A news aggregator from various RSS feeds, like technology, gaming, development and general news sites.
Developing machine learning systems entails a well-established lifecycle, consisting of a series of stages from data preparation and preprocessing to modeling, validation, deployment to production, and continuous maintenance.
Extreme gradient boosting ( XGBoost ) is one of the most prominent machine learning techniques used not only for experimentation and analysis but also in deployed predictive solutions in industry.
Experimenting, fine-tuning, scaling, and more are key aspects that machine learning development workflows thrive on.
Across industries, organizations are racing to modernize, unify data, and embrace AI.At the center of this transformation are Microsoft partners, guiding customers through disruption and redefining what’s possible.With more than 150 million developers building on GitHub, 13 million apps running on Azure, and over 70,000 organizations innovating with Azure AI Foundry, the ecosystem is creating new ways to reimagine business processes and deliver AI-powered outcomes.
The Azure AI Foundry team continues to push the boundaries of model customization with powerful updates to its fine-tuning capabilities.August brings several new features—Pause & Resume, Cross-Region Model Copying, and Reinforcement Fine Tuning (RFT) with Swagger and API Support—designed to give developers and data scientists greater control, flexibility, and efficiency in managing their fine-tuning workflows.We are introducing the Copy Models feature, allowing users to transfer checkpointed models across regions and subscriptions within the same tenant—a significant advancement for teams operating in multi-region environments.
I'm Saurabh Sarkar and I've had the opportunity to collaborate with several customers on effectively managing their Windows kiosk devices to enhance productivity with Microsoft Intune.In this post, we’ll explore how to effectively utilize Intune to enhance the productivity of frontline workers in two example sectors: the airline industry and the food and beverage sector (restaurants).Self-service kiosks in airports and restaurants
As organizations migrate workloads to Azure, the need for robust security frameworks and proactive compliance strategies grows. Security Copilot, integrated with Azure, is transforming how technical teams approach these challenges, empowering users to build secure, compliant environments with greater efficiency and confidence.Below, I’ll highlight a range of security topics with sample Copilot prompts that you can use to help create a more secure and compliant environment.While Security Copilot supports secure coding by identifying vulnerabilities like SQL injection, Cross-Site Scripting (XSS), and buffer overflows, it is not a direct replacement for traditional code scanning tools, instead, it complements these tools by leveraging telemetry from integrated Microsoft services and applying AI-driven insights to prioritize risks and guide remediation.
For this volume, 184 new offers successfully met the onboarding criteria and went live.It uses AI agents for coverage assessment, cost estimation, online search, and report generation.Their Microsoft Copilot service offers a proof of concept with real use cases, testing core capabilities and enabling hands-on experience.
Data merging is the process of combining data from different sources into a unified dataset.
Deployment Center - a built-in feature in Azure Logic Apps Standard - in now available, with built-in support on your VS Code projects, making it easier to deploy Logic Apps from your source control repository.Deployment Center connects your Logic Apps to your favourite source control systems—like GitHub or Azure Repos—and handles code deployments automatically, giving you the following benefits:Once the Deployment Center scripts are generated and pushed to your source control, you can connect your repository to your existing Azure Logic Apps Standard application.
Key Points Local Model Development: Kangaroo LLM Kangaroo LLM is Australia’s flagship effort to build a sovereign, open-source large language model tailored to Australian English and culture.However, as of August 2025, Kangaroo […]The post Australia’s Large Language Model Landscape: Technical Assessment appeared first on MarkTechPost.
Most of the times, it is observed that prompts/system message for large language models (LLMs) can become unstructured and difficult to manage, especially when it is lengthy containing few shot examples.For those who have experienced this challenge, Prompt Orchestration Markup Language (POML) offers a structured solution.Next step is to create the python file that will use POML file to interact with the Language model.
Nous Research has released Hermes 4, a family of open-weight models (14B, 70B, and 405B parameter sizes based on Llama 3.1 checkpoints) that achieves frontier-level performance through pure post-training techniques.Hermes 4 introduces hybrid reasoning – models can toggle between standard responses and explicit reasoning using <think>...</think> tags when complex problems require deeper deliberation.
In this advanced QuTiP tutorial, we explore the rich dynamics of quantum systems using Python and the QuTiP framework.We’ll begin by preparing fundamental single- and two-qubit states, including Bell pairs, and then move on to implement key quantum operations such as Pauli matrices, Hadamard gates, and CNOT.From there, we’ll simulate Rabi oscillations in […]
When working with machine learning on structured data, two algorithms often rise to the top of the shortlist: random forests and gradient boosting .
In this tutorial, you'll learn how to create an AI agent that can send emails on your behalf.Communication Services: Search for "Communication Services" in the marketplace and create a new resource.If you want branching, remember the HTTP Request action has no built-in success check, you can save the response (e.g., varSendResult), add a Condition that tests varSendResult.ok == true, and on success send a confirmation and End current topic to prevent loops.
Agentic RAG combines the strengths of traditional RAG—where large language models (LLMs) retrieve and ground outputs in external context—with agentic decision-making and tool use.Unlike static approaches, agentic RAG features AI agents that orchestrate retrieval, generation, query planning, and iterative reasoning.Use Cases and Top Agentic RAG Tools (2025) appeared first on MarkTechPost.
We’re excited to announce the general availability of the Responses API in Azure AI Foundry, making it easier than ever for developers to build intelligent, tool-using agents with stateful, multi-turn conversations—all in a single API call.Now, with GA, the API is production-ready and supports the full range of popular OpenAI models, including the GPT-5 series and fine-tuned models, along with a rich set of built-in tools to accelerate development.The Responses API is now available in all supported regions and ready for production use.
K3s is a lightweight Kubernetes distribution, certified by the Cloud Native Computing Foundation (CNCF) and originally developed by Rancher.This makes K3s a perfect choice for running Azure Logic Apps Standard close to your data sources (e.g., on-prem SQL Server, local file shares) without the heavy infrastructure requirements of a full Kubernetes cluster.There are 5 steps which are followed to setup the Hybrid Logic Apps including infrastructure which is illustrated in the following diagram. Most of these 5 steps are same as discussed in the Hybrid Logic Apps doc except the K3s Setup part Set up your own infrastructure for Standard logic app workflows - Azure Logic Apps |
Large language models (LLMs) have reshaped AI reasoning, with parallel thinking and self-consistency methods often cited as pivotal advances.However, these techniques face a fundamental trade-off: sampling multiple reasoning paths boosts accuracy but at a steep computational cost.A team of researchers from Meta AI and UCSD introduce Deep Think with Confidence (DeepConf), a new […]
Setting Deletion Protection on a new flexible server instanceAzure Resource Manager locks provide a simple but powerful safeguard to prevent accidental deletion of Azure Database for PostgreSQL flexible server instances.Now that you’ve learned how to apply deletion protection for both new and existing flexible server instances, we recommend reviewing your organization’s governance practices and integrating ARM locks as part of your deployment standards.
That’s where Azure Course Blueprints and Copilot come in.Developing a clear roadmap for your Azure certification journey can present several challenges:Combining Copilot with Azure Course Blueprints enables more efficient preparation than using individually.
We are pleased to announce that we have enabled Windows 365 in Korea Central.Customers can now create Cloud PCs with data stored in the Korea Central region.Korea Central can now be selected within provisioning policies when you select the South Korea geography:
I’m excited to introduce Surveys Agent, a brand-new pre-built agent developed by Microsoft, ready to help you with survey creation from start to finish.IMPORTANT: Surveys Agent is now available to commercial users with a Microsoft 365 Copilot license as part of the Frontier program which gives customers early access to new Copilot innovations while they’re still in development.Surveys Agent streamlines the entire process into a simple conversational experience, making survey creation as intuitive as having a chat.
