby=\"heading-5-autogen-update-complex-tasks-and-agents\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"AutoGen diagram\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-343x193.jpg 343w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/09\/AutoGen-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-6-autogen-on-github\">AutoGen on GitHub<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/github.com\/microsoft\/autogen\" class=\"cta\" aria-describedby=\"heading-6-autogen-on-github\">\n\t\t\t\t\tGet AutoGen\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-1024x576.png\" class=\"card-img\" alt=\"abstract wave lines on a gradient background\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-1024x576.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-768x432.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-1066x600.png 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-655x368.png 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-640x360.png 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-960x540.png 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1-1280x720.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/02\/ORCA-BlogHeroFeature-1400x788-1.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-7-orca-math-demonstrating-the-potential-of-slms-with-model-specialization\">Orca-Math: Demonstrating the potential of SLMs with model specialization<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/orca-math-demonstrating-the-potential-of-slms-with-model-specialization\/\" class=\"cta\" aria-describedby=\"heading-7-orca-math-demonstrating-the-potential-of-slms-with-model-specialization\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"Satya Nadella on stage at Microsoft Ignite 2023 announcing Phi-2.\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-343x193.jpg 343w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/Phi2-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-8-microsoft-phi-2\">Microsoft Phi-2<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/ai.azure.com\/explore\/models\/microsoft-phi-2\/version\/4\/registry\/azureml-msr\" class=\"cta\" aria-describedby=\"heading-8-microsoft-phi-2\">\n\t\t\t\t\tGet Phi-2\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-white-background-color has-color-black p-3 p-md-5 mb-3 is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>We aim to push beyond the current state of the art in large-scale AI models<\/strong>, in our pursuit of more powerful, capable and aligned forms of artificial intelligence.<\/p>\n\n\n\n<p>Through our research, we envision and create AI models that can quickly adapt to new tasks and changing environments, that utilize long-term memory, can learn over time from experience, perceive and reason across text, images, audio and video, make fewer mistakes, and are more computationally efficient and sustainable.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"related-reading\">Related reading<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/autogen-enabling-next-generation-large-language-model-applications\/\">AutoGen: Enabling next-generation large language model applications<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/benchmarking-large-language-models-across-languages-modalities-models-and-tasks\/\">Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jan-2024-brief\/articles\/evaluation-and-understanding-of-foundation-models\">Evaluation and Understanding of Foundation Models<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jan-2024-brief\/articles\/improving-reasoning-in-language-models-with-laser-layer-selective-rank-reduction\">Improving Reasoning in Language Models with LASER: Layer-Selective Rank Reduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/injecting-new-knowledge-into-large-language-models-via-supervised-fine-tuning\/\">Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/longrope-extending-llm-context-window-beyond-2-million-tokens\/\">LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/orca\/\">Orca<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/phi-2-the-surprising-power-of-small-language-models\/\">Phi-2: The surprising power of small language models<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/whats-new-in-autogen\">What\u2019s new in AutoGen?<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"alignfull wp-block-msr-block-library-focus-pillar\" data-bi-aN=\"focus-pillar\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar__background\"><\/div>\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-block-library-focus-pillar__content\">\n\t\t\t\n\n<div class=\"wp-block-columns align-items-stretch is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group wp-block-msr-block-library-focus-pillar__sticky-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-block-msr-block-library-focus-pillar__title pt-5 mt-0\" id=\"responsible-design\">Ensuring societal benefit<\/h3>\n\n\n<section class=\"wp-block-msr-block-library-focus-pillar-resources\" aria-label=\"Related resources\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar-resources__content\">\n\t\t<div class=\"row row-cols-1 row-cols-md-2\">\n\t\t\t\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"satellite image