{"id":1128279,"date":"2025-02-12T13:01:07","date_gmt":"2025-02-12T21:01:07","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?p=1128279"},"modified":"2025-02-25T15:32:12","modified_gmt":"2025-02-25T23:32:12","slug":"microsoft-research-and-physics-wallah-team-up-to-enhance-ai-based-tutoring","status":"publish","type":"post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/blog\/microsoft-research-and-physics-wallah-team-up-to-enhance-ai-based-tutoring\/","title":{"rendered":"Microsoft Research and Physics Wallah team up to enhance AI-based tutoring"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"788\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1.jpg\" alt=\"Physics Wallah blog | education icons\" class=\"wp-image-1128240\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1.jpg 1400w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><\/figure>\n\n\n\n<p>In India, limited resources, geographical constraints, and economic factors present barriers to quality education for some students.<\/p>\n\n\n\n<p>A shortage of teachers, particularly in remote or low-income areas, makes it harder for students to receive the guidance they need to prepare for highly competitive professional and academic programs.&nbsp;Microsoft Research is developing new algorithms and techniques that are enabling <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.pw.live\/\" target=\"_blank\" rel=\"noopener noreferrer\">Physics Wallah<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, a growing educational company, to make its AI-based tutoring services more accurate and reliable, to better support students on their education journey.<\/p>\n\n\n\n<p>As in other countries, many Indian students purchase coaching and tutoring services to prepare for entrance exams at top institutions. This includes <em>offline<\/em> coaching, where hundreds of students meet in a classroom staffed by teachers covering a structured curriculum. <em>Online<\/em> coaching enables students to learn remotely in a virtual classroom. <em>Hybrid<\/em> coaching delivers virtual lessons in a physical classroom.<\/p>\n\n\n\n<p class=\"has-text-align-left\">Offline courses can cost as much as 100,000 Indian rupees a year\u2014equivalent to hundreds of U.S. dollars. This puts them out of reach for many lower income students living in smaller and mid-sized Indian cities, as well as rural villages. Online courses are much more affordable. They allow students to work at their own pace by providing high-quality web-based content supported by teachers who work remotely.<\/p>\n\n\n\n<figure class=\"wp-block-image alignright size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"300\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-200x300.jpeg\" alt=\"Vineet Govil\" class=\"wp-image-1127256\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-200x300.jpeg 200w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-683x1024.jpeg 683w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-768x1152.jpeg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-1024x1536.jpeg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-1365x2048.jpeg 1365w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-120x180.jpeg 120w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Vineet_Headshot-scaled.jpeg 1707w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><figcaption class=\"wp-element-caption\">Vineet Govil<\/figcaption><\/figure>\n\n\n\n<p>Meeting this need is the mission of Physics Wallah. The company uses AI to offer on-demand tutoring at scale, curating volumes of standard science- and math-related content to provide the best answers. Some 2 million students use the Physics Wallah platform every day, at a fraction of the cost of offline tutoring. For example, its prep courses for the Joint Entrance Examination (JEE), which is required for admission to engineering and technology programs, and the National Eligibility cum Entrance Test (NEET), a required entrance exam for medical and dental school candidates, cost between 4,200 and 4,500 rupees per year. That\u2019s roughly 50 U.S. dollars.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-spectrum is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201cThe mantra here really is how do we provide quality education in an affordable manner and accessible to every student, regardless of who they are or where they come from.