We’ve streamlined the benchmark generation process and released new global benchmarks for 2025.Because most Viva Glint customers use a common set of core survey questions, Viva Glint can calculate robust benchmarks on a large number of survey items using customer data exclusively.In compliance with Microsoft data security standards, the People Science team has implemented an automated process that enables us to generate and review benchmark suites without accessing or seeing customer data directly.
We’re refining how courses and learning paths are titled to improve clarity, discoverability, and learner experience.Clear, action-oriented titles: Start with a present-tense verb + subject.Enhanced metadata: Descriptions now include general skill terms to boost SEO and discoverability.
For this volume, 169 new offers successfully met the onboarding criteria and went live.AdLead: AdLead from Advaiya Solutions is a lead management solution integrated with Microsoft Power Pages and Microsoft Dynamics 365.Global Pty Ltd's Audit Trail for Business Central enables organizations to track, log, and review changes made to critical data within Microsoft Dynamics 365 Business Central.
In this article, you will learn: • The fundamental difference between traditional regression, which uses single fixed values for its parameters, and Bayesian regression, which models them as probability distributions.
Welcome to a new era of AI interoperability, where the Model Context Protocol (MCP) stands ready to do for agents and AI assistants what HTTP did for the web.If you’re building, scaling, or analyzing AI systems, MCP is the open standard you can’t ignore—it provides a universal contract for discovering tools, fetching resources, and […]The post The Evolution of AI Protocols: Why Model Context Protocol (MCP) Could Become the New HTTP for AI appeared first on MarkTechPost.
Google’s new Regression Language Model (RLM) approach enables Large Language Models (LLMs) to predict industrial system performance directly from raw text data, without relying on complex feature engineering or rigid tabular formats.The Challenge of Industrial System Prediction Predicting performance for large-scale industrial systems—like Google’s Borg compute clusters—has traditionally required extensive domain-specific feature engineering and […]The post Google AI’s New Regression Language Model (RLM) Framework Enables LLMs to Predict Industrial System Performance Directly from Raw Text Data appeared first on MarkTechPost.
In this tutorial, we build an advanced AI agent using Semantic Kernel combined with Google’s Gemini free model, and we run it seamlessly on Google Colab.We start by wiring Semantic Kernel plugins as tools, like web search, math evaluation, file I/O, and note-taking, and then let Gemini orchestrate them through structured JSON outputs.The post A Coding Implementation of an Advanced Tool-Using AI Agent with Semantic Kernel and Gemini appeared first on MarkTechPost.
Azure SQL Database offers business continuity capabilities to recover quickly from regional disasters. Features such as active geo-replication and failover groups provide continuous replication of the data in your primary database to a secondary database in a different Azure region. In the event of a regional disruption, these features allow you to perform quick disaster recovery to your secondary database to meet your business' recovery time objective (RTO) and recovery point objective (RPO). RTO for Azure SQL Database is typically less than 60 seconds, but RPO depends on the amount of data changes before the disruptive event that have not been replicated. Consequently, monitoring the replication lag between the primary and secondary databases is critical in ensuring your RPO goals are met.Until now, the main way to measure the replication lag between the primary and secondary databases was with the replication_lag_sec column of the dynamic management view (DMV), sys.dm_geo_replication_link_status from your primary database. With the introduction of the Replication lag metric, you can now monitor lag with respect to RPO in near real time in the Azure portal in addition to using the DMV. Replication lag is a new Azure monitor metric that is emitted at a one-minute frequency and stored up to 93 days. You can monitor the metric by adding Replication lag (preview) from your primary database in the portal as shown below:
NVIDIA researchers have shattered the longstanding efficiency hurdle in large language model (LLM) inference, releasing Jet-Nemotron—a family of models (2B and 4B) that delivers up to 53.6× higher generation throughput than leading full-attention LLMs while matching, or even surpassing, their accuracy.Most importantly, this breakthrough isn’t the result of a new pre-training run from scratch, […]The post NVIDIA AI Released Jet-Nemotron: 53x Faster Hybrid-Architecture Language Model Series that Translates to a 98% Cost Reduction for Inference at Scale appeared first on MarkTechPost.
Following our previous evaluation of Llama 3.1 8B inference performance on Azure’s ND-H100-v5 infrastructure using vLLM, this report broadens the scope to compare inference performance across a range of GPU and CPU platforms.Using the Hugging Face inference benchmarker, we assess not only throughput and latency but also the cost-efficiency of each configuration—an increasingly critical factor for enterprise deployment.As organizations seek scalable and budget-conscious solutions for deploying large language models (LLMs), understanding the trade-offs between compute-bound and memory-bound stages of inference becomes essential.
Imagine a workplace where AI agents don’t just support your team, they transform how tasks get done, unlocking new levels of creativity, speed, and impact.According to Microsoft’s latest Work Trend Index Annual Report, nearly half of leaders say their companies are already using agents to fully automate workflows or processes across departments and functions.And behind many of them are Microsoft 365 Copilot, agentic AI, and a deep partnership with Microsoft.
Imagine a workplace where AI agents don’t just support your team, they transform how tasks get done, unlocking new levels of creativity, speed, and impact.According to Microsoft’s latest Work Trend Index Annual Report, nearly half of leaders say their companies are already using agents to fully automate workflows or processes across departments and functions.And behind many of them are Microsoft 365 Copilot, agentic AI, and a deep partnership with Microsoft.
My colleague Igor Sakhnov, CVP of Engineering and Deputy Chief Information Security Officer (CISO) for Identity, shares his thoughts on the new risks and responsibilities we're all facing with agents. Starting with the provocative question By 2026, enterprises may have more autonomous agents than human users.Igor explains why agents are a new entity type, not just a minor extension of existing identity or application governance.
Get familiar with the hunting tables in advanced hunting and the reporting capabilities in MDO.A: We highlight MDO’s business value using the Microsoft Defender for Office 365 Overview dashboard, which provides clear, visual metrics, like threats blocked before delivery, items purged post-delivery via ZAP, and any “uncaught” threats.Take the time to understand how the features and settings really work, and share that knowledge with others.
As artificial intelligence (AI) and generative tools like Microsoft 365 Copilot transform how enterprises operate, the stakes for data protection, regulatory alignment, and operational resilience continue to increase.The July 2025 Quarterly Compliance Update – released at the beginning of each quarter – is designed to help CISOs, IT administrators, and compliance leaders stay ahead of emerging risks and regulatory shifts, while maximizing the value of Microsoft’s cloud and AI services.It’s a practical guide for organizations navigating the complexities of compliance in regulated industries.
The longstanding partnership between Microsoft and Siemens—a German tech conglomerate that focuses on industrial automation—helps solve a crucial challenge facing consumer packaged goods (CPG) and retail companies: fragmented processes across production.Cloud-powered lifecycle management tailored for CPG and retailAt the core of Siemens' ILM is Siemens' Teamcenter X on Azure, a cloud-based product lifecycle management (PLM) platform.
Google AI has just unveiled Gemini 2.5 Flash Image, a new generation image model designed to let users generate and edit images simply by describing them—and its true innovation is how it delivers precise, consistent, and high-fidelity edits at impressive speed and scale.What Makes Gemini 2.5 Flash Image Impressive?Gemini 2.5 Flash Image is […]
To enhance security monitoring, compliance, and threat detection, it is important to bring this log data into a centralized security tool like Microsoft Sentinel.The main goal is to automatically collect and analyze .CSV log files stored in Azure Blob Storage using Sentinel’s advanced analytics and automation capabilities.CSV log files from Azure Blob Storage into Microsoft Sentinel is a powerful way to centralize and automate the organization’s security monitoring.