of Storm Ciar\u00e1n\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEW_Aurora-2024-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-9-introducing-aurora-the-first-large-scale-foundation-model-of-the-atmosphere\">Introducing Aurora: The first large-scale foundation model of the atmosphere<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/introducing-aurora-the-first-large-scale-foundation-model-of-the-atmosphere\/\" class=\"cta\" aria-describedby=\"heading-9-introducing-aurora-the-first-large-scale-foundation-model-of-the-atmosphere\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-1024x576.jpg\" class=\"card-img\" alt=\"Microsoft Research Forum | Episode 3 | panel discussion\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/Forum-E3B-PanelDiscussion_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-10-panel-discussion-generative-ai-for-global-impact\">Panel Discussion: Generative AI for Global Impact<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jun-2024-brief\/articles\/panel-discussion-generative-ai-for-global-impact-challenges-and-opportunities\" class=\"cta\" aria-describedby=\"heading-10-panel-discussion-generative-ai-for-global-impact\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-1024x576.png\" class=\"card-img\" alt=\"Digital pathology helps decode tumor microenvironments for precision immunotherapy. GigaPath is a novel vision transformer that can scale to gigapixel whole-slide images by adapting dilated attention for digital pathology. In joint work with Providence and UW, we\u2019re sharing Prov-GigaPath, the first whole-slide pathology foundation model pretrained on large-scale real-world data, for advancing clinical research and discovery.\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-1024x576.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-768x432.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-1066x600.png 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-655x368.png 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-640x360.png 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-960x540.png 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero-1280x720.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/1-hero.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-11-gigapath-whole-slide-foundation-model-for-digital-pathology\">GigaPath: Whole-Slide Foundation Model for Digital Pathology<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/gigapath-whole-slide-foundation-model-for-digital-pathology\/\" class=\"cta\" aria-describedby=\"heading-11-gigapath-whole-slide-foundation-model-for-digital-pathology\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1024x576.png\" class=\"card-img\" alt=\"Microsoft Research Podcast | Ideas | Kalika Bali\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1024x576.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-768x432.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1066x600.png 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-655x368.png 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-640x360.png 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-960x540.png 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1280x720.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-12-ideas-language-technologies-for-everyone-with-kalika-bali\">Ideas: Language technologies for everyone with Kalika Bali<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/podcast\/ideas-language-technologies-for-everyone-with-kalika-bali\/\" class=\"cta\" aria-describedby=\"heading-12-ideas-language-technologies-for-everyone-with-kalika-bali\">\n\t\t\t\t\tListen to the podcast\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-white-background-color has-color-black p-3 p-md-5 mb-3 is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>With accelerating progress in AI capabilities, and the deployment of AI technologies at scale<\/strong>, research must take a broader view of our responsibility to achieve benefits and mitigate risks.<\/p>\n\n\n\n<p>We are building on our many years of research in responsible AI, with the aim to enhance our ability to align AI with human goals, ensure positive impact on jobs and the economy, and ensure equitable and safe employment in key sectors such as education and healthcare.<\/p>\n\n\n\n<p>We are also developing new approaches to assurance in an era where general-purpose AI technologies are rapidly advanced and deployed at scale. All this work is aimed at ensuring that AI is trustworthy and supports human flourishing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"related-reading-1\">Related reading<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/medium.com\/data-policy\/forecasting-food-insecurity-levels-in-near-real-time-using-a-machine-learning-framework-24b553f70aca\" target=\"_blank\" rel=\"noopener noreferrer\">Advanced forecasting for hunger<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/ai-and-the-future-of-work-in-africa\/\">AI and the Future of Work in Africa<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/group\/ai-for-good-research-lab\/\">AI for Good Lab<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/project-karya\/\">Digital Labor Project: Karya<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/dosa-a-dataset-of-social-artifacts-from-different-indian-geographical-subcultures\/\">DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/explaining-clips-performance-disparities-on-data-from-blind-low-vision-users\/\">Explaining CLIP&#8217;s performance disparities on data from blind\/low vision users<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/CameraTraps\" target=\"_blank\" rel=\"noopener noreferrer\">Pytorch-wildlife empowers conservation<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/speaking-the-world-into-existence\/\">Speaking the world into existence<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/turkana-grid-mapping\">Turkana grid mapping<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"alignfull wp-block-msr-block-library-focus-pillar\" data-bi-aN=\"focus-pillar\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar__background\"><\/div>\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-block-library-focus-pillar__content\">\n\t\t\t\n\n<div class=\"wp-block-columns align-items-stretch is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group wp-block-msr-block-library-focus-pillar__sticky-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-block-msr-block-library-focus-pillar__title pt-5 mt-0\" id=\"society\">Transforming scientific discovery<\/h3>\n\n\n<section class=\"wp-block-msr-block-library-focus-pillar-resources\" aria-label=\"Related resources\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar-resources__content\">\n\t\t<div class=\"row row-cols-1 row-cols-md-2\">\n\t\t\t\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-1024x576.jpg\" class=\"card-img\" alt=\"Research Forum Ep2 | Keynote | The Revolution in Scientific Discovery | Chris Bishop\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2A_ChrisBishopKeynote_VOD_1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-13-keynote-the-revolution-in-scientific-discovery\">Keynote: The Revolution in Scientific Discovery<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/keynote-the-revolution-in-scientific-discovery\" class=\"cta\" aria-describedby=\"heading-13-keynote-the-revolution-in-scientific-discovery\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"MatterGen\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-343x193.jpg 343w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/12\/MatterGen-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-14-mattergen-a-generative-model-for-materials-design\">MatterGen: A Generative Model for Materials Design<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/jun-2024-brief\/articles\/mattergen-a-generative-model-for-materials-design\" class=\"cta\" aria-describedby=\"heading-14-mattergen-a-generative-model-for-materials-design\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-1024x576.png\" class=\"card-img\" alt=\"The image features a complex network of interconnected nodes with a molecular structure, illuminated in blue against a dark background.\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-1024x576.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-768x432.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-1066x600.png 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-655x368.png 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-640x360.png 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-960x540.png 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1-1280x720.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/NEWMatterSim2024-BlogHeroFeature-1400x788-1.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-15-mattersim-a-deep-learning-model-for-materials-under-real-world-conditions\">MatterSim: A deep-learning model for materials under real-world conditions<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/mattersim-a-deep-learning-model-for-materials-under-real-world-conditions\/\" class=\"cta\" aria-describedby=\"heading-15-mattersim-a-deep-learning-model-for-materials-under-real-world-conditions\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-1024x576.jpg\" class=\"card-img\" alt=\"Research Forum Ep2 | Panel | Transforming the Natural Sciences with AI\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/E2B_Panel_3_VOD_1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-16-transforming-the-natural-sciences-with-ai\">Transforming the Natural Sciences with AI<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/quarterly-brief\/mar-2024-brief\/articles\/panel-discussion-transforming-the-natural-sciences-with-ai\" class=\"cta\" aria-describedby=\"heading-16-transforming-the-natural-sciences-with-ai\">\n\t\t\t\t\tWatch on demand\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-white-background-color has-color-black p-3 p-md-5 mb-3 is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Recent progress in AI has shown the potential to transform the natural sciences<\/strong> by dramatically improving our ability to model, predict and gain insight into natural phenomena. This new paradigm of scientific discovery could dramatically accelerate advances in chemistry, physics, biology, astronomy, and many other fields.