\u201d<\/p>\n<cite>\u2014Vineet Govil, Chief Technology and Product Officer, Physics Wallah<\/cite><\/blockquote>\n\n\n\n<div class=\"annotations \" data-bi-aN=\"margin-callout\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 annotations__list--left\">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/microsoft-research-india-celebrating-20-years-of-innovation\/\" target=\"_self\" aria-label=\"Celebrating 20 Years at Microsoft Research India\" data-bi-type=\"annotated-link\" data-bi-cN=\"Celebrating 20 Years at Microsoft Research India\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-240x135.jpg\" class=\"mb-2\" alt=\"Microsoft Research India, Bangalore\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/03\/MSR-India-Bangalore-720x405-1.jpg 720w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">TIMELINE<\/span>\n\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/microsoft-research-india-celebrating-20-years-of-innovation\/\" data-bi-cN=\"Celebrating 20 Years at Microsoft Research India\" data-external-link=\"false\" data-bi-aN=\"margin-callout\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Celebrating 20 Years at Microsoft Research India<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n\n\n\n<p>Microsoft Research India\u2019s collaboration with Physics Wallah is part of a 20-year legacy of supporting emerging Indian companies, underscored by the January 2025 announcement that <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/en-in\/microsoft-announces-us-3bn-investment-over-two-years-in-india-cloud-and-ai-infrastructure-to-accelerate-adoption-of-ai-skilling-and-innovation\/\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft will invest $3 billion<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> in cloud and AI infrastructure to accelerate the adoption of AI, skilling, and innovation. &nbsp;<\/p>\n\n\n\n<p>Physics Wallah has developed an AI-driven educational suite, <strong>Alakh AI<\/strong>, leveraging OpenAI\u2019s GPT-4o model through Microsoft Azure OpenAI Service. Alakh AI\u2019s flagship offerings include <strong>AI Guru<\/strong> and the <strong>Smart Doubt Engine<\/strong>, both designed to transform the learning experience in and beyond the classroom.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI Guru<\/strong> acts as a personal academic tutor, delivering adaptive guidance based on a student\u2019s progress, real-time question-solving, and customized content that evolves with their learning journey.<\/li>\n\n\n\n<li><strong>Smart Doubt Engine<\/strong> is an AI tool through which students can ask questions (also known as \u201cdoubts\u201d in Indian English) during live classes and receive instant responses.<\/li>\n<\/ul>\n\n\n\n<p>Additionally, the Alakh AI suite includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI Grader<\/strong> for subjective answer evaluation without human intervention<\/li>\n\n\n\n<li><strong>Sahayak<\/strong> for crafting hyper-personalized learning paths tailored to individual students\u2019 needs<\/li>\n<\/ul>\n\n\n\n<p>This innovative ecosystem elevates learning efficiency and accessibility for students.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a data-bi-bhvr=\"14\"  data-bi-cn=\"Screenshot of AI Guru interface showing a student\u2019s query about Newton\u2019s First Law. The AI tutor responds with a detailed explanation and includes two video resources for additional learning.\" href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"2560\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-scaled.jpg\" alt=\"Screenshot of AI Guru interface showing a student\u2019s query about Newton\u2019s First Law. The AI tutor responds with a detailed explanation and includes two video resources for additional learning.\" class=\"wp-image-1126782\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-scaled.jpg 2560w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-300x300.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-1024x1024.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-150x150.jpg 150w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-768x768.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-1536x1536.jpg 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-2048x2048.jpg 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-180x180.jpg 180w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/AI-Guru-2-360x360.jpg 360w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><figcaption class=\"wp-element-caption\">AI Guru in action \u2013 A student asks, <em>&#8220;Explain Newton\u2019s First Law,&#8221;<\/em> and the AI tutor provides a detailed explanation along with two videos for further learning.<\/figcaption><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a data-bi-bhvr=\"14\"  data-bi-cn=\"Screenshot of the Smart Doubt Engine interface showing a student asking a question about the directrix during a live classroom session. The AI responds with a detailed explanation to clarify the concept.\" href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1160\" height=\"478\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt.jpg\" alt=\"Screenshot of the Smart Doubt Engine interface showing a student asking a question about the directrix during a live classroom session. The AI responds with a detailed explanation to clarify the concept.\" class=\"wp-image-1126410\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt.jpg 1160w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt-300x124.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt-1024x422.