I’m excited to share an update to Microsoft Word for Windows that automatically saves new documents to the cloud.Save new files automatically to the cloud in Word for WindowsCreate a new document in Word on your Windows device and notice that AutoSave is already toggled on.
Windows 11 and most modern Bluetooth headsets now support improved audio compression and double the sample rate for HFP, which is called “wideband” voice.LE Audio uses improved audio compression and TMAP requires headphones and earbuds to support even higher “super wideband” audio fidelity at a 32kHz sample rate while using voice.Today, we’re excited to announce a new feature in Windows 11 that allows Bluetooth Low Energy (LE) Audio devices to play in high quality stereo while using the microphone, for a drastically improved audio experience in games and calls!
The Model Context Protocol (MCP) is a standardized framework designed to enable seamless communication between agents and external data or tool sources.This blog provides a step-by-step guide to creating and configuring a custom connector for an MCP server and integrating it with an agent in Copilot Studio.Extend your agent with Model Context Protocol - Microsoft Copilot Studio |
The pace of development in large language models (LLMs) has continued to accelerate as the global AI community races toward the goal of artificial general intelligence (AGI).In this paper, we explore the capabilities of the Llama 3.1 8B model as a representative example of a modern, enterprise-ready LLM.We benchmark its inference performance on Azure’s ND-H100 v5 infrastructure using the vLLM engine and present our findings along with recommendations for enterprise deployment.
This new feature allows your organization to seamlessly back up Windows 10 or Windows 11 settings and effortlessly restore them on a Microsoft Entra joined device.With Windows 10 support ending on October 14, 2025, ease your transition to Windows 11.Note: While Windows Backup for Organizations can easily help you move to Windows 11 with your settings and Microsoft Store apps already in place, there are circumstances that could prevent you from replacing Windows 10 devices before the end of support.
In this landscape, Desktop as a Service (DaaS) is emerging as a strategic enabler, not just a technical solution.Microsoft is at the forefront of reimagining DaaS, extending beyond virtual desktops to deliver a platform for business agility, resilience, and human-centric innovation.Our Leader position in the Gartner Magic Quadrant™ for Desktop as a Service for three consecutive years, we believe, reflects our commitment to driving this evolution.
If you’re hoping to make the most out of this NFL season, consider using Microsoft Copilot!Get help drafting a winning Fantasy Football teamPlan the perfect tailgate or party
In Microsoft’s FY25 Q4 earnings, Satya Nadella announced that this year, customers have built over 3 million agents from SharePoint and Copilot Studio - a milestone that reflects the incredible momentum and creativity across customers.Create an agent scoped to your content.Access SharePoint agents directly in the Microsoft 365 Copilot app
As of 8/26/2025, the Information Protection and Governance specialization is now updated to the Data Security specialization in response to partner feedback and evolving market conditions.In addition to a new name, the specialization also features updated skilling and performance requirements.The Microsoft AI Cloud Partner Program has the resources you need to meet these new benchmarks and stand out to customers.
Optimized deployment leverages advanced compliance and automation capabilities available in Microsoft 365 E5.This episode outlines how E5 customers can proactively secure data and enhance Copilot performance.Export top 100 sites and run SharePoint Advanced Management (SAM) permission state reports and Purview DSPM for AI assessments to gain visibility into all data at risk of Copilot access (pivot on labels and sensitive information types).
In this post, we’ll demonstrate how to build a simple yet powerful workflow using Azure Logic Apps, Log Analytics queries, and LLMs to automate log analysis, save time, and spot issues faster.While we focus here on an example using Application Insights data with Azure OpenAI, the same approach can be applied to any Log Analytics source - whether raw logs, security events, or custom logs.With Azure Logic Apps, you can create a recurring workflow that automatically runs your Log Analytics queries, sends the summarized results to Azure OpenAI for analysis, and delivers a clear, actionable report straight to your inbox on your preferred schedule.
Working with time series data often means wrestling with the same patterns over and over: calculating moving averages, detecting spikes, creating features for forecasting models.
Machine learning (ML) is transforming industries, powering innovation in domains as varied as financial services, healthcare, autonomous systems, and e-commerce.However, as organizations operationalize ML models at scale, traditional approaches to software delivery—chiefly, Continuous Integration and Continuous Deployment (CI/CD)—have revealed critical gaps when applied to machine learning workflows.The post What is MLSecOps(Secure CI/CD for Machine Learning)?: Top MLSecOps Tools (2025) appeared first on MarkTechPost.
In the fast-paced world of AI, large language models (LLMs) like GPT-4 and Llama are powering everything from chatbots to code assistants.But here’s a dirty secret: your LLM inference—the process of generating responses—might be running up to five times slower than necessary.A overly cautious approach to handling uncertainty in output lengths.
We begin this tutorial by showing how we can combine MLE-Agent with Ollama to create a fully local, API-free machine learning workflow.We set up a reproducible environment in Google Colab, generate a small synthetic dataset, and then guide the agent to draft a training script.The post Building a Reliable End-to-End Machine Learning Pipeline Using MLE-Agent and Ollama Locally appeared first on MarkTechPost.
Microsoft’s latest open source release, VibeVoice-1.5B, redefines the boundaries of text-to-speech (TTS) technology—delivering expressive, long-form, multi-speaker generated audio that is MIT licensed, scalable, and highly flexible for research use.it’s a framework designed to generate up to 90 minutes of uninterrupted, natural-sounding audio, support simultaneous generation of up […]The post Microsoft Released VibeVoice-1.5B: An Open-Source Text-to-Speech Model that can Synthesize up to 90 Minutes of Speech with Four Distinct Speakers appeared first on MarkTechPost.
AI Singapore (AISG) has released SEA-LION v4, an open-source multimodal language model developed in collaboration with Google and based on the Gemma 3 (27B) architecture.The model is designed to support Southeast Asian languages, including those with limited digital resources, and provides both text and image understanding capabilities.SEA-LION v4 uses a commercially permissive license […]
When you have a small dataset, choosing the right machine learning model can make a big difference.
Perhaps one of the most underrated yet powerful features that scikit-learn has to offer, pipelines are a great ally for building effective and modular machine learning workflows.
Both GPUs and TPUs play crucial roles in accelerating the training of large transformer models, but their core architectures, performance profiles, and ecosystem compatibility lead to significant differences in use case, speed, and flexibility.Architecture and Hardware Fundamentals TPUs are custom ASICs (Application-Specific Integrated Circuits) engineered by Google, purpose-built for highly efficient matrix operations required […]The post How Do GPUs and TPUs Differ in Training Large Transformer Models?
Recent advances in large language model (LLM)-powered diagnostic AI agents have yielded systems capable of high-quality clinical dialogue, differential diagnosis, and management planning in simulated settings.Yet, delivering individual diagnoses and treatment recommendations remains strictly regulated: only licensed clinicians can be responsible for critical patient-facing decisions.The post Google AI Introduced Guardrailed-AMIE (g-AMIE): A Multi-Agent Approach to Accountability in Conversational Medical AI appeared first on MarkTechPost.
In this tutorial, we will explore how to implement the LLM Arena-as-a-Judge approach to evaluate large language model outputs.Instead of assigning isolated numerical scores to each response, this method performs head-to-head comparisons between outputs to determine which one is better — based on criteria you define, such as helpfulness, clarity, or tone.The post How to Implement the LLM Arena-as-a-Judge Approach to Evaluate Large Language Model Outputs appeared first on MarkTechPost.
Staying current with the latest breakthroughs, tools, and industry shifts is critical for AI developers and engineers.To help you cut through the noise, here’s a curated list of the top 10 AI-focused blogs and news platforms that deliver high-quality, technical, and actionable content for AI developers and engineers at every level.The post Top 10 AI Blogs and News Websites for AI Developers and Engineers in 2025 appeared first on MarkTechPost.
