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=> { if (storedLayout === 'single-column') { wrapper.classList.remove('grid-view'); wrapper.classList.add('single-column'); } else { wrapper.classList.remove('single-column'); wrapper.classList.add('grid-view'); } }); // Update button active state based on stored layout if (storedLayout === 'single-column') { columnButton.classList.add('active'); gridButton.classList.remove('active'); } else { gridButton.classList.add('active'); columnButton.classList.remove('active'); } } // Run check on load and window resize checkScreenSize(); window.addEventListener('resize', checkScreenSize); // Set event listener for Grid View button gridButton.addEventListener('click', function () { wrappers.forEach(wrapper => { wrapper.classList.remove('single-column'); wrapper.classList.add('grid-view'); }); // Update active button state gridButton.classList.add('active'); columnButton.classList.remove('active'); updateLayoutState('grid-view'); // Save grid-view in localStorage updateLatestPostsTracking('grid-view'); // update data bi attr }); // Set event listener for Column View button columnButton.addEventListener('click', function () { wrappers.forEach(wrapper => { wrapper.classList.remove('grid-view'); wrapper.classList.add('single-column'); }); // Update active button state columnButton.classList.add('active'); gridButton.classList.remove('active'); updateLayoutState('single-column'); // Save single-column in localStorage updateLatestPostsTracking('single-column'); // update data bi attr }); }); </script> </div> <div class="archive-posts masonry-container gap-24"> <div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15836 lazyload" width="1020" height="1020" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABkAQMAAABKLAcXAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAFElEQVQ4jWNgGAWjYBSMglFATwAABXgAAfmlXscAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/11/featured_image.png" alt="Building AI Search for Production in Corporate Environments: Key Lessons" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Nov 20, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">1 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/lessons-ds-search-ai-production/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Building AI Search for Production in Corporate Environments: Key Lessons"> Building AI Search for Production in Corporate Environments: Key Lessons </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/letter-avatar/7a16c34b9ab1b8a0c0ad91c91967ca27.svg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Daniel Taube"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/letter-avatar/d8c83e66b986e5a1f0736c290e7507a9.svg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Alessia Lin"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/letter-avatar/e58527abb77816a7010f2550ce918c92.svg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Dina Dede"> </div> <div class="d-flex gap-6"> <div class="d-flex fs-14">Daniel,</div><div class="d-flex fs-14">Alessia,</div><div class="d-flex fs-14">Dina</div> </div> </div> <p class="excerpt-body mt-16 mb-24"> In the dynamic world of AI and data science developing production-level solutions for corporate environments comes with its own set of challenges and lessons. As a data science team working within Microsoft, we recently completed an engagement for a large company where we leveraged cutting-edge technologies, including OpenAI tools, GPT-4o for generating syntactic datasets, embedding models like text_embedding_3, and Azure AI Search for implementing both text and hybrid search solutions. Here are 10 key lessons we learned along the way. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15833 lazyload" width="1024" height="1024" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABkAQMAAABKLAcXAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAFElEQVQ4jWNgGAWjYBSMglFATwAABXgAAfmlXscAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/11/feature-image.png" alt="Accessing Private Resources in Azure" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Nov 15, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">1 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/accessing-private-resources-in-azure/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Accessing Private Resources in Azure"> Accessing Private Resources in Azure </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2023/08/profile-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill a" alt="Juan Burckhardt"> </div> <span class="fs-14">Juan Burckhardt</span> </div> <p class="excerpt-body mt-16 mb-24"> A practical guide for developers on connecting to Azure resources with private endpoints through a VPN. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15801 lazyload" width="1024" height="1024" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABkAQMAAABKLAcXAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAFElEQVQ4jWNgGAWjYBSMglFATwAABXgAAfmlXscAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/11/3-ways-to-simplify-cicd-pipelines-on-github-actions.png" alt="Three Ways to Simplify CI/CD Pipelines on GitHub Actions" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Nov 8, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">0 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/three-ways-to-simplify-cicd-pipelines-on-github-actions/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Three Ways to Simplify CI/CD Pipelines on GitHub Actions"> Three Ways to Simplify CI/CD Pipelines on GitHub Actions </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2023/09/IMG_0806-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Neeraj Mandal"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2023/09/IMG_5672-2019-winter-hike-headshot-cropped-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Stewart Adam"> </div> <div class="d-flex gap-6"> <div class="d-flex fs-14">Neeraj,</div><div class="d-flex fs-14">Stewart</div> </div> </div> <p class="excerpt-body mt-16 mb-24"> This post focuses on three ways to simplify CI/CD pipelines deploying to Azure with GitHub Actions. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15786 lazyload" width="2094" height="1372" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABCAQMAAACb2eE8AAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAEUlEQVQokWNgGAWjYBQMRgAAA5wAAa0XA/wAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/10/quota-management-using-products.jpeg" alt="Building a Multi-tenant GenAI gateway using APIM" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Oct 31, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">3 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/multitenant-genai-gateway-using-apim/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Building a Multi-tenant GenAI gateway using APIM"> Building a Multi-tenant GenAI gateway using APIM </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/03/image-96x96.jpeg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill a" alt="Sushant Bhalla"> </div> <span class="fs-14">Sushant Bhalla</span> </div> <p class="excerpt-body mt-16 mb-24"> This blog shares insights on developing a GenAI gateway with multi-tenancy and quota management capabilities implemented using Azure APIM where customers can access the GenAI resources across different service tiers like Freemium, Basic, and Premium with each tier having it's own quota and rate limits. The solution used the concept of "Products" to group APIs related to specific entitlements and using Product Policies, simplifying the overall design and ensuring scalability. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15755 lazyload" width="1024" height="1024" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABkAQMAAABKLAcXAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAFElEQVQ4jWNgGAWjYBSMglFATwAABXgAAfmlXscAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/10/featured_image.png" alt="Multimodal RAG with Vision: From Experimentation to Implementation" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Oct 11, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">5 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/multimodal-rag-with-vision/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Multimodal RAG with Vision: From Experimentation to Implementation"> Multimodal RAG with Vision: From Experimentation to Implementation </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/10/profile_pic-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Pratima Sayyaparaju"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2023/03/IMG_5505-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Maitreyi Nair"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/02/oscardp-optimized-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Oscar Fimbres"> </div> <div class="d-flex gap-6"> <div class="d-flex fs-14">Pratima,</div><div class="d-flex fs-14">Maitreyi,</div><div class="d-flex fs-14">Oscar</div> </div> </div> <p class="excerpt-body mt-16 mb-24"> This blog post delves into the experimentation journey of fine-tuning a multimodal RAG pipeline to best answer user queries that require both textual and image context. We ran our experiments by systematically testing various approaches, adjusting one configuration setting at a time and using clearly defined evaluation metrics to validate the performance of each component of the RAG pipeline in isolation, as well as the end-to-end inference flow. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15712 lazyload" width="828" height="632" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABMAQMAAACh04BMAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAEklEQVQ4jWNgGAWjYBSMAvwAAAQoAAHFBNJsAAAAAElFTkSuQmCC" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/10/errorhandling.png" alt="Streamlining Error Handling in Power Automate for Better Workflow Performance" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Oct 4, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">6 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/power-automate-error-handling/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Streamlining Error Handling in Power Automate for Better Workflow Performance"> Streamlining Error Handling in Power Automate for Better Workflow Performance </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/10/20230725_142616846_iOS-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill a" alt="Peter Maynard"> </div> <span class="fs-14">Peter Maynard</span> </div> <p class="excerpt-body mt-16 mb-24"> This post explores effective error handling strategies in Power Automate to enhance workflow reliability and maintainability through practical techniques and integrations. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15667 lazyload" width="945" height="419" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAAAsAQMAAACpJ48WAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAD0lEQVQokWNgGAWjgPYAAAJoAAF6bZeOAAAAAElFTkSuQmCC" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/09/feature_image.png" alt="PromptFlow Serve – Benchmark Result Analysis" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Sep 27, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">2 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/promptflow-performance-testing-analysis/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="PromptFlow Serve – Benchmark Result Analysis"> PromptFlow Serve – Benchmark Result Analysis </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/06/pixel-art-96x96.png" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill a" alt="Dasith Wijesiriwardena"> </div> <span class="fs-14">Dasith Wijesiriwardena</span> </div> <p class="excerpt-body mt-16 mb-24"> In this post we discuss how to test the throughput of PromptFlow pf-serve module and key learnings doing so. We explore the impact on throughput and performance the different WSGI and ASGI hosting methods have and the importance of engineering your Python nodes with the async await pattern for I/O. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15655 lazyload" width="1456" height="816" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAAA4AQMAAAAxYM+bAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAEElEQVQokWNgGAWjYBTAAAADEAABC3uRhAAAAABJRU5ErkJggg==" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/09/rock_hammer.png" alt="Earning Agentic (and LangChain) Complexity" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Sep 9, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">7 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/earning-agentic-complexity/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Earning Agentic (and LangChain) Complexity"> Earning Agentic (and LangChain) Complexity </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2021/02/roppongi_headshot_sq_sm-150x150.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Michael Lanzetta"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2023/08/profile-96x96.jpg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill" alt="Juan Burckhardt"> </div> <div class="d-flex gap-6"> <div class="d-flex fs-14">Michael,</div><div class="d-flex fs-14">Juan</div> </div> </div> <p class="excerpt-body mt-16 mb-24"> This post examines the challenges of adopting complex technologies like LangChain and agentic solutions in production environments, emphasizing the importance of understanding the necessity of such complexity. It provides insights on how to evaluate these technologies carefully, manage dependencies, and adhere to best practices for secure and stable AI applications. </p> </div> </div> </div><div class="masonry-card box bg-white d-flex justify-content-between flex-column p-16 gap-20 rounded shadow position-relative border-1"> <div class="masonry-thumbnail"> <img class="post-thumbnail wp-image-15612 lazyload" width="1024" height="1024" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGQAAABkAQMAAABKLAcXAAAAA1BMVEXW1taWrGEgAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAFElEQVQ4jWNgGAWjYBSMglFATwAABXgAAfmlXscAAAAASUVORK5CYII=" data-src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/2024/08/semantic-router-using-azure-ai-search.png" alt="Semantic Router using Azure AI Search" /> </div> <div class="card-body"> <div class="card-top"> <div class="d-flex align-items-center justify-content-between gap-12 mt-16 mb-16"> <div> Aug 16, 2024 </div> <div class="d-flex gap-12"> <div class="d-flex gap-4"> <div class="d-flex align-items-center clr-grey-61"> <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="dark-theme" d="M10.4965 17.3028L16.7408 10.9994C18.4252 9.28856 18.4199 6.52549 16.7239 4.81249C15.0611 3.13292 12.3961 3.0895 10.6978 4.69086C10.6612 4.72539 10.6251 4.76068 10.5894 4.79673L9.99299 5.40026L9.38843 4.78963C9.35529 4.75616 9.32175 4.72333 9.28783 4.69116C7.58595 3.07726 4.91654 3.10193 3.26122 4.7739C1.5729 6.4792 1.58114 9.25004 3.27679 10.9627L9.55368 17.3028C9.81404 17.5657 10.2362 17.5657 10.4965 17.3028ZM11.3 5.50029C12.5964 4.19135 14.7025 4.19204 16.0133 5.51604C17.3253 6.84123 17.3272 8.97734 16.0292 10.2968L16.0282 10.2978L10.0252 16.3577L3.98743 10.2592C2.67408 8.93263 2.67286 6.78953 3.97185 5.47746C5.26525 4.17106 7.36984 4.17208 8.6778 5.49319L9.63801 6.46306C9.8338 6.66082 10.1534 6.66067 10.349 6.46272L11.3 5.50029Z" fill="#242424" /> </svg> </div> <div class="d-flex align-items-center clr-grey-61">7 </div> </div> </div> </div> <h3 class="fs-24 fw-600 mb-16"> <a href="https://devblogs.microsoft.com/ise/semantic-routing-using-azure-ai-search/" class="single-click excerpt-title" data-bi-id="blog_home_page_latest_posts_card_singleclick" data-bi-name="Semantic Router using Azure AI Search"> Semantic Router using Azure AI Search </a> </h3> <div class="d-flex gap-6 align-items-center"> <div class="avatar-parent"> <img src="https://devblogs.microsoft.com/ise/wp-content/uploads/sites/55/letter-avatar/d8575d871f66b6c2019543bf3958e9d7.svg" style="width: 20px; height: 20px;" class="avatar-20 rounded-pill a" alt="Christopher Buckley"> </div> <span class="fs-14">Christopher Buckley</span> </div> <p class="excerpt-body mt-16 mb-24"> Potential semantic routing solution using Azure AI Search for scalable query handling. </p> </div> </div> </div> </div> </section> <div class="fs-16 d-flex justify-content-center mt-40"> <a href="javascript:" class="read-more btn-secondary" 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