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt-768x316.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Smartdoubt-240x99.jpg 240w\" sizes=\"auto, (max-width: 1160px) 100vw, 1160px\" \/><\/a><figcaption class=\"wp-element-caption\">Smart Doubt Engine in action \u2013 A student asks a clarifying question during a live class, and the AI provides a detailed explanation in real time.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-does-ai-guru-work-1\">How does AI Guru work?<\/h2>\n\n\n\n<p>Let\u2019s say a student had a question about Newton\u2019s laws of motion, a core concept in physics. She would type her query into the AI Guru chat window (she could also just talk to it or upload an image from a textbook) and receive a text answer plus images derived from standard textbooks and curated content, typically in just a few seconds. AI Guru also provides a short video where a teacher offers additional context.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"getting-the-technology-right-1\">Getting the technology right<\/h2>\n\n\n\n<p>The Alakh AI suite is powered by OpenAI&#8217;s foundational models GPT-4 and GPT-4o, integrated with a retrieval-augmented generation (RAG) architecture. It leverages Physics Wallah&#8217;s rich repository of high-quality curated content\u2014developed and refined over several years\u2014along with continuous updates from subject matter experts to ensure new materials, textbooks, tutorials, and question banks are seamlessly incorporated. Despite considerable progress, the existing AI sometimes falters when navigating complex academic problems.<\/p>\n\n\n\n<p>\u201cThe accuracy level of today&#8217;s large language models (LLMs) is not up to the mark where we can provide reliable and satisfactory answers to the students all the time\u2014specifically, if it&#8217;s a hard mathematical problem involving complex equations,\u201d Govil said.<\/p>\n\n\n\n<p>That\u2019s one important focus of the collaboration. Researchers from Microsoft Research are developing new algorithms and techniques to enhance the accuracy and reasoning capabilities of AI models. They are now collaborating with Physics Wallah to apply these advancements to the Alakh AI suite, improving its ability to solve complex problems and provide more reliable, step-by-step guidance to students. A key challenge is the nature of student queries, which are often ambiguous and involve multimodal inputs\u2014text, images, videos, or audio\u2014requiring unified capabilities to address the problem. Many STEM problems require breaking down complex queries into logical sub-problems and applying high-order, step-by-step reasoning for consistency. Additionally, integrating domain-specific knowledge in advanced math, physics, chemistry, and biology requires contextualization and seamless retrieval of specialized, grade-appropriate information.&nbsp;<\/p>\n\n\n\n<p>Microsoft Research is working with Physics Wallah to move beyond traditional next-token prediction and develop AI systems that approach reliable, systematic, step-by-step problem-solving.<\/p>\n\n\n\n<p>That includes <a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/exposing-the-achilles-heel-evaluating-llms-ability-to-handle-mistakes-in-mathematical-reasoning\/\">ongoing work<\/a> to enhance the model\u2019s reasoning capabilities and deliver more accurate query answers on complex JEE math problems. Instead of just providing the final answer, the underlying models now break problems into step-by-step solutions. That helps students learn how to solve the actual problems. The AI can also review student answers, detect mistakes, and give detailed feedback, acting as a personal tutor to guide students, improve their understanding, and enhance their learning experience.<\/p>\n\n\n\n\t<div class=\"border-bottom border-top border-gray-300 mt-5 mb-5 msr-promo text-center text-md-left alignwide\" data-bi-aN=\"promo\" data-bi-id=\"1002645\">\n\t\t\n\n\t\t<p class=\"msr-promo__label text-gray-800 text-center text-uppercase\">\n\t\t<span class=\"px-4 bg-white display-inline-block font-weight-semibold small\">Spotlight: AI-POWERED EXPERIENCE<\/span>\n\t<\/p>\n\t\n\t<div class=\"row pt-3 pb-4 align-items-center\">\n\t\t\t\t\t\t<div class=\"msr-promo__media col-12 col-md-5\">\n\t\t\t\t<a class=\"bg-gray-300 display-block\" href=\"https:\/\/aka.ms\/research-copilot\/?OCID=msr_researchforum_Copilot_MCR_Blog_Promo\" aria-label=\"Microsoft research copilot experience\" data-bi-cN=\"Microsoft research copilot experience\" target=\"_blank\">\n\t\t\t\t\t<img decoding=\"async\" class=\"w-100 display-block\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/MSR-Chat-Promo.png\" alt=\"\" \/>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"msr-promo__content p-3 px-5 col-12 col-md\">\n\n\t\t\t\t\t\t\t\t\t<h2 class=\"h4\">Microsoft research copilot experience<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t<p id=\"microsoft-research-copilot-experience\" class=\"large\">Discover more about research at Microsoft through our AI-powered experience<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"wp-block-buttons justify-content-center justify-content-md-start\">\n\t\t\t\t\t<div class=\"wp-block-button\">\n\t\t\t\t\t\t<a href=\"https:\/\/aka.ms\/research-copilot\/?OCID=msr_researchforum_Copilot_MCR_Blog_Promo\" aria-describedby=\"microsoft-research-copilot-experience\" class=\"btn btn-brand glyph-append glyph-append-chevron-right\" data-bi-cN=\"Microsoft research copilot experience\" target=\"_blank\">\n\t\t\t\t\t\t\tStart now\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div><!