In the rapidly evolving landscape of AI-driven automation, Zhipu AI has introduced ComputerRL, a groundbreaking framework designed to empower agents with the ability to navigate and manipulate complex digital workspaces.This innovation addresses a core challenge in AI agent development: the disconnect between computer agents and human-designed graphical user interfaces (GUIs).The post Zhipu AI Unveils ComputerRL: An AI Framework Scaling End-to-End Reinforcement Learning for Computer Use Agents appeared first on MarkTechPost.
Google has introduced Mangle, a new open-source programming language that extends the classic logic-based language Datalog for modern deductive database programming.Implemented as a Go library, Mangle is designed to simplify the complex task of querying and reasoning about data spread across multiple, disparate sources.The release addresses a growing challenge for developers and security […]
We just shared our FY26 partner strategy at MCAPS Start for Partners—and it’s all about what’s next with AI.GPT-5 is now in Azure AI Foundry, offering top-tier reasoning for building intelligent and safe AI apps and agents.Dive into our latest blog and research to learn how Azure-native integration, autoscaling, and unified governance make Azure Databricks the best home for your data and AI workloads, and then share the information with your customers as they consider their preferred data platform.
AgentCon Southeast Asia 2025 is just around the corner!Be part of this FREE, community-powered AI event where innovation meets collaboration: 📍Dive into hands-on workshops, experience live demos, and gain expert insights on Copilot, agentic AI, and real-world applications from global tech experts.
In this HLS Microsoft 365 Copilot Learning Session Microsoft's Darryl Rowe and Michael Gannotti discuss how Microsoft 365 Copilot simplifies cell formulas and Darryl provides two different demonstrations of the new feature. Today, Microsoft is changing the game with Copilot in Excel, an AI-powered assistant designed to make formula creation easier, faster, and more intuitive.Copilot in Excel is an intelligent assistant that leverages artificial intelligence to help users perform a wide range of tasks, including writing, editing, and troubleshooting cell formulas.
Speaker diarization is the process of answering “who spoke when” by separating an audio stream into segments and consistently labeling each segment by speaker identity (e.g., Speaker A, Speaker B), thereby making transcripts clearer, searchable, and useful for analytics across domains like call centers, legal, healthcare, media, and conversational AI.The post What Is Speaker Diarization?A 2025 Technical Guide: Top 9 Speaker Diarization Libraries and APIs in 2025 appeared first on MarkTechPost.
Devices like Amazon Alexa and Google Home are not just glorified trivia machines, they’re energy-saving ninjas when used correctly.But here’s the plot twist: these devices can also be energy vampires.With Copilot in your corner, you can harness the power of AI to make your home smarter, greener, and a little less expensive.
The future of AI blog series is an evolving collection of posts from the AI Futures team in collaboration with subject matter experts across Microsoft.In this series, we explore tools and technologies that will drive the next generation of AI.I saw an opportunity to create an agent using Copilot Studio, powered by Azure AI Foundry, to investigate the assumptions that were baked into my team's product thinking.
We are excited to introduce two key enhancements in the SQL Server 2025 Release Candidate 0 (RC0) for Linux: Ubuntu 24.04 and the addition of Transport Layer Security (TLS) 1.3 support.SQL Server 2025 Preview now supports Ubuntu 24.04.How to Deploy SQL Server 2025 RC0 on Ubuntu 24.04
James Caton sits down with Microsoft industry experts and leading global system integrators (GSIs) to explore how Agentic AI is transforming industries— from banking and healthcare to manufacturing and public sector.Each episode will feature behind-the-scenes insights, measurable impact, and the strategic thinking that’s driving Agentic AI success at scale.Subscribe and listen on all major podcast platforms.
For those of you navigating this shift, Rob Howard, Microsoft’s VP of Copilot Extensibility, offers a practical governance framework in his article, What IT admins need to know about governing AI agents.The article introduces three key governance pillars:Ready to securely and strategically lead your organization into the future of AI?
This month's new capabilities tackle these everyday challenges with four key improvements: smarter application control, devices that manage their own patching, multi-admin approval for critical workflows, and better visibility into Apple updates.App Control for Business is now generally available with new targeting capabilities that make Managed Installer enterprise ready.Windows 11 devices now grab quality updates automatically during their out-of-box experience on Microsoft Entra-joined devices.
Service Groups are a new resource container enabling management and observability scenarios where flexibility in hierarchy and membership is needed.No, Service Groups have been designed to work in parallel with existing Azure Groups.Service Groups are tenant level so they can have membership from across the tenant.
NVIDIA has released its Streaming Sortformer, a breakthrough in real-time speaker diarization that instantly identifies and labels participants in meetings, calls, and voice-enabled applications—even in noisy, multi-speaker environments.Designed for low-latency, GPU-powered inference, the model is optimized for English and Mandarin, and can track up to four simultaneous speakers with millisecond-level precision.The post NVIDIA AI Just Released Streaming Sortformer: A Real-Time Speaker Diarization that Figures Out Who’s Talking in Meetings and Calls Instantly appeared first on MarkTechPost.
As we kick off a new fiscal year, we’re renewing our commitment to enabling partners to lead in the era of agentic AI.Unlock new AI-powered benefits in FY26 Beginning in February 2026, we will roll out new and enhanced benefits designed to reflect partner feedback and enable further growth—starting with Microsoft AI and Microsoft 365 Copilot.
Start at the top to understand the broader implications of AI on the Windows ecosystem or jump straight to your topic of interest to learn more.Help improve productivity for users in your organization by pinning Microsoft 365 Copilot Chat to the navigation bar and downloading the Copilot Success Kit.Learn about using and managing enhanced enterprise data protection (EDP), Microsoft Entra accounts, the Copilot app, the Copilot hardware key, and more.
Microsoft Entra Private Access for Active Directory Domain Controllers is now in Public Preview.As part of Microsoft’s Security Service Edge (SSE), this feature lets organizations use Conditional Access and multi-factor authentication (MFA) for internal resources that authenticate through Kerberos, managed via Global Secure Access.Microsoft Entra Private Access for Active Directory Domain Controllers enhances Zero Trust access controls for on-premises resources through the deployment of the Private Access sensor, a lightweight agent installed on domain controllers.
In version v1.35.0, we’re announcing the General Availability (GA) of Schema Designer, Schema Compare, and Local SQL Server Containers — three powerful tools that bring structure, clarity, and flexibility to your local development workflow.What’s new in MSSQL extension for VS Code v1.35The v1.35 release marks a major milestone with the general availability of Schema Designer, Schema Compare, and the Local SQL Server Container.
2️⃣ Run Angular Unit Tests with Coverage Why it matters: Makes test results visible in Azure DevOps UI.By enforcing Angular unit tests in your Azure DevOps pipeline with JUnit, Cobertura, and a 70% threshold, you build a quality gate that scales with your team.
Microsoftin tekniset ja myynnille suunnatut Kumppanitunnit järjestetään Cloud Champion -sivustolla, josta ne ovat kätevästi saatavilla tallenteina materiaaleineen pari tuntia live-lähetyksen jälkeen.Kumppanitunti on joka toinen perjantai klo 10–11 järjestettävä Microsoftin kumppaniwebinaari, joka on tarkoitettu Microsoftin kumppaneille.Microsoftin suomalaiset arkkitehdit, tuotepäälliköt, ratkaisumyyjät ja kumppanivastaavat ovat poimineet kiinnostavia ja hyödyllisiä aiheita, joita he vuorollaan esittelevät.
In this article, you'll learn to: • Turn unstructured, raw image data into structured, informative features.
