Azure AI Foundry Integrations

VSCode represents a groundbreaking shift in the realm of code editing, being entirely free, open-source, and available across multiple operating systems. Beyond basic syntax highlighting and autocomplete features, it incorporates IntelliSense, which offers smart suggestions tailored to the types of variables, function definitions, and imported modules you are using. The editor also allows you to debug your code seamlessly, enabling you to either launch or connect to your running applications while utilizing breakpoints, call stacks, and an interactive console for a more thorough analysis. Integrating with Git and other source control management (SCM) systems has never been easier; you can inspect differences, stage files, and commit changes directly from the editor interface. Effortlessly pushing and pulling changes from any hosted SCM service adds to the convenience. If you're seeking more features, you can enhance your VSCode experience with extensions that bring in new programming languages, themes, debuggers, and connections to a wide array of services. These extensions function in separate processes, ensuring that they do not compromise the performance of your editor. The potential for customization through extensions is virtually limitless. Additionally, with the support of Microsoft Azure, you can effectively deploy and host diverse websites developed using frameworks like React, Angular, Vue, and Node, while having the capability to manage both relational and document-based data seamlessly, enabling effortless scalability through serverless computing options. This robust integration not only optimizes your development workflow but also significantly boosts your overall productivity, making VSCode an indispensable tool for developers.

GitHub remains the foremost platform for developers around the world, celebrated for its robust security, impressive scalability, and strong community engagement. By becoming part of the vast network of millions of developers and organizations, you can play a role in creating the software that propels society forward. Engage and collaborate with some of the most innovative communities while taking advantage of our exceptional tools, support, and services. If you are managing multiple contributors, consider utilizing our complimentary GitHub Team for Open Source feature. Furthermore, GitHub Sponsors is designed to help finance your initiatives and projects effectively. We are excited to bring back The Pack, a program that offers students and educators free access to top-notch developer tools throughout the academic year and beyond. In addition, if you are affiliated with a recognized nonprofit, association, or a 501(c)(3) organization, we provide a discounted Organization account to help further your mission. Through these initiatives, GitHub continues to empower a diverse range of users in their software development endeavors, fostering a more inclusive tech community. With ongoing support and resources, GitHub is dedicated to enhancing the development experience for everyone involved.

Microsoft Azure is a dynamic cloud computing platform designed to streamline the development, testing, and management of applications with speed and security. By leveraging Azure, you can creatively turn your ideas into effective solutions, taking advantage of more than 100 services that support building, deploying, and managing applications across various environments such as the cloud, on-premises, or at the edge, all while using your preferred tools and frameworks. The ongoing innovations from Microsoft ensure that your current development requirements are met while also setting the stage for your future product goals. With a strong commitment to open-source values and support for all programming languages and frameworks, Azure grants you the flexibility to create and deploy in a manner that best fits your needs. Whether your infrastructure is on-premises, cloud-based, or edge-focused, Azure is equipped to evolve alongside your existing setup. It also provides specialized services for hybrid cloud frameworks, allowing for smooth integration and effective management. Security is a key pillar of Azure, underpinned by a skilled team and proactive compliance strategies that are trusted by a wide range of organizations, including enterprises, governments, and startups. With Azure, you gain a dependable cloud solution, supported by outstanding performance metrics that confirm its reliability. Furthermore, this platform not only addresses your immediate requirements but also prepares you for the future's dynamic challenges while fostering a culture of innovation and growth.

Meet your daily AI companion designed to uplift both your work and personal endeavors. With Copilot at your side, you can streamline your tasks, enhance your productivity, ignite your creativity, and nurture relationships with those who matter most—all while effortlessly adjusting to your unique preferences. This smart assistant offers cutting-edge solutions for maximizing efficiency and inventiveness, ensuring you remain connected to the important people and aspects of your life. Discover what you need with ease, receive helpful answers to your questions, and shop online with assurance, knowing that you're securing the best deals possible. Whether you're in search of quick information, inspiration for your creative projects, or support with your daily responsibilities, Copilot is here to effortlessly bring your visions to life. Creating captivating visuals and polishing your writing becomes a delightful journey, and regardless of your interests—be it exploring the web, acquiring new knowledge, tapping into your artistic talents, or producing meaningful content—Copilot paves the way for boundless opportunities for growth and discovery. Its adaptability makes it an essential resource for anyone eager to enhance their daily experience and embrace new possibilities. With Copilot, the path to achieving your goals and aspirations is clearer than ever. Copilot Vision, currently in preview for Microsoft Edge, enhances browsing by offering AI-driven assistance tailored to the content you view. This feature helps users by scanning pages, understanding context, and providing real-time suggestions or insights to improve the browsing experience. Whether it’s simplifying learning, aiding in decision-making, or helping with online shopping, Copilot Vision acts as a proactive assistant. It is an opt-in feature, prioritizing user privacy with all contextual data being erased after each use. With ongoing feedback, the feature is gradually expanding to more users and websites.