--\/.msr-promo__content-->\n\t<\/div><!--\/.msr-promo__inner-wrap-->\n\t<\/div><!--\/.msr-promo-->\n\t\n\n\n<p>Solving complex problems requires enhancing the reasoning capabilities of both large and small language models by training them to not just generate answers, but to systematically think through and reason about complex problems. This requires high-quality reasoning traces\u2014detailed, step-by-step breakdowns of logical problem-solving processes.<\/p>\n\n\n\n<p>To enable this, researchers collaborated with Physics Wallah to curate a dataset of 150,000 high-quality math reasoning traces. These traces serve as the foundation for training specialized small language models (SLMs) using supervised fine-tuning (SFT). Model performance is further refined through training on carefully curated on-policy preference data, ensuring alignment with high-quality reasoning standards. The team\u2019s current Phi-based models have already outperformed leading LLMs and other baselines on complex math problems.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-spectrum is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;Building AI systems capable of human-like thinking and reasoning represents a significant challenge.&#8221;<\/p>\n<cite>\u2014Akshay Nambi, Principal Researcher at Microsoft Research India<\/cite><\/blockquote>\n\n\n\n<p>The next step is to develop a self-evolving learning pipeline using online reinforcement learning techniques, allowing the model to continuously generate high-quality synthetic data that further enhances its capabilities. Additionally, researchers are building a reward model and integrating it with Monte Carlo Tree Search (MCTS) to optimize reasoning and improve inference-time decision-making.<\/p>\n\n\n\n<p>\u201cThe goal is to develop tools that complement education. To do this, we are enhancing the model\u2019s capabilities to process, break down, and solve problems step-by-step. We do this by incorporating high-quality data into training to teach the model how to approach such tasks, alongside algorithmic innovations that enable the model to think and reason more effectively.&#8221;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\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__inner wp-block-msr-immersive-section__inner--narrow\">\n\t\t\t<div class=\"wp-block-media-text has-vertical-margin-none  has-vertical-padding-none  has-media-on-the-right is-stacked-on-mobile\"><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading has-text-align-right\" id=\"insert-fmt-video-in-this-episode-of-the-microsoft-research-podcast-martin-and-daniela\">Listen or read along as <a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/podcast\/ideas-building-ai-for-population-scale-systems-with-akshay-nambi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Research Podcast<\/a> guest Akshay Nambi shares how his passion for tackling real-world challenges across various domains fuels his work in building reliable and robust AI systems.<\/h3>\n<\/div><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/podcast\/abstracts-september-30-2024\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-1024x576.jpg\" alt=\"Outline illustration of Akshay Nambi | Ideas podcast\" class=\"wp-image-1127463 size-full\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Akshay_Ideas_Hero_Feature_No_Text_1400x788.jpg 1401w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"opening-new-doors-for-students-1\">Opening new doors for students<\/h2>\n\n\n\n<figure class=\"wp-block-image alignright size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"360\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Chandramouleswar-Parida_360x360.jpg\" alt=\"Chandramouleswar Parida\" class=\"wp-image-1126932\" style=\"width:176px\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Chandramouleswar-Parida_360x360.jpg 360w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Chandramouleswar-Parida_360x360-300x300.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Chandramouleswar-Parida_360x360-150x150.jpg 150w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Chandramouleswar-Parida_360x360-180x180.jpg 180w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/><figcaption class=\"wp-element-caption\">Chandramouleswar Parida<\/figcaption><\/figure>\n\n\n\n<p>Getting an education at a top university can be life changing for anyone. For Chandramouleswar Parida, it could change the lives of everyone in his home village in Baniatangi, Khordha, Odisha State, India. Chandra decided to become a doctor after watching his grandfather die from a heart attack. The nearest doctor who could have treated him was at a regional hospital 65 kilometers away.