<\/p>\n\n\n\n<p>Microsoft Research recently established&nbsp;<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/lab\/microsoft-research-ai4science\/\">AI for Science<\/a>, a global organization of researchers and engineers, including leading experts in machine learning, quantum physics, computational chemistry, molecular biology, fluid dynamics, software engineering, and other disciplines. This group is researching some of today\u2019s most pressing challenges in deep learning and artificial intelligence\u2014and the potential of those technologies to transform scientific discovery and positively impact society.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"related-reading-1\">Related reading<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/lordnet-an-efficient-neural-network-for-learning-to-solve-parametric-partial-differential-equations-without-simulated-data\/\">LordNet: An efficient neural network for learning to solve parametric partial differential equations without simulated data<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/mofdiff-coarse-grained-diffusion-for-metal-organic-framework-design\/\">MOFDiff: Coarse-grained Diffusion for Metal-Organic Framework Design<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/recyclable-vitrimer-based-printed-circuit-boards-for-sustainable-electronics\/\">Recyclable vitrimer-based printed circuit boards for sustainable electronics<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"alignfull wp-block-msr-block-library-focus-pillar\" data-bi-aN=\"focus-pillar\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar__background\"><\/div>\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-block-library-focus-pillar__content\">\n\t\t\t\n\n<div class=\"wp-block-columns align-items-stretch is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group wp-block-msr-block-library-focus-pillar__sticky-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-block-msr-block-library-focus-pillar__title pt-5 mt-0\" id=\"empowerment\">Extending human capabilities<\/h3>\n\n\n<section class=\"wp-block-msr-block-library-focus-pillar-resources\" aria-label=\"Related resources\">\n\t<div class=\"wp-block-msr-block-library-focus-pillar-resources__content\">\n\t\t<div class=\"row row-cols-1 row-cols-md-2\">\n\t\t\t\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-1024x576.jpg\" class=\"card-img\" alt=\"FarmVibes - man walking through a wheat field towards a distant barn (Photo by Dan DeLong for Microsoft)\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-343x193.jpg 343w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/10\/FarmVibes-Nelson-trail-03_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-17-generative-ai-in-agriculture\">Generative AI in agriculture<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/project\/genai-for-industry\/articles\/generative-ai-in-agriculture\/\" class=\"cta\" aria-describedby=\"heading-17-generative-ai-in-agriculture\">\n\t\t\t\t\tRead the article\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"flowchart showing how AI learns from user interactions\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/03\/Learning-from-User-Interactions-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-18-learning-from-interaction-with-microsoft-copilot-web\">Learning from interaction with Microsoft Copilot (web)<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/learning-from-interaction-with-microsoft-copilot-web\/\" class=\"cta\" aria-describedby=\"heading-18-learning-from-interaction-with-microsoft-copilot-web\">\n\t\t\t\t\tRead the blog\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-1024x576.png\" class=\"card-img\" alt=\"Microsoft Research Podcast | Ideas | Abigail Sellen\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-1024x576.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-768x432.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-1066x600.png 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-655x368.png 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-640x360.png 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-960x540.png 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788-1280x720.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/05\/PODAbigail-Sellen_IDEAS_Hero_Feature_No_Text_1400x788.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-19-ideas-designing-ai-for-people-with-abigail-sellen\">Ideas: Designing AI for people with Abigail Sellen<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/podcast\/ideas-designing-ai-for-people-with-abigail-sellen\/\" class=\"cta\" aria-describedby=\"heading-19-ideas-designing-ai-for-people-with-abigail-sellen\">\n\t\t\t\t\tListen to the podcast\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\n<div class=\"col my-3 theme-light\">\n\t<article class=\"card material-card h-100 wp-block-msr-block-library-focus-pillar-resource-item\" data-mount=\"click-group\" data-bi-aN=\"focus-pillar-resource\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-1024x576.jpg\" class=\"card-img\" alt=\"Project VeLLM - photo of a teacher and classroom full of students\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-343x193.jpg 343w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t<h4 id=\"heading-20-teachers-in-india-help-microsoft-research-design-ai-tool-for-creating-great-classroom-content\">Teachers