DeepSeek-R1 represents a state-of-the-art open-source reasoning model developed by DeepSeek, designed to rival OpenAI's Model o1. Accessible through web, app, and API platforms, it demonstrates exceptional skills in intricate tasks such as mathematics and programming, achieving notable success on exams like the American Invitational Mathematics Examination (AIME) and MATH. This model employs a mixture of experts (MoE) architecture, featuring an astonishing 671 billion parameters, of which 37 billion are activated for every token, enabling both efficient and accurate reasoning capabilities. As part of DeepSeek's commitment to advancing artificial general intelligence (AGI), this model highlights the significance of open-source innovation in the realm of AI. Additionally, its sophisticated features have the potential to transform our methodologies in tackling complex challenges across a variety of fields, paving the way for novel solutions and advancements. The influence of DeepSeek-R1 may lead to a new era in how we understand and utilize AI for problem-solving.

Microsoft Copilot Studio is an adaptable and robust platform specifically crafted to assist users in developing, personalizing, and overseeing AI-driven agents that cater to a variety of business requirements. By merging the straightforwardness of low-code development with the sophisticated features of generative AI, this platform empowers users to construct intelligent agents capable of accessing and leveraging internal knowledge bases, executing intricate tasks through an extensive array of data connectors, and functioning autonomously to enhance workflows and boost efficiency. These AI agents can be effortlessly embedded into current workflows and launched across multiple channels, such as Microsoft 365 applications, internal websites, and mobile platforms, thereby ensuring they conform to the specific operational contexts of any company. Additionally, Copilot Studio is equipped with a comprehensive set of governance and management tools, enabling IT departments to retain centralized oversight of agent operations, assess performance through in-depth analytics, and implement security measures. This blend of user-friendliness, cutting-edge features, and thorough governance not only makes Microsoft Copilot Studio a crucial asset for organizations aiming to harness AI for business transformation, but it also fosters innovation by allowing teams to experiment and iterate on their AI solutions effectively. As a result, organizations can expect significant advancements in efficiency and productivity through the use of tailored AI agents.

Hathr AI offers HIPAA-compliant AI chat solutions, API access, and enterprise-level tools, all powered by Anthropic's Claude, allowing healthcare providers, insurers, and professionals managing HIPAA-regulated information to enhance their workflows while ensuring data protection remains a top priority. Designed within the secure confines of AWS GovCloud’s FedRAMP High environment, Hathr AI guarantees that all data exchanges are kept confidential and shielded from unauthorized access. Users can streamline essential tasks such as summarizing patient notes, drafting pre-authorizations, and submitting insurance claims, all through a secure and user-friendly interface. Utilizing sophisticated models like Claude 3.5 Sonnet, Hathr AI creates a private AI setting specifically designed for compliance with HIPAA regulations. This enables teams to effectively extract and condense information from intricate medical records, which in turn aids in making better-informed clinical and administrative choices. With its advanced capabilities, Hathr AI not only enhances operational efficiency but also fosters a more secure environment for sensitive health data management.

Mistral AI has unveiled the Mistral Large 2, an advanced AI model engineered to perform exceptionally well across various fields, including code generation, multilingual comprehension, and complex reasoning tasks. Boasting a remarkable 128k context window, this model supports a vast selection of languages such as English, French, Spanish, and Arabic, as well as more than 80 programming languages. Tailored for high-throughput single-node inference, Mistral Large 2 is ideal for applications that demand substantial context management. Its outstanding performance on benchmarks like MMLU, alongside enhanced abilities in code generation and reasoning, ensures both precision and effectiveness in outcomes. Moreover, the model is equipped with improved function calling and retrieval functionalities, which are especially advantageous for intricate business applications. This versatility positions Mistral Large 2 as a formidable asset for developers and enterprises eager to harness cutting-edge AI technologies for innovative solutions, ultimately driving efficiency and productivity in their operations.