<\/p>\n\n\n\n<p>\u201cHe could have been saved if certain procedures had been followed,\u201d Chandra said. He wants to study medicine, perhaps receiving advanced training overseas, and then return home. \u201cI want to be a doctor here in our village and serve our people, because there is a lack of treatment. Being a doctor is a very noble kind of job in this society.\u201d<\/p>\n\n\n\n<p>Chandra is the only student in Baniatangi Village, Khordha, Odisha, currently preparing for the NEET. Without Physics Wallah, students like Chandra would likely have no access to the support and resources that can\u2019t be found locally.<\/p>\n\n\n\n<figure class=\"wp-block-image alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"606\" height=\"1024\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Student_Headshot_PW-606x1024.jpeg\" alt=\"Anushka Sunil Dhanwade\" class=\"wp-image-1126068\" style=\"width:176px\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Student_Headshot_PW-606x1024.jpeg 606w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Student_Headshot_PW-178x300.jpeg 178w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Student_Headshot_PW-107x180.jpeg 107w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Student_Headshot_PW.jpeg 691w\" sizes=\"auto, (max-width: 606px) 100vw, 606px\" \/><figcaption class=\"wp-element-caption\">Anushka Sunil Dhanwade<\/figcaption><\/figure>\n\n\n\n<p>Another student, Anushka Sunil Dhanwade, is optimistic that Physics Wallah will help her dramatically improve her initial score on the NEET exam. While in 11th class, or grade, she joined an online NEET prep class with 800 students. But she struggled to follow the coursework, as the teachers tailored the content to the strongest students. After posting a low score on the NEET exam, her hopes of becoming a doctor were fading.<\/p>\n\n\n\n<p>But after a serious stomach illness reminded her of the value of having a doctor in her family, she tried again, this time with Physics Wallah and AI Guru. After finishing 12th class, she began preparing for NEET and plans to take the exams again in May, confident that she will increase her score.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-spectrum--blue-green is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201cAI Guru has made my learning so smooth and easy because it provides me answers related to my study and study-related doubt just within a click.\u201d<\/p>\n<cite>\u2014Anushka Sunil Dhanwade, Student<\/cite><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"next-steps-in-the-collaboration-1\">Next steps in the collaboration<\/h2>\n\n\n\n<p>The collaboration between Microsoft Research and Physics Wallah aims to apply the advancements in solving math problems across additional subjects, ultimately creating a unified <em>education LLM<\/em> with enhanced reasoning capabilities and improved accuracy to support student learning.<\/p>\n\n\n\n<p>\u201cWe\u2019re working on an education-specific LLM that will be fine-tuned using the extensive data we\u2019ve gathered and enriched by Microsoft\u2019s expertise in LLM training and algorithms. Our goal is to create a unified model that significantly improves accuracy and raises student satisfaction rates to 95% and beyond,\u201d Govil explained.<\/p>\n\n\n\n<p>The teams are also integrating a new tool from Microsoft Research called <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/PromptWizard\/\" target=\"_blank\" rel=\"noopener noreferrer\">PromptWizard<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, an automated framework for optimizing the instructions given to a model, into Physics Wallah\u2019s offerings. New prompts can now be generated in minutes, eliminating months of manual work, while providing more accurate and aligned answers for students.<\/p>\n\n\n\n<p>For Nambi and the Microsoft Research India team, the collaboration is the latest example of their deep commitment to cultivating the AI ecosystem in India and translating new technology from the lab into useful business applications.<\/p>\n\n\n\n<p>\u201cBy leveraging advanced reasoning techniques and domain expertise, we are transforming how AI addresses challenges across multiple subjects. This represents a key step in building AI systems that act as holistic personal tutors, enhancing student understanding and creating a more engaging learning experience,\u201d Nambi said.