Microsoft ISV Success for Business Applications offers platforms, resources, and support designed to help partners develop, publish, and market business apps. Learn about offers from Binary Stream Software below:Businesses can use Subscription Billing Suite, an extension for Microsoft Dynamics 365 Business Central, to drive growth and streamline their financial operations.Advanced Subscription Management also enables compliance with key accounting and financial standards, like ASC 606, IFRS 15, ASC 842, and IFRS 16.
If you're reading this, it's likely that you are already aware that the performance of a machine learning model is not just a function of the chosen algorithm.
We’re excited to announce that the new SharePoint Template Gallery is now generally available for commercial customers worldwide!A rich collection of modern, out-of-the-box (OOB) templates under ‘From Microsoft’, designed to help you create polished pages and news posts with ease.Browse and select a template in the new Templates Gallery
The Chinese AI startup DeepSeek releases DeepSeek-V3.1, it’s latest flagship language model.Notably, DeepSeek models have rapidly gained a reputation for delivering OpenAI and Anthropic-level performance at a fraction of the cost.Model Architecture and Capabilities Performance Benchmarks […]
The emergence of advanced AI development tools is revolutionizing the way researchers and engineers translate groundbreaking academic ideas into robust, real-world applications.A team of researchers from the University of Hong Kong release DeepCode.DeepCode proposes an “Open Agentic Coding” paradigm, leveraging multi-agent AI systems to automate coding processes from research paper interpretation through to […]
South Korea is rapidly establishing itself as a key innovator in large language models (LLMs), driven by strategic government investments, corporate research, and open-source collaborations to create models tailored for Korean language processing and domestic applications.This focus helps mitigate dependencies on foreign AI technologies, enhances data privacy, and supports sectors like healthcare, education, and […]The post Meet South Korea’s LLM Powerhouses: HyperClova, AX, Solar Pro, and More appeared first on MarkTechPost.
Managing MySQL Flexible Server deployments across Azure regions often means navigating differences in available features, SKUs, storage options, backup retention periods, or high availability configurations. That’s where the Location-Based Capability Set – List API comes in, providing a programmatic way to retrieve up-to-date, region-specific capabilities.These PowerShell and Bash scripts help you quickly check Azure Database for MySQL capabilities in a region to prevent deployment issues and ensure reliable provisioning workflows.
Seoul AI Hub, an AI-specialized support organization under the Seoul Metropolitan Government, is dedicated to fostering the city’s AI industry ecosystem through talent development, startup incubation, and public education.In partnership with Microsoft MVPs, the hub is making AI accessible to all through the AI Frontiers Series — blending expert talks with hands-on workshops.The collaboration between Seoul AI Hub and Microsoft MVPs demonstrates the transformative power of community-led expertise.
Liquid AI has officially released LFM2-VL, a new family of vision-language foundation models optimized for low-latency, on-device deployment.With two highly efficient variants—LFM2-VL-450M and LFM2-VL-1.6B—this launch marks a significant leap in bringing multimodal AI to smartphones, laptops, wearables, and embedded systems without compromising speed or accuracy.Unprecedented Speed and Efficiency LFM2-VL models are engineered to […]
The DeepSpeed team unveiled ZenFlow, a new offloading engine designed to overcome a major bottleneck in large language model (LLM) training: CPU-induced GPU stalls.While offloading optimizers and gradients to CPU memory reduces GPU memory pressure, traditional frameworks like ZeRO-Offload and ZeRO-Infinity often leave expensive GPUs idle for most of each training step—waiting on slow […]The post ZenFlow: A New DeepSpeed Extension Designed as a Stall-Free Offloading Engine for Large Language Model (LLM) Training appeared first on MarkTechPost.
The choice between PyTorch and TensorFlow remains one of the most debated decisions in AI development.Both frameworks have evolved dramatically since their inception, converging in some areas while maintaining distinct strengths.This article explores the latest patterns from the comprehensive survey paper from Alfaisal University, Saudi Arabia, synthesizing usability, performance, deployment, and ecosystem considerations […]
We kicked off with the top news and updates in the Azure AI ecosystem:Agent Factory Blog Series:A new 6-part blog series on designing reliable, agentic AI—exploring multi-step, collaborative agents that reflect, plan, and adapt using tool integrations and design patterns.This week’s spotlight was a hands-on exploration of document processing, featuring both Microsoft and Mistral AI experts.
When migrating partitioned tables from Oracle to Azure PostgreSQL Flexible Server, many customers prefer to preserve their existing Oracle table design exactly as defined in the original DDLs. Specifically, they want to avoid altering the partition key structure, especially by not adding the partition key to any primary or unique constraints, because doing so would change the table’s original design integrity.It supports declarative partitioning in PostgreSQL while eliminating the need to modify primary or unique constraints to include the partition key.However, Azure PostgreSQL Flexible Server requires that any primary or unique constraint on a partitioned table must also include the partition key.
This blog dives into the mechanics of implicit data type conversions and their impact during the post-migration performance optimization phase of heterogeneous database migrations.Drawing from our observed Engineering field patterns across diverse application architectures, this blog explores why certain platforms like ORMs, JDBC drivers, and cross-platform data models are more prone to implicit conversions than others and how they result in performance issues, break indexes, or cause query regressions.Refactor your application code to leverage strongly typed variables and parameter declarations to ensure data type consistency at the source, minimizing implicit conversions during query execution.
Today, I’d like to share an important update: Beginning October 14, OneNote for Windows 10 will reach End of Support.We recommend OneNote customers begin using the OneNote on Windows app for a more streamlined experience.OneNote for Windows 10 support is ending
MOERA domains for emailIf your tenant's default domain is a MOERA domain, set the default domain to a custom domain.You can use the Message Trace feature in Exchange Admin Center to retrieve the outbound traffic being sent from your tenant. By placing a wild card address in the Senders field, you can get a report with all traffic using your onmicrosoft.com domain to send.
In today’s rapidly evolving digital world, security leaders and practitioners face new challenges—and opportunities—driven by the rise of AI. At Microsoft Ignite, we will showcase end-to-end security innovations and share world class threat and regulatory intelligence to give you the advantage you need to safely adopt AI and face the rapidly changing threat landscape.Visionary insights: Hear directly from Microsoft Security leaders and industry experts on the evolving threat landscape and the role of AI in defense.San Francisco, November 17–21, 2025 Or join us online November 18–21
Google Cloud recently unveiled five specialized AI agents designed to streamline developer workflows—reducing manual effort, accelerating analysis, and lowering the barrier to advanced data and code automation.Each agent addresses a distinct developer challenge, from data pipeline orchestration to enterprise-grade GitHub management.Here’s a detailed look at what these agents do, their technical underpinnings, and […]
Whether producing content for external customers or for those inside of your organization the use of the Researcher Agent in Microsoft 365 Copilot Chat combined with Edit in Pages to Microsoft Word and Audio overviews can save you hours, if not days of work.Microsoft 365 Copilot Chat addresses these challenges, offering a seamless workflow that leverages AI-powered capabilities to streamline document creation from initial research to final delivery.By integrating the Researcher Agent, Pages collaboration, Word distribution, and audio podcast overview into a unified workflow, Microsoft 365 Copilot dramatically reduces the time and effort required to produce high-quality documents.
We are excited to see the continuous growth on the submissions of the SharePoint Framework (SPFx) solutions to the app source and on the usage of the SharePoint store for extending experiences for SharePoint, Microsoft Teams and Microsoft Viva.SharePoint Framework is extensibility model for Microsoft Viva, Microsoft Teams, Outlook, Microsoft 365 app and SharePoint (soon also for Copilot).It enables the same code to be used easily across the Microsoft 365 with this widely adopted tooling which uses industry standard tech with easy and automatic SSO and hosting. Usage of SPFx continues to grow steady and we have currently tens of millions of monthly active users in Microsoft 365 on custom extensibility build with SPFx.