in India help Microsoft Research design AI tool for creating great classroom content<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"card-footer px-4 pb-4\">\n\t\t\t\t<a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/blog\/teachers-in-india-help-microsoft-research-design-ai-tool-for-creating-great-classroom-content\/\" class=\"cta\" aria-describedby=\"heading-20-teachers-in-india-help-microsoft-research-design-ai-tool-for-creating-great-classroom-content\">\n\t\t\t\t\tRead about Shiksha copilot\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t<\/article>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-white-background-color has-color-black p-3 p-md-5 mb-3 is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>General-purpose AI models are demonstrating unprecedented potential to amplify and extend human capabilities<\/strong>. To maximize this potential, we aim to thoughtfully design AI systems that bring out the best in the model, and in the person. We aim to deliver powerful and capable AI co-pilots across every field of human endeavor, and to empower every developer on the planet to do the same. <\/p>\n\n\n\n<p>Additionally, we are exploring and incubating novel applications of AI in industries such as agriculture and healthcare, in order to accelerate the advancement of key beneficial technologies.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"related-reading-1\">Related reading<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/haxtoolkit\/\" target=\"_blank\" rel=\"noreferrer noopener\">Explore the HAX Toolkit<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/exploring-interaction-patterns-for-debugging-enhancing-conversational-capabilities-of-ai-assistants\/\">Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/group\/research-for-industry\/\">Research for Industry<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/using-data-science-and-a-health-equity-lens-to-identify-long-covid-sequelae-among-medically-underserved-populations\/\">Using data science and a health equity lens to identify long-COVID sequelae among medically underserved populations<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/research-area\/artificial-intelligence\/?\" target=\"_blank\" rel=\"noreferrer noopener\">See more in our AI research archive<\/a><\/div>\n<\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Breakthroughs in large-scale AI have fundamentally transformed every product at Microsoft. But we believe that many further advances are both possible and needed to achieve the full potential of AI to benefit people, organizations, and society as whole. We at Microsoft Research work as part of the global research community to advance AI with the [&hellip;]<\/p>\n","protected":false},"featured_media":992739,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556],"msr-locale":[268875],"msr-impact-theme":[264846],"msr-pillar":[],"class_list":["post-925785","msr-focus-area-post","type-msr-focus-area-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-en_us"],"related-researchers":[],"related-publications":[904659,942132],"related-downloads":[],"related-videos":[1080717,1040106,1040115,1040124,1040133,1067070,1068546,1080651,1080663,1080684,1080693,1080705,1040097,1080732,1125393,1131591,1132188,1132200,1132209,1132218,1132227,1132236,1133379,1012128,984093,992835,1003953,1003980,1003998,1004007,1004016,1004025,1004034,1004043,983472,1013829,1013838,1013847,1013856,1013865,1013892,1024668,1032861,1032879,1040085],"related-projects":[1146385,1160590,1158675,1159844,1137990,1136279,1132281,1127220,1125291,1116021,1127760,1100883,1089702,1092564,1005396,1045410,1064877,1119384,1045257,1045248,1048632,1041426,1035009,1030176,1014747,1016418,1017768,1019952,1136532,1018536,1053873,994095,1004841,1048029,978063,983295,981045,979767,1048035,979650,979587,969012,973743,971055,967350,959313,788159,1048017,924807,978333,1097610,1057734,1068003,1048011,819724,692739,669597,678390,649749],"related-groups":[144902,983424,1001961,1054512,1057371,1089753,1097541,1103415,1105932,1143270],"related-events":[1139371,1086300,980724],"related-posts":[967848,969105,969147,1023300,1040643,1048506,1081755,1083822,1128279,1133598,1134402,1139193,1140810],"msr_impact_theme":["Computing foundations"],"_links":{"self":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-focus-area-post\/925785","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-focus-area-post"}],"about":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-focus-area-post"}],"version-history":[{"count":117,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-focus-area-post\/925785\/revisions"}],"predecessor-version":[{"id":1140919,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-focus-area-post\/925785\/revisions\/1140919"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/media\/992739"}],"wp:attachment":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/media?parent=925785"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=925785"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=925785"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=925785"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=925785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}