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"explore-more\">Explore more<\/h3>\n\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\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/blog\/promptwizard-the-future-of-prompt-optimization-through-feedback-driven-self-evolving-prompts\/\" target=\"_self\" aria-label=\"PromptWizard: The future of prompt optimization through feedback-driven self-evolving prompts\" data-bi-type=\"annotated-link\" data-bi-cN=\"PromptWizard: The future of prompt optimization through feedback-driven self-evolving prompts\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-240x135.png\" class=\"mb-2\" alt=\"A diagram illustrating the joint optimization process of instructions and in-context examples in PromptWizard. The figure demonstrates how the framework iteratively refines both components, integrating feedback to enhance the overall prompt effectiveness and adaptability across tasks.\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-240x135.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-300x169.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-1024x576.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-768x432.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-1066x600.png 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-655x368.png 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-640x360.png 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-960x540.png 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1-1280x720.png 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/PromptWizard-BlogHeroFeature-1400x788-1.png 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Blog<\/span>\n\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/blog\/promptwizard-the-future-of-prompt-optimization-through-feedback-driven-self-evolving-prompts\/\" data-bi-cN=\"PromptWizard: The future of prompt optimization through feedback-driven self-evolving prompts\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>PromptWizard: The future of prompt optimization through feedback-driven self-evolving prompts<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/podcast\/ideas-language-technologies-for-everyone-with-kalika-bali\/\" target=\"_self\" aria-label=\"Ideas: Language technologies for everyone with Kalika Bali\" data-bi-type=\"annotated-link\" data-bi-cN=\"Ideas: Language technologies for everyone with Kalika Bali\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-240x135.png\" class=\"mb-2\" alt=\"Microsoft Research Podcast | Ideas | Kalika Bali\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-240x135.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-300x169.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1024x576.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-768x432.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1066x600.png 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-655x368.png 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-640x360.png 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-960x540.png 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH-1280x720.png 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/04\/Kalika-Bali_IDEAS_Hero_Feature_No_Text_1400x788_AH.png 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Podcast<\/span>\n\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/podcast\/ideas-language-technologies-for-everyone-with-kalika-bali\/\" data-bi-cN=\"Ideas: Language technologies for everyone with Kalika Bali\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Ideas: Language technologies for everyone with Kalika Bali<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n<\/div>\n\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\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/blog\/teachers-in-india-help-microsoft-research-design-ai-tool-for-creating-great-classroom-content\/\" target=\"_self\" aria-label=\"Teachers in India help Microsoft Research design AI tool for creating great classroom content\" data-bi-type=\"annotated-link\" data-bi-cN=\"Teachers in India help Microsoft Research design AI tool for creating great classroom content\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-240x135.jpg\" class=\"mb-2\" alt=\"a group of people sitting at a desk in front of a crowd\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2023\/10\/VeLLUM-BlogHeroFeature-1400x788-2.jpg 1400w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Blog<\/span>\n\t\t\t<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/blog\/teachers-in-india-help-microsoft-research-design-ai-tool-for-creating-great-classroom-content\/\" data-bi-cN=\"Teachers in India help Microsoft Research design AI tool for creating great classroom content\" data-external-link=\"false\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Teachers in India help Microsoft Research design AI tool for creating great classroom content<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/youtu.be\/EgXJj5X260M\" target=\"_blank\" aria-label=\"Shiksha copilot demo\" data-bi-type=\"annotated-link\" data-bi-cN=\"Shiksha copilot demo\" class=\"annotations__list-thumbnail\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"172\" height=\"96\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-640x360.jpg\" class=\"mb-2\" alt=\"group