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The development of large-scale language models (LLMs) has historically required centralized access to extensive datasets, many of which are sensitive, copyrighted, or governed by usage restrictions.This constraint severely limits the participation of data-rich organizations operating in regulated or proprietary environments.FlexOlmo—introduced by researchers at the Allen Institute for AI and collaborators—proposes a modular training […]
In this tutorial, we’ll explore how to implement Chain-of-Thought (CoT) reasoning using the Mirascope library and Groq’s LLaMA 3 model.Rather than having the model jump straight to an answer, CoT reasoning encourages it to break the problem down into logical steps—much like how a human would solve it.This approach improves accuracy, transparency, and […]
LLMs have made impressive strides in generating code for various programming tasks.However, they mostly rely on recognizing patterns from static code examples rather than understanding how the code behaves during execution.The post EG-CFG: Enhancing Code Generation with Real-Time Execution Feedback appeared first on MarkTechPost.
The Growing Threat Landscape for LLMs LLMs are key targets for fast-evolving attacks, including prompt injection, jailbreaking, and sensitive data exfiltration.It is necessary to adapt defense mechanisms that move beyond static safeguards because of the fluid nature of these threats.Current LLM security techniques suffer due to their reliance on static, training-time interventions.
As your Azure footprint grows with a hub-and-spoke topology, managing User-Defined Routes (UDRs) for inter-hub connectivity can quickly become complex and error-prone.In this article, we’ll explore how Azure Route Server (ARS) can help streamline inter-hub routing by dynamically learning and advertising routes between hubs, reducing manual overhead and improving scalability.The baseline architecture includes two Hub VNets, each peered with their respective local spoke VNets as well as with the other Hub VNet for inter-hub connectivity.
Microsoft Intune, together with Microsoft Entra ID, facilitates a secure, streamlined process for registering and enrolling devices to access your organization’s resources.This blog aims to provide an overview of Microsoft Intune’s enrollment methods for Apple devices to help you make informed decisions about device management.Based on customer feedback, Intune introduced a faster and more intuitive version of device enrollment with the Intune Company Portal called web enrollment in 2023.
The original framework introduced several Logic App and Function App patterns for SQL BPA, Update Manager, Cost Management, Anomaly Detection, and Smart Doc creation.In this article we add two Copilot Studio Agents, packaged in the GitHub repository Microsoft Azure AI for Operation Framework, designed to be deployed in a dedicated subscription (e.g., OpenAI-CoreIntegration):Feel free to clone the GitHub repo, adapt the topics to your tag taxonomy or FinOps dashboard structure, and let us know in the comments how Copilot Agents are transforming your operational workflows and...
We’re thrilled to announce the public launch of the HLS Copilot Nuggets LinkedIn group—a brand-new community space created just for you.The HLS Copilot Nuggets group is all about sharing quick, practical, and easy-to-digest content focused on Microsoft 365 Copilot.Why Join the HLS Copilot Nuggets Group?
Start your Black Hat journey early with the Microsoft Threat Intelligence Podcast They explore what it takes to secure one of the world’s most high-profile cybersecurity conferences, what the Black Hat Network Operations Center (NOC) sees in real time, and how defenders can apply those lessons to their own environments.Microsoft security experts Ram Shankar Siva Kumar (founder of the AI Red Team) and Craig Nelson (Microsoft Red Team) will explore how traditional and AI red teams work side by side to proactively test Microsoft’s products, platforms, and AI systems.
In today’s digital-first workplace, the ability to efficiently create, edit, and manage rich media content—such as videos and audio recordings—is critical for organizational learning and communication.Microsoft 365 offers a robust suite of tools and integrations, including the powerful Microsoft 365 Copilot, to streamline these processes.This blog post explores how Microsoft 365 enables easy editing of rich media, highlights the integration between SharePoint, Microsoft Stream, and Clipchamp, and explains how Copilot elevates media editing and access experiences.
Read this blog to learn about this emerging attack technique as well as how Defender Experts can help protect your organization.The use of rogue virtual machines in active intrusions represents a significant evolution in attacker tradecraft.To learn more about how our human-led managed security services can help you stay ahead of similar emerging threats, please visit Microsoft Defender Experts for XDR, our managed extended detection and response (MXDR) service, and Microsoft Defender Experts for Hunting (included in Defender Experts for XDR), our managed threat hunting service.
While this information is documented in the App Service Resiliency Microsoft Learn Docs, in this blog post I will try and walk you through some essential aspects of enabling Availability Zones in Azure App Service.Deploy your App Service plan in a new resource group: Using a new resource group will ensure your new plan is put on a different scale unit than your existing plan(s) that may not currently have zones.Enable zone redundancy on the ASE first;
We’re thrilled to introduce Self-Service Scheduling for planned maintenance events in Azure VMware Solution. Step 3 - From the Maintenance page, check the "Maintenance ready" status for each item and use the "Reschedule" link to change the upgrade date and time.Self-Service Maintenance Scheduling is now in Public Preview, use this instead of opening a service request to change your Azure VMware Solution planned maintenance.