Mistral Small 3.1 is an advanced, multimodal, and multilingual AI model that has been made available under the Apache 2.0 license. Building upon the previous Mistral Small 3, this updated version showcases improved text processing abilities and enhanced multimodal understanding, with the capacity to handle an extensive context window of up to 128,000 tokens. It outperforms comparable models like Gemma 3 and GPT-4o Mini, reaching remarkable inference rates of 150 tokens per second. Designed for versatility, Mistral Small 3.1 excels in various applications, including instruction adherence, conversational interaction, visual data interpretation, and executing functions, making it suitable for both commercial and individual AI uses. Its efficient architecture allows it to run smoothly on hardware configurations such as a single RTX 4090 or a Mac with 32GB of RAM, enabling on-device operations. Users have the option to download the model from Hugging Face and explore its features via Mistral AI's developer playground, while it is also embedded in services like Google Cloud Vertex AI and accessible on platforms like NVIDIA NIM. This extensive flexibility empowers developers to utilize its advanced capabilities across a wide range of environments and applications, thereby maximizing its potential impact in the AI landscape. Furthermore, Mistral Small 3.1's innovative design ensures that it remains adaptable to future technological advancements.

The Microsoft Intelligent Data Platform functions as an integrated solution for data and AI, enabling organizations to swiftly adapt, integrate intelligence into their applications, and extract valuable predictive insights. By aligning databases, analytics, and governance, this platform frees businesses to concentrate on value creation rather than the complexities of data management. It facilitates seamless data integration and delivers real-time business intelligence, fostering effective decision-making and propelling innovation forward. By breaking down data silos, organizations can access immediate insights while upholding the vital data governance required for secure operations. Furthermore, the platform promotes innovation and enhances productivity through automation and AI, while also improving agility by predicting changes and refining decision-making processes. Security remains a paramount concern, as the platform offers robust safeguards throughout the data lifecycle, protecting both hybrid and multi-cloud environments. This holistic approach not only simplifies data management but also nurtures a culture within organizations that values informed and proactive responses to challenges. As organizations leverage these capabilities, they position themselves to thrive in an increasingly data-driven world.

Confidently drive the future of safe and ethical AI implementations within your organization. By leveraging advanced technologies and proven best practices, you can effectively scale AI initiatives while managing associated risks, improving accuracy, protecting privacy, ensuring transparency, and optimizing compliance efforts. Empower cross-functional teams with essential resources to develop the next generation of AI solutions securely, utilizing integrated tools and templates specifically designed to promote responsible AI in open source, machine learning operations, and generative AI workflows. Actively identify and mitigate potential misuse through comprehensive responsible AI strategies, state-of-the-art Azure security features, and specialized AI tools. Additionally, monitor both textual and visual content to quickly detect and eliminate offensive or inappropriate material. Expedite the rollout of machine learning models and encourage collaboration through streamlined prompt flow, leading to a quicker return on investment. Construct innovative generative AI applications and customized copilots all within a unified platform, ensuring both efficiency and effectiveness in your AI endeavors. These comprehensive strategies not only pave the way for a safer AI environment that complies with regulatory standards but also foster trust among users and stakeholders, ultimately contributing to a more responsible and effective use of artificial intelligence. As organizations adopt these practices, they set the foundation for a collaborative future where ethical AI thrives.

Phi-4 is an innovative small language model (SLM) with 14 billion parameters, demonstrating remarkable proficiency in complex reasoning tasks, especially in the realm of mathematics, in addition to standard language processing capabilities. Being the latest member of the Phi series of small language models, Phi-4 exemplifies the strides we can make as we push the horizons of SLM technology. Currently, it is available on Azure AI Foundry under a Microsoft Research License Agreement (MSRLA) and will soon be launched on Hugging Face. With significant enhancements in methodologies, including the use of high-quality synthetic datasets and meticulous curation of organic data, Phi-4 outperforms both similar and larger models in mathematical reasoning challenges. This model not only showcases the continuous development of language models but also underscores the important relationship between the size of a model and the quality of its outputs. As we forge ahead in innovation, Phi-4 serves as a powerful example of our dedication to advancing the capabilities of small language models, revealing both the opportunities and challenges that lie ahead in this field. Moreover, the potential applications of Phi-4 could significantly impact various domains requiring sophisticated reasoning and language comprehension.