If you're looking to bring hotpatch to your environment, there’s one key requirement to start with: virtualization-based security (VBS) must be enabled on your devices.With the hotpatching feature of Windows Autopatch, you can apply security updates to Windows without requiring a restart.Alternatively, enable VBS using this command in an elevated command prompt:
Copilot Studio est un outil faisant parti de Microsoft 365 qui permet de créer facilement des Chatbots.Un Agent Copilot est capable de discuter avec les utilisateurs en langage naturel.Un responsable d’un projet d’étudiant qui veut créer un assistant virtuel pour répondre aux questions fréquentes sur le projet :
At Microsoft, we believe that great communication is more than just delivering a message, it’s about creating connection, clarity, and impact. That’s why we’re thrilled to announce a set of powerful new features in Viva Amplify that give communicators even more creative control and flexibility: multi-column layouts, animated GIF support, custom themes, and custom fonts.With support for animated GIFs, you can now add energy and emotion to your communications.Viva Amplify now supports custom fonts sourced from your organization’s Brand Center, allowing you to maintain consistency across SharePoint pages and Outlook email*.
In hybrid environments, mailbox attributes of directory-synchronized user accounts cannot be managed from Exchange Online by design – attempts to edit mailbox attributes in the cloud would usually be blocked because the object source of authority (SOA) is on-premises.A new Exchange Online feature (in preview) helps eliminate the need for an Exchange server for remote mailbox management, by enabling cloud-side management of directory-synchronized user remote mailbox attributes.We are excited to introduce a new feature in Exchange Online that allows administrators to manage Exchange properties of directory-synchronized users with remote mailboxes directly from the cloud.
For this volume, 241 new offers successfully met the onboarding criteria and went live.Features include unified audit dashboard, AI-driven anomaly detection, real-time monitoring, generative AI-powered report generation, policy interpretation, smart assistant for auditors, secure role-based access, and seamless integration with Microsoft 365, Azure, SharePoint, and popular data platforms.MKB (NL): Available in Dutch, Cyber Basics NIS2 is a comprehensive information security management system (ISMS) solution for cybersecurity compliance, simplifying NIS2 requirements with pre-defined policies and procedures.
Here are the high-level steps to get started with Agentic AI using only official Microsoft resources, each with a direct link to the relevant documentation:Build an Agentic Web App with Semantic Kernel or Foundry - Follow a hands-on tutorial to integrate agentic capabilities into a .NET web app using Semantic Kernel or Azure AI Foundry.I'm Juliet Rajan, a Lead Technical Trainer and passionate innovator in AI education.
These days, it is not uncommon to come across datasets that are too large to fit into random access memory (RAM), especially when working on advanced data analysis projects at scale, managing streaming data generated at high velocity, or building large machine learning models.
Model Context Protocol (MCP) has rapidly emerged as a universal standard for connecting AI models to diverse applications, systems, and tools—imagine “USB-C for AI integrations,” as commonly described in the industry.For organizations accustomed to custom integrations, the migration to MCP can be transformative, simultaneously reducing technical debt and unlocking new interoperability benefits.The post Migrating to Model Context Protocol (MCP): An Adapter-First Playbook appeared first on MarkTechPost.
Today, we’re excited to introduce Surveys Agent in Microsoft 365 Copilot, a brand-new pre-built agent developed by Microsoft, now available through the Frontier program.Surveys Agent in BizChatSurveys Agent is now available to commercial users with a Microsoft 365 Copilot license as part of the Frontier program that gives customers early access to new Copilot innovations while they’re still in development.
Microsoft has officially introduced the COPILOT function in Excel for Windows and Mac, bringing the power of large language models (LLMs) directly into spreadsheets.This move represents a fundamental shift: AI is now a native feature, not just an external add-in or separate tool.Users can now analyze, summarize, and generate data using natural language […]
Evaluating large language models (LLMs) is both scientifically and economically costly.As the field races toward ever-larger models, the methodology for evaluating and comparing them becomes increasingly critical—not just for benchmark scores, but for informed development decisions.Recent research from the Allen Institute for Artificial Intelligence (Ai2) introduces a robust framework centered around two fundamental […]
In this tutorial, we implement a fully functional Ollama environment inside Google Colab to replicate a self-hosted LLM workflow.We begin by installing Ollama directly on the Colab VM using the official Linux installer and then launch the Ollama server in the background to expose the HTTP API on localhost:11434.The post A Coding Implementation to Build a Complete Self-Hosted LLM Workflow with Ollama, REST API, and Gradio Chat Interface appeared first on MarkTechPost.
In the future, a home robot could manage daily chores itself and learn household patterns from ongoing experience.For a multimodal agent, this intelligence depends on (a) observing the world through multimodal sensors continuously, (b) storing its experience in long-term […]The post Meet M3-Agent: A Multimodal Agent with Long-Term Memory and Enhanced Reasoning Capabilities appeared first on MarkTechPost.
We’re excited to announce a major enhancement to SQL auditing in Azure SQL Database, the removal of the 4,000-character truncation limit for audit records.With this update, statements are no longer truncated.Audit logs now capture the entire content of auditable actions, ensuring complete visibility and traceability for security and compliance teams.
We’ve just concluded an unforgettable week at the Microsoft 365, Copilot / AI & Power Platform Conference in Atlanta, GA, hosted at the Georgia World Congress Center from August 11–15, 2025.It’s a workforce, leadership, and community topic.3️⃣ The 10-10-10 guideline from author Suzy Welch, a decision-making tool my dad, Stan Cook, shared with me years ago that I still use today. Using the new Researcher Agent in Microsoft 365 Copilot, I pulled stats from the 2025 PwC Global AI Jobs Barometer Report (a must read) and generated a 21-page paper in minutes.This will fuel future blogs and content on supporting women in AI-exposed roles and amplifying conversations around women’s health.
A 2025 McKinsey report revealed that while almost all companies have invested in AI, only about 1% feel they have achieved AI maturity.According to Microsoft’s Work Trend Index 2024, 75% of knowledge workers are now using generative AI at work, a figure that nearly doubled in just six months.Yet many organizations have no clear AI strategy: 60% of leaders say their company lacks a concrete AI vision or plan.
NVIDIA has unveiled the Nemotron Nano 2 family, introducing a line of hybrid Mamba-Transformer large language models (LLMs) that not only push state-of-the-art reasoning accuracy but also deliver up to 6× higher inference throughput than models of similar size.This release stands out with unprecedented transparency in data and methodology, as NVIDIA provides most of […]The post NVIDIA AI Releases Nemotron Nano 2 AI Models: A Production-Ready Enterprise AI Model Family and 6x Faster than Similar Sized Model appeared first on MarkTechPost.
A multi-time Partner of the Year Award winner, including both the Data & AI and Healthcare & Life Sciences categories in 2024, 3Cloud has been building on Azure since 2016.Fully dedicated to Azure, the team was founded by former Microsoft colleagues and has helped more than 1,600 clients with their Azure engagements.This impressive track record made 3Cloud a natural choice when Members 1st Federal Credit Union decided they wanted to harness their data infrastructure to deliver more personalized, convenient experiences to their members.
To address such needs, one possible approach is to build a custom MCP server and connect it to GitHub Copilot.By building an MCP server as an ASP.NET Core application and integrating it with GitHub Copilot, you can introduce custom rules and functionality tailored to your organization’s needs.In this article, we introduced how to build your own MCP server and use it via the GitHub Copilot Agent.