For this volume, 251 new offers successfully met the onboarding criteria and went live.It automates responses, syncs with more than 5,000 apps, and streamlines workflows for SMBs, departments, and individuals.Trusted by Fortune 500 companies and government agencies, it provides secure video storage, content analysis, closed captions, and multilingual translation.
مایکروسافت ۳۶۵ چیست؟مایکروسافت ۳۶۵ یک پلت فرم بهره وری مبتنی بر ابر است. این برنامه بهترین برنامه های بهره وری را از آفیس ۳۶۵ با مدیریت پیشرفته دستگاه، امنیت هوشمند و خدمات آنلاین نوآورانه گرد هم می آورد. مایکروسافت ۳۶۵ می تواند به شما و سازمان شما در هر اندازه ای کمک کند. ابزارهای مایکروسافت ۳۶۵ به افزایش بهره وری، همکاری و ارتباطات ایمن در بسیاری از دستگاه ها کمک می کند، چه در خانه، چه در سازمان یا در حال حرکت باشید. مایکروسافت ۳۶۵ تجربه ای قابل اعتماد، ایمن و مدرن را برای همه تضمین می کند. مایکروسافت ۳۶۵ طراحی شده است تا به شما کمک کند با برنامههای نوآورانه، به سرویسهای ابری هوشمند و امنیتی در سطح جهانی دست یابید:ادامه مطلب آشنایی با مایکروسافت 365 – MSFarsi |Microsoft MSFarsi Community
Chainlit is an open-source framework to quickly build chat UIs for LLM applications.To enable intelligent Kubernetes exploration via MCP, you need a server that translates Kubernetes APIs into tools exposed to the LLM agent.> Discover all workloads, services, and resources in the microservices-demo-dev namespace of the cluster and generate a detailed discovery report and save it to a file.
We’re excited to announce a new database migration experience for SQL Server enabled by Azure Arc - now in public preview.This experience is designed to simplify and accelerate SQL Server migration journey to Azure SQL Managed Instance offering a unified, end-to-end workflow directly within the Azure portal.Provide feedback on database migrations for SQL Server enabled by Azure Arc to the product group
Use try/except around the main logic to catch errors: If an exception is thrown in your async function and not handled, the Azure Functions host will log it and mark the execution as failed.This is an advanced technique and most Azure Functions won’t need it, but it can be useful if you have a long-running async task that you don’t want to tie up the main function’s loop (or if you need to work around limitations in the Python Functions runtime’s event loop).Scaling out the function app: Ensure your Azure Function app’s plan is capable of scaling to meet the queue demand.
On July 17, 2025, OpenAI launched ChatGPT Agent, transforming ChatGPT from a conversational assistant into a unified AI agent capable of autonomously executing complex, multi‑step tasks—from web browsing to code execution—on a virtual computer environment.Bridging Previous Capabilities ChatGPT Agent builds on two earlier tools: Individually, both had limitations: Operator could interface but couldn’t perform in‑depth analysis;The post OpenAI Introduces ChatGPT Agent: From Research to Real-World Automation appeared first on MarkTechPost.
Vision-language models (VLMs) play a crucial role in today’s intelligent systems by enabling a detailed understanding of visual content.The complexity of multimodal intelligence tasks has grown, ranging from scientific problem-solving to the development of autonomous agents.Current demands on VLMs have far exceeded simple visual content perception, with increasing attention on advanced reasoning.
While VLMs are strong at understanding both text and images, they often rely solely on text when reasoning, limiting their ability to solve tasks that require visual thinking, such as spatial puzzles.Although some recent models can generate both […]The post Mirage: Multimodal Reasoning in VLMs Without Rendering Images appeared first on MarkTechPost.
We’d like to inform you that while the DP-3028: Implement Generative AI Engineering with Azure Databricks ILT trainer files will be released tomorrow, the labs will not be included in this release.The labs are scheduled for release next Friday.Thank you for your understanding and continued support. If you have any questions, please reach out to your Authorized Lab Hoster (ALH).
Enter Microsoft Purview’s Data Security Posture Management (DSPM) for AI—a unified solution that empowers enterprises to monitor, protect, and govern AI interactions across Microsoft and third-party platforms.This blog explores how Purview DSPM for AI integrates with Fabric Power BI Copilot to deliver robust data protection and governance and provides a step-by-step guide to enable this integration.The PAYG model applies to a broader set of Purview capabilities—including Insider Risk Management, Communication Compliance, eDiscovery, and other data security and governance solutions—based on copilot for Power BI usage volume or complexity.