of students talking to their teacher\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/12\/shiksha-Hero-1920x1080.jpg 1920w\" sizes=\"auto, (max-width: 172px) 100vw, 172px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Video<\/span>\n\t\t\t<a href=\"https:\/\/youtu.be\/EgXJj5X260M\" data-bi-cN=\"Shiksha copilot demo\" target=\"_blank\" rel=\"noopener noreferrer\" data-external-link=\"true\" data-bi-aN=\"citation\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Shiksha copilot demo<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-open-in-new-tab\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Limited resources, geography, and economic factors present barriers to quality education for many students in India. Learn how Microsoft Research is collaborating with Physics Wallah to make AI-based tutoring more accurate, reliable, and affordable.<\/p>\n","protected":false},"author":38004,"featured_media":1128240,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_hide_image_in_river":null,"footnotes":""},"categories":[1],"tags":[],"research-area":[13556],"msr-region":[],"msr-event-type":[],"msr-locale":[268875],"msr-post-option":[269148,243984,269142],"msr-impact-theme":[261667],"msr-promo-type":[],"msr-podcast-series":[],"class_list":["post-1128279","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research-blog","msr-research-area-artificial-intelligence","msr-locale-en_us","msr-post-option-approved-for-river","msr-post-option-blog-homepage-featured","msr-post-option-include-in-river"],"msr_event_details":{"start":"","end":"","location":""},"podcast_url":"","podcast_episode":"","msr_research_lab":[199562],"msr_impact_theme":["Empowerment"],"related-publications":[],"related-downloads":[],"related-videos":[],"related-academic-programs":[],"related-groups":[144784,602169],"related-projects":[],"related-events":[],"related-researchers":[{"type":"guest","value":"chris-stetkiewicz","user_id":"958677","display_name":"Chris Stetkiewicz","author_link":"<a href=\"https:\/\/www.linkedin.com\/in\/chrisstetkiewicz\/\" aria-label=\"Visit the profile page for Chris Stetkiewicz\">Chris Stetkiewicz<\/a>","is_active":true,"last_first":"Stetkiewicz, Chris","people_section":0,"alias":"chris-stetkiewicz"}],"msr_type":"Post","featured_image_thumbnail":"<img width=\"960\" height=\"540\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-960x540.jpg\" class=\"img-object-cover\" alt=\"Physics Wallah blog | education icons\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-960x540.jpg 960w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1-1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2025\/02\/Physics-Wallah-BlogHeroFeature-1400x788-1.jpg 1400w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/>","byline":"<a href=\"https:\/\/www.linkedin.com\/in\/chrisstetkiewicz\/\" title=\"Go to researcher profile for Chris Stetkiewicz\" aria-label=\"Go to researcher profile for Chris Stetkiewicz\" data-bi-type=\"byline author\" data-bi-cN=\"Chris Stetkiewicz\">Chris Stetkiewicz<\/a>","formattedDate":"February 12, 2025","formattedExcerpt":"Limited resources, geography, and economic factors present barriers to quality education for many students in India. Learn how Microsoft Research is collaborating with Physics Wallah to make AI-based tutoring more accurate, reliable, and affordable.","locale":{"slug":"en_us","name":"English","native":"","english":"English"},"_links":{"self":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/posts\/1128279","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/users\/38004"}],"replies":[{"embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/comments?post=1128279"}],"version-history":[{"count":15,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/posts\/1128279\/revisions"}],"predecessor-version":[{"id":1129344,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/posts\/1128279\/revisions\/1129344"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media\/1128240"}],"wp:attachment":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1128279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/categories?post=1128279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/tags?post=1128279"},{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1128279"},{"taxonomy":"msr-region","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-region?post=1128279"},{"taxonomy":"msr-event-type","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-event-type?post=1128279"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1128279"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1128279"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=1128279"},{"taxonomy":"msr-promo-type","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-promo-type?post=1128279"},{"taxonomy":"msr-podcast-series","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-podcast-series?post=1128279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}