Up your life skills with recipes and moreLiving on your own for the first time means taking on a lot of new tasks, like cooking for yourself or navigating public transit.Learn about the Microsoft 365 Insider program and sign up for the Microsoft 365 Insider newsletter to get the latest information about Insider features in your inbox once a month!
Join us for an immersive, in-person experience at the Microsoft Innovation Hub in Reston, VA on Wednesday, September 17, 2025, from 9:00 AM to 4:00 PM ET.Through interactive sessions, hands-on exercises, and real-world mission scenarios, you’ll learn how to transform your day-to-day operations using generative AI.Learn how to build a compelling business case for generative AI adoption in your agency.
Microsoft 365 LTI brings Microsoft 365 for Education capabilities for learning management systems together into a single tool and streamlined user experience.Microsoft 365 LTI is now in public preview for Instructure Canvas, Powerschool Schoology, Anthology Blackboard, D2L Brightspace, and Moodle.We recently introduced the updated Microsoft 365 Copilot app, your hub for the latest functionality and later this year in preview, for AI-powered features for educators.
For this volume, 209 new offers successfully met the onboarding criteria and went live.Chain Partner (NL): Cyber Basics NIS2/Cybersecurity Act is an ISMS solution for NIS2 compliance designed for supply chain partners.MKB (NL): Cyber Basics NIS2/Cybersecurity Act is a comprehensive ISMS solution for cybersecurity compliance, simplifying NIS2 requirements with pre-defined policies and procedures.
Now, with the introduction of its new Data Lake architecture, Sentinel is transforming how security data is stored, accessed, and analyzed, bringing unmatched flexibility and scale to threat investigation.Unlike Microsoft Fabric OneLake, which supports analytics across the organization, Sentinel’s Data Lake is purpose-built for security.Microsoft Sentinel’s Data Lake separates storage from computing, offering scalable and cost-effective analytics and compliance.
You've built a machine learning model that performs perfectly on training data but fails on new examples.
Sections with AI works by first looking at the context of your page to offer prompt suggestions for what content you need next to offer a starting point.Figure 1: Click the "Add section using AI" section next to the '+' button between sectionsOnce you click generate, Sections with AI then leverages your sources, the knowledge and content already inside of your organization, and the content already on your page to create rich sections that go beyond just image and text.
LLM agents have become powerful enough to handle complex tasks, ranging from web research and report generation to data analysis and multi-step software workflows.However, they struggle with procedural memory, which is often rigid, manually designed, or locked inside model weights today.The post Memp: A Task-Agnostic Framework that Elevates Procedural Memory to a Core Optimization Target in LLM-based Agent appeared first on MarkTechPost.
The AI security arms race is in full swing.As cyber threats grow more sophisticated, organizations are reimagining defense strategies—with artificial intelligence taking center stage.Here’s a look at some of the most impactful trends you should watch in AI-powered cybersecurity defense.
The use of artificial intelligence (AI) in financial markets has grown rapidly, with large language models (LLMs) increasingly applied to equity analysis, portfolio management, and stock selection.BlackRock research team proposed AlphaAgents for investment research.The AlphaAgents framework leverages the power of multi-agent systems to improve investment outcomes, reduce cognitive bias, and enhance the decision-making […]
If you’ve already built Model Context Protocol (MCP) servers with the MCP SDKs and wished you could turn them into world class Remote MCP servers using a hyperscale, serverless platform, then this one’s for you!We’ve published samples showing how to host bring‑your-own (BYO) Remote MCP servers on Azure Functions, so you can run the servers you’ve already built with the MCP SDKs—Python, Node, and .NET—with minimal changes and full serverless goodness.If you’ve already implemented servers with the MCP SDKs (Python, Node, .NET), deploy them to Azure Functions as remote MCP servers with just one line of code change.
Large-language-model (LLM) tools now let engineers describe pipeline goals in plain English and receive generated code—a workflow dubbed vibe coding.Used well, it can accelerate prototyping and documentation.Used carelessly, it can introduce silent data corruption, security risks, or unmaintainable code.
In the domain of multimodal AI, instruction-based image editing models are transforming how users interact with visual content.Just released in August 2025 by Alibaba’s Qwen Team, Qwen-Image-Edit builds on the 20B-parameter Qwen-Image foundation to deliver advanced editing capabilities.This model excels in semantic editing (e.g., style transfer and novel view synthesis) and appearance editing […]
The Llama3 8B model was selected as the focus of this analysis due to its relevance as a modern, open-weight large language model (LLM) architecture.Llama 3 70B is too large to fit onto the previous generations of virtual machines covered in our Azure AI Benchmarking guide, while the 3B model doesn’t fully stress the ND GB200 v6 VM.This section explains parallelism parameters (tensor, pipeline, context, data) and micro batch size to maximize the Azure virtual machine’s performance and training speed.
The Llama3 8B model was selected as the focus of this analysis due to its relevance as a modern, open-weight large language model (LLM) architecture.Llama 3 70B is too large to fit onto the previous generations of virtual machines covered in our Azure AI Benchmarking guide, while the 3B model doesn’t fully stress the ND GB200 v6 VM.This section explains parallelism parameters (tensor, pipeline, context, data) and micro batch size to maximize the Azure virtual machine’s performance and training speed.
Vizro is an open-source Python toolkit by McKinsey that makes it easy to build beautiful, production-ready data visualization apps.With just a few lines of configuration (via JSON, YAML, or Python dictionaries), you can create multi-page dashboards that would normally take thousands of lines of code.Built on top of Plotly, Dash, and Pydantic, Vizro […]
How do I choose the right model for my agent?Define the level of reasoning and adaptability your agent needs.In short: start by mapping out your agent’s needs in terms of data types, reasoning depth, control, domain, and interaction style.
🗂️ August V1 Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at: http://aka.ms/Courseware_Title_PlanMake sure you're always working from the most current version.
The retirement is due to low demand and the availability of alternative courses that better align with current industry needs and technologies.DP-700T00: Microsoft Fabric Data EngineerThere is no direct replacement for DP-3012, but these alternatives offer robust pathways for developing data engineering and analytics skills on Microsoft platforms.
Microsoft has released Hotfix Updates (HUs) for Skype for Business (SfB) Server that introduces support for a new security-related feature.Starting with the August 2025 Hotfix (HF), Skype for Business Server has the capability to configure a Dedicated Hybrid Application to ensure secure and reliable hybrid integration with Exchange Online.Note: For Skype for Business Server 2015, administrators must also run the add_sfbassets.ps1 script after installing the update to ensure continued functionality of the Skype Meetings Application.
Today, I’m excited to introduce the new COPILOT function in Microsoft Excel for Windows and Excel for Mac, a major step forward in how you work with data that brings the power of large language models directly into the grid and makes it easier than ever to analyze text, generate content, and work faster.Bring AI to your formulas with the COPILOT function in ExcelThe new COPILOT function in Excel for Windows and Excel for Mac is here to save time and supercharge your workflows!
Internal Microsoft pilots saw more than 23% higher daily active usageThe Great Copilot Journey is a 30-day skilling resource that helps users learn how to use Copilot, one prompt at time.We ran internal pilots of the Great Copilot Journey for Microsoft 365 Copilot with 653 participants, and here’s what we found:
As organizations adopt Azure Elastic SAN for scalable high-performance storage, we are pleased to announce the public preview of backup support via Azure Backup and Commvault.Both the integration of Azure Backup for Elastic SAN and Commvault’s integration with Elastic SAN are in public preview and available for everyone to use.With features such as independent lifecycle backups, high-frequency restore points, and simplified management, you can confidently protect your Elastic SAN volumes from a range of data loss scenarios.
In addition to these standard details, the alert view also displays the correlation reason, which is particularly beneficial for security analysts and administrators.The details page is divided into two sections.Now that we understand incidents and alerts, let's review events.