Join us in Atlanta for the Microsoft 365, Copilot / AI & Power Platform Conference.Microsoft Global Community Initiative MeetupMark your calendar for August 11–15, 2025 and come make Atlanta part of your tech story.
Today, we are thrilled to announce the General Availability of the Geo-replication feature for Azure Event Hubs, now available in both Premium and Dedicated tiers.The Geo-replication feature allows you to replicate your Event Hubs data across multiple regions either synchronously or asynchronously, ensuring that your data remains accessible in the event of maintenance activities, regional degradation, or a regional outage.Learn more about geo-replication concepts and the pricing model and try out this quickstart to learn how to setup geo-replication for your premium and dedicated tier namespaces.
Starting in Azure Local version 2506, we’re excited to announce the Public Preview of Software Defined Networking (SDN) on Azure Local using the Azure Arc resource bridge.This release introduces cloud-native networking capabilities for access control at the network layer, utilizing Network Security Groups (NSGs) on Azure Local.Key highlights in this release are:1- Centralized network management: Manage Logical networks, network interfaces, and NSGs through the Azure control plane – whether your preference is the Azure Portal, Azure Command-Line Interface (CLI), or Azure Resource Manager templates.2- Fine-grained traffic control: Safeguard your edge workloads with policy-driven access controls by applying inbound and outbound allow/deny rules on NSGs, just as you would in Azure.3- Seamless hybrid consistency: Reduce operational friction and accelerate your IT staff’s ramp-up on advanced networking skills by using the same familiar tools and constructs across both Azure public cloud and Azure Local.Software Defined Networking (SDN) forms the backbone of delivering Azure-style networking on-premises.
Expose Azure API Management instances as MCP servers, enabling remote access to your APIs using AI combined with Model Context Protocol.By integrating MCP with Azure API Management, developers can expose tools to their AI agents while enforcing consistent policies and security standards.Before the event, check out the documentation to learn how to Expose a REST API in API Management as an MCP server, view the Build and protect MCPs faster with governance in Azure API Manager session from Build 2025, or explore the AI-Gateway labs on GitHub and learn how to use APIM and MCP in the MCP for Beginners course.
NVIDIA has just released Canary-Qwen-2.5B, a groundbreaking automatic speech recognition (ASR) and language model (LLM) hybrid, which now tops the Hugging Face OpenASR leaderboard with a record-setting Word Error Rate (WER) of 5.63%.Licensed under CC-BY, this model is both commercially permissive and open-source, pushing forward enterprise-ready speech AI without usage restrictions.This release marks […]
Google is transforming how we interact with Search.With the recent rollout of Gemini 2.5 Pro, Deep Search, and a powerful new agentic feature, Google is making its search engine smarter, more interactive, and vastly more contextual.These features are currently limited to US users, but they mark a massive shift in how Google Search […]
Microsoft Purview, combined with Data Security Posture Management (DSPM) for AI, empowers security and compliance teams to manage these risks across Security Copilot interactions.For these alerts, you will find a User Activity scatter plot that provides insights into the activities preceding and following the user's engagement with a risky prompt in Security Copilot.Learn how Microsoft Purview Data Security Posture Management (DSPM) for AI provides data security and compliance protections for Copilots and other generative AI apps |
In this second blog in the People Success Elements series, we continue to dive deeper into the modern work experience and let survey responses from over 6.8M employees across more than 235 companies from 2022 – 2025 reveal why worker trust has waned and – importantly – how leaders can earn it back.The challenges faced by company leadership today are daunting , and stakeholder confidence in executive teams’ ability to handle them is reportedly at an all-time low1.Only 24% of employees say they trust senior leadership1.
The company recognizes a clear need to skill up for and adopt AI pervasively.Recruiters have increased productivity by 63%, the company’s AI-driven CV Maker has generated more than 200,000 résumés, and 30,000 employees have completed responsible AI training.Microsoft 365 Copilot has helped the company to streamline internal operations, particularly in recruitment and administrative tasks, freeing time for more strategic work.
For this volume, 138 new offers successfully met the onboarding criteria and went live.See details of the new offers below:LiveRoute SmartDesk AI Agent: The LiveRoute SmartDesk AI Agent revolutionizes employee support with a centralized assistant that integrates with Microsoft Teams, SharePoint, and web platforms.
Research & Cutting‑Edge Agents Frameworks & SDKs Toolkits & Low‑Code Platforms Enterprise & Cloud‑Scale Platforms Reach the most influential AI developers worldwide. 1M+ monthly readers, 500K+ community builders, infinite possibilities. [Explore Sponsorship]The post The 20 Hottest Agentic AI Tools And Agents Of 2025 (So Far) appeared first on MarkTechPost.
