artificial intelligence
62 TopicsRAFT: A new way to teach LLMs to be better at RAG
In this article, we will look at the limitations of RAG and domain-specific Fine-tuning to adapt LLMs to existing knowledge and how a team of UC Berkeley researchers, Tianjun Zhang and Shishir G. Patil, may have just discovered a better approach.103KViews7likes4CommentsAI Avatars: Redefining Human-Digital Interaction in the Enterprise Era
In today’s AI-driven world, businesses are constantly seeking innovative ways to humanize digital experiences. AI Avatars are emerging as a powerful solution—bridging the gap between intelligent automation and authentic, human-like engagement. With advancements in speech synthesis, large language models, and avatar rendering technologies, organizations can now deploy AI-powered digital assistants that not only understand and respond but also interact with a lifelike presence. The Rise of AI Avatars in Enterprise Applications AI Avatars go beyond traditional chatbots or voice assistants. These virtual beings offer multimodal interaction—combining voice, visual cues, and conversational intelligence into a seamless user experience. Built on enterprise-grade platforms like Azure AI, these avatars can be integrated into customer support portals, digital kiosks, internal knowledge hubs, and more. Their utility spans a range of industries: Retail: Personalized shopping assistants that guide consumers through products. Healthcare: Virtual health concierges that help patients navigate care. Education: Interactive tutors that deliver lessons with empathy and responsiveness. HR and Training: Onboarding avatars that answer employee questions, onboard new hires, or provide compliance updates. One of our key partners, Cloudforce, has integrated AI Avatar technology directly into their flagship platform nebulaONE®. This integration enables enterprises to deploy digital assistants that are deeply embedded in business processes, offering contextualized support and real-time engagement. From training and onboarding to employee self-service, nebulaONE's agentic AI Avatars act as a digital bridge between users and systems—driving efficiency, engagement, and satisfaction. Partner Spotlight: Cloudforce’s Avatar Initiative To operationalize and productize AI Avatars, Microsoft collaborates with a growing ecosystem of partners. Cloudforce is one of the early pioneers in this space. Their work in embedding avatars into nebulaONE demonstrates what’s possible when advanced AI meets real-world enterprise needs. With a vision to transform user interaction across industries, Cloudforce built a production-grade AI Avatar module designed to support customer Q&A, knowledge discovery, and live guided walkthroughs. Leveraging Azure OpenAI, Azure AI Speech, and privately-deployed secure cloud infrastructure, they have brought conversational intelligence to life—with both a face and a voice. Looking ahead, Cloudforce’s broader vision is to bring AI Avatar capabilities to millions of students—delivering immersive learning experiences that blend interactivity, personalization, and scale. Their education-focused roadmap enhancements highlight the potential of avatars not just as productivity agents, but as accessible and empathetic digital educators, delivering equitable access to knowledge previously reserved for a fortunate few. This kind of partner innovation illustrates how AI Avatars can be customized and scaled to deliver tangible business value across multiple domains. Partner Contribution "Students are already embracing generative AI at a pace and proficiency that far exceeds many professional audiences. With Azure's AI Avatar technology, educators and institutions can tailor unique GenAI interactions that promote reasoning and learning over simply receiving answers the way they would with common public bots." says Husein Sharaf, Founder and CEO at Cloudforce. "We understand the concerns and hesitation that our education partners are currently grappling with, however we believe they can and should take an active role in shaping how this transformative technology is leveraged across their campuses, or risk being left behind as students choose their own adventure." "Microsoft's enterprise AI capabilities are enabling partners like us to deliver secure, cost-efficient, and responsible AI experiences at scale. With the Azure AI Foundry and key innovations like AI Avatars as our building blocks, the nebulaONE platform is poised to serve as the GenAI gateway to tens of thousands of business users, and millions of students at leading educational institutions globally. Our customers are seeking unique differentiators that will enable them to compete and win in the age of AI, and our collaboration with Microsoft is empowering us to deliver just that." Summary AI Avatars represent the next frontier in digital interaction. By combining conversational AI, expressive voice synthesis, and realistic visual rendering, these intelligent agents deliver truly human-like experiences—at scale. They are not just tools, but digital extensions of your brand. Partners like Cloudforce are leading the way with innovative platforms like nebulaONE, showing how this technology can be embedded into enterprise solutions and educational experiences to drive efficiency with a human touch. While Cloudforce is among the first to productize AI Avatars using Azure AI, they are part of a growing movement—helping to shape the future of AI-powered experiences across industries. As AI continues to evolve, avatars will become a standard interface—transforming the way we learn, work, and engage with digital systems.1.3KViews6likes2CommentsThe Future of AI: Harnessing AI for E-commerce - personalized shopping agents
Explore the development of personalized shopping agents that enhance user experience by providing tailored product recommendations based on uploaded images. Leveraging Azure AI Foundry, these agents analyze images for apparel recognition and generate intelligent product recommendations, creating a seamless and intuitive shopping experience for retail customers.836Views5likes3CommentsIntroducing Semantic Workbench: Your Gateway to Agentic AI Development
In the fast-paced world of artificial intelligence (AI), rapid prototyping and integration of intelligent assistants is crucial. Meet Semantic Workbench — a powerful, versatile tool designed to streamline the creation and management of AI agents. Developed within Microsoft and now available to the broader community, it simplifies the process of developing, testing, and deploying intelligent assistants.5.4KViews5likes0CommentsThe Future of AI: Computer Use Agents Have Arrived
Discover the groundbreaking advancements in AI with Computer Use Agents (CUAs). In this blog, Marco Casalaina shares how to use the Responses API from Azure OpenAI Service, showcasing how CUAs can launch apps, navigate websites, and reason through tasks. Learn how CUAs utilize multimodal models for computer vision and AI frameworks to enhance automation. Explore the differences between CUAs and traditional Robotic Process Automation (RPA), and understand how CUAs can complement RPA systems. Dive into the future of automation and see how CUAs are set to revolutionize the way we interact with technology.4KViews4likes0Comments