Microsoft has unveiled Muse, a groundbreaking generative AI model that is set to revolutionize how gameplay ideas are conceived. Collaborating with Ninja Theory, this World and Human Action Model (WHAM) utilizes data from the game Bleeding Edge, enabling it to understand 3D game environments along with the complexities of physics and player dynamics. This proficiency empowers Muse to produce diverse and coherent gameplay sequences, thereby enhancing the creative workflow for developers. Furthermore, the AI possesses the ability to craft game visuals while predicting controller inputs, thus facilitating a more efficient prototyping and artistic exploration phase in game development. By analyzing over 1 billion images and actions, Muse not only demonstrates its promise for game creation but also for the preservation of gaming history, as it has the ability to resurrect classic titles for modern platforms. Even though it is currently in its early stages and produces outputs at a resolution of 300×180 pixels, Muse represents a significant advancement in utilizing AI to aid in game development, aiming to boost human creativity rather than replace it. As Muse continues to develop, it may pave the way for groundbreaking innovations in gaming and the resurgence of cherished classic games, potentially reshaping the entire gaming landscape.

Magma is a state-of-the-art multimodal AI foundation model that represents a major advancement in AI research, allowing for seamless interaction with both digital and physical environments. This Vision-Language-Action (VLA) model excels at understanding visual and textual inputs and can generate actions, such as clicking buttons or manipulating real-world objects. By training on diverse datasets, Magma can generalize to new tasks and environments, unlike traditional models tailored to specific use cases. Researchers have demonstrated that Magma outperforms previous models in tasks like UI navigation and robotic manipulation, while also competing favorably with popular vision-language models trained on much larger datasets. As an adaptable and flexible AI agent, Magma paves the way for more capable, general-purpose assistants that can operate in dynamic real-world scenarios.

The Azure AI Agent Service provides an all-inclusive range of managed capabilities aimed at consolidating the essential models, data, tools, and services needed for the automation of intricate business processes. By integrating advanced models and technologies from Microsoft, OpenAI, and top industry collaborators such as Meta, Mistral, and Cohere, it facilitates a smooth amalgamation of information from diverse sources including Bing, SharePoint, Fabric, Azure AI Search, Azure Blob, and other licensed datasets. Furthermore, the service allows users to execute actions within both Microsoft and external applications via Azure Logic Apps, Azure Functions, OpenAPI 3.0-compliant tools, and the Code Interpreter. Users can also benefit from the Azure AI Foundry, which provides a user-friendly interface for agent development, while the platform includes vital enterprise functionalities like custom storage options, virtual private networks, on-behalf-of authentication, and enhanced monitoring of agents through OpenTelemetry-based evaluations. As a result, this service is crafted to simplify automation and boost operational efficiency in a wide array of business environments, making it an invaluable asset for organizations seeking to optimize their processes.

Azure AI Content Understanding enables organizations to transform unstructured multimodal data into meaningful insights. This innovative solution facilitates the extraction of crucial information from a variety of input forms, encompassing text, audio, images, and video content. By leveraging sophisticated AI methodologies such as scheme extraction and grounding, businesses can obtain high-quality and accurate data for their subsequent applications. The integration of multiple data types into a unified workflow not only streamlines operations but also contributes to cost savings and a quicker realization of benefits. For example, businesses and customer service agents can extract essential insights from call recordings, allowing them to track critical performance metrics, enhance product experiences, and respond to customer queries with increased efficiency and speed. Furthermore, by processing an extensive range of modalities—such as documents, images, audio, and video—Azure AI offers a collection of models that enable the conversion of raw input into structured data that can be easily analyzed and applied in various applications. This powerful capability significantly improves decision-making processes and fosters innovation across numerous industries, showcasing the potential of AI in today's data-driven landscape.