Mistral AI has released Voxtral, a family of open-weight models—Voxtral-Small-24B and Voxtral-Mini-3B—designed to handle both audio and text inputs.Built on top of Mistral’s language modeling framework, these models integrate automatic speech recognition (ASR) with natural language understanding capabilities.Released under the Apache 2.0 license, Voxtral provides practical solutions for transcription, summarization, question answering, and […]
Tervetuloa tutustumaan Microsoftin uusien FY26-ratkaisualueiden mukaisiin kumppaneiden Solution Area Playbookeihin, jotka on suunniteltu auttamaan sinua kasvattamaan liiketoimintaasi ja hyödyntämään tekoälyn voimaa.Näiden oppaiden avulla voit kehittää liiketoimintaasi ja hyödyntää Microsoftin tarjoamia investointeja.AI Business Solutions: Tutustu tekoälyratkaisujen liiketoimintamahdollisuuksiin ja kumppaneiden go-to-market-strategioihin.
Model Mondays is a weekly series designed to help you build your Azure AI Foundry Model IQ, one week at a time.Dave Voutila showed how Azure AI Foundry makes it easy to fine-tune existing models and use distillation techniques without needing deep ML expertise.Connect with other developers and learn together:
In this tutorial, we begin by diving into Griffe, positioning it as the center of our advanced AI Code Analyzer.By leveraging Griffe’s rich introspection capabilities, we can seamlessly load, traverse, and dissect Python package structures in real-time.This tutorial guides you through the process of integrating Griffe with complementary libraries, such as NetworkX for […]
Bridging the Gap Between Artistic Intent and Technical Execution Photo retouching is a core aspect of digital photography, enabling users to manipulate image elements such as tone, exposure, and contrast to create visually compelling content.Whether for professional purposes or personal expression, users often seek to enhance images in ways that align with specific aesthetic […]The post JarvisArt: A Human-in-the-Loop Multimodal Agent for Region-Specific and Global Photo Editing appeared first on MarkTechPost.
Transforming Human-Computer Interaction with Generative Interfaces Recent advances in generative models are transforming the way we interact with computers, making experiences more natural, adaptive, and personalized.Now, with the rise of LLMs and multimodal AI, users can engage […]The post NeuralOS: A Generative Framework for Simulating Interactive Operating System Interfaces appeared first on MarkTechPost.
In this blog, we’ll explore how Defender for Cloud helps to safeguard customer’s most valuable data by helping them to start secure and stay secure.Imagine your cloud storage as a high-tech museum, housing priceless artifacts—your sensitive data, customer records, and AI training sets.In the same way, Microsoft Defender for Cloud Storage Security helps Azure storage customers to start secure and stay secure when it comes to protecting their cloud storage.
This year Microsoft will have several break-out sessions on a variety of topics where you will discover how Microsoft can streamline your VMware workloads’ migration to the cloud.Learn how to maximize your existing on-premises investments and fast path your applications into an AI-innovation platform.Learn how transitioning from on-premises to Azure will give your business a competitive edge.
It would be difficult to argue that word embeddings — dense vector representations of words — have not dramatically revolutionized the field of natural language processing (NLP) by quantitatively capturing semantic relationships between words.
Versatile, interpretable, and effective for a variety of use cases, decision trees have been among the most well-established machine learning techniques for decades, widely used for classification and regression tasks.
When building machine learning models, most developers focus on model architectures and hyperparameter tuning.
In today's AI world, data scientists are not just focused on training and optimizing machine learning models.
This post is divided into three parts; they are: • Why Skip Connections are Needed in Transformers • Implementation of Skip Connections in Transformer Models • Pre-norm vs Post-norm Transformer Architectures Transformer models, like other deep learning models, stack many layers on top of each other.
Retrieval-augmented generation (RAG) has shaken up the world of language models by combining the best of two worlds:
Human-Computer Interaction and Visualization
This post covers three main areas: • Why Mixture of Experts is Needed in Transformers • How Mixture of Experts Works • Implementation of MoE in Transformer Models The Mixture of Experts (MoE) concept was first introduced in 1991 by
Interested in leveraging a large language model (LLM) API locally on your machine using Python and not-too-overwhelming tools frameworks? In this step-by-step article, you will set up a local API where you'll be able to send prompts to an LLM downloaded on your machine and obtain responses back.
This post is divided into three parts; they are: • Why Linear Layers and Activations are Needed in Transformers • Typical Design of the Feed-Forward Network • Variations of the Activation Functions The attention layer is the core function of a transformer model.
Human-Computer Interaction and Visualization
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Human-Computer Interaction and Visualization
Human-Computer Interaction and Visualization
Human-Computer Interaction and Visualization