Loop is collaborative workspace app designed for teams to co-create and organize content.These pages can then be shared across Teams, Outlook, and other Microsoft 365 apps as links or embedded Loop components.Microsoft OneNote: Streamline Task Management
Prior to delving into the specifics, it is essential to understand that Microsoft Defender employs correlation analytics to aggregate related alerts and automated investigations from various products into a single incident.Alert correlation and incident merging in the Microsoft Defender portal - Microsoft Defender XDR |Microsoft Defender XDR automatically names incidents, alerts, and events using attributes like activity, channel, users, detection sources, and category.
SQL Server の更新プログラムを適用後、日本語リソースファイルを再配置します。As a result, the Japanese resource file for the ODBC driver is deleted during the update process.After applying the SQL Server update, relocate the Japanese resource file.
In classification models , failure occurs when the model assigns the wrong class to a new data observation; that is, when its classification accuracy is not high enough over a certain number of predictions.
In this guest blog post, Srija Reddy Allam, a cloud security architect at Fortinet, explores how Azure Virtual WAN simplifies networking and how integrating FortiGate Next-Generation Firewall, available in Azure Marketplace, enhances security and performance for seamless, scalable connectivity across distributed environments.To streamline connectivity across hybrid and cloud environments, many enterprises are turning to cloud-native networking models, such as Azure Virtual WAN (VWAN).Fortinet FortiGate Next-Generation Firewall (NGFW) in Azure Marketplace offers a wide range of capabilities, including advanced networking, SD-WAN, IPsec, and SSL VPN functionalities, alongside robust security features such as intrusion prevention and detection, antivirus, web and video filtering, SSL inspection, and more.
NumPy is one of the most popular Python libraries for working with numbers and data.
GPT-5 was trained with a focus on features that provide value to real world use cases.In this article we will cover the key innovations in GPT-5 and provides practical examples of these differences in action.We will cover the below 7 new features, that will help accelerate your real world adoption of GenAI:
To better align with modern design standards and evolving customer expectations, we’re excited to introduce a refreshed and more customizable visual experience for the SharePoint site header and footer.When will this feature be available?General Availability (Worldwide, GCC): Rollout begins late August 2025 and completes by mid of September 2025.
Foundry Local is a user-friendly tool that helps you run small AI language models directly on your Windows or Mac computer.Microsoft Olive is like a smart assistant that helps convert AI models for you.This command takes you to the "models folder" - think of it as the app store for your AI models.
The explosive growth of artificial intelligence, particularly large language models (LLMs), has revolutionized how businesses operate, from automating customer service to enhancing data analysis.Yet, as enterprises integrate AI into core workflows, a persistent challenge emerges: how to securely and efficiently connect these models to real-world data sources without custom, fragmented integrations.The post Is Model Context Protocol MCP the Missing Standard in AI Infrastructure? appeared first on MarkTechPost.
Ovis2.5, the latest large multimodal language model (MLLM) from Alibaba’s AIDC-AI team, is making waves in the open-source AI community with its 9B and 2B parameter variants.Ovis2.5 sets new benchmarks for performance and efficiency by introducing technical advances geared toward native-resolution vision perception, deep multimodal reasoning, and robust OCR — tackling long-standing limitations faced […]The post Alibaba AI Team Just Released Ovis 2.5 Multimodal LLMs: A Major Leap in Open-Source AI with Enhanced Visual Perception and Reasoning Capabilities appeared first on MarkTechPost.
Artificial Intelligence (AI) has evolved rapidly—especially in how models are deployed and operated in real-world systems.The core function that connects model training to practical applications is “inference”.This article offers a technical deep dive into AI inference as of 2025, covering its distinction from training, latency challenges for modern models, and optimization strategies such […]
In this tutorial, we walk through building an advanced AI agent using the mcp-agent and Gemini.We start by setting up a robust environment with all the necessary dependencies and then implement an MCP tool server that provides structured services such as web search, data analysis, code execution, and weather information.The post Building an MCP-Powered AI Agent with Gemini and mcp-agent Framework: A Step-by-Step Implementation Guide appeared first on MarkTechPost.
Hugging Face has just released AI Sheets, a free, open-source, and local-first no-code tool designed to radically simplify dataset creation and enrichment with AI.AI Sheets aims to democratize access to AI-powered data handling by merging the intuitive spreadsheet interface with direct access to leading open-source Large Language Models (LLMs) like Qwen, Kimi, Llama 3, […]The post Hugging Face Unveils AI Sheets: A Free, Open-Source No-Code Toolkit for LLM-Powered Datasets appeared first on MarkTechPost.
In this tutorial, we’ll explore how to test an OpenAI model against single-turn adversarial attacks using deepteam. deepteam provides 10+ attack methods—like prompt injection, jailbreaking, and leetspeak—that expose weaknesses in LLM applications.It begins with simple baseline attacks and then applies more advanced techniques (known as attack enhancement) to mimic real-world malicious behavior.The post How to Test an OpenAI Model Against Single-Turn Adversarial Attacks Using deepteam appeared first on MarkTechPost.
Across continents and causes, nonprofits are redefining what it means to serve—and technology is quietly powering this transformation behind the scenes.Nonprofits have always been on the front lines of change, but their work today is more dynamic—and more digital—than ever.With trusted security, mobility built in, and powerful AI at the ready, nonprofits can focus on what they do best: creating lasting change.
AI Red Teaming is the process of systematically testing artificial intelligence systems—especially generative AI and machine learning models—against adversarial attacks and security stress scenarios.while penetration testing targets known software flaws, red teaming probes for unknown AI-specific vulnerabilities, unforeseen risks, and emergent behaviors.Top 18 AI Red Teaming Tools (2025) appeared first on MarkTechPost.
Amazon has reached a remarkable milestone by deploying its one-millionth robot across global fulfillment and sortation centers, solidifying its position as the world’s largest operator of industrial mobile robotics.This achievement coincides with the launch of DeepFleet, a groundbreaking suite of foundation models designed to enhance coordination among vast fleets of mobile robots.The post Meet DeepFleet: Amazon’s New AI Models Suite that can Predict Future Traffic Patterns for Fleets of Mobile Robots appeared first on MarkTechPost.
In the era of artificial intelligence, enterprises face both unprecedented opportunities and complex challenges.Success hinges not just on adopting the latest tools, but on fundamentally rethinking how AI integrates with people, processes, and platforms.Here are eleven AI concepts every enterprise leader must understand to harness AI’s transformative potential, backed by the latest research […]
In this tutorial, we implement an advanced data pipeline using Dagster.We set up a custom CSV-based IOManager to persist assets, define partitioned daily data generation, and process synthetic sales data through cleaning, feature engineering, and model training.Along the way, we add a data-quality asset check to validate nulls, ranges, and categorical values, and […]
dots.ocr is an open-source vision-language transformer model developed for multilingual document layout parsing and optical character recognition (OCR).It performs both layout detection and content recognition within a single architecture, supporting over 100 languages and a wide variety of structured and unstructured document types.Architecture Capabilities Benchmark Performance dots.ocr has been evaluated against modern document […]
Amazon Web Services (AWS) has launched the Amazon Bedrock AgentCore Gateway, a transformative managed service designed to simplify and scale AI agent-to-tool integrations for enterprises.As organizations seek to leverage AI agents in increasingly complex environments with hundreds of tools and services, the Gateway addresses critical pain points: interoperability, security, tool discovery, and infrastructure management—all […]The post Amazon Unveils Bedrock AgentCore Gateway: Redefining Enterprise AI Agent Tool Integration appeared first on MarkTechPost.
🚀✨ Another month, another exciting calendar from the Microsoft Hero ✨🚀From 🌍 different time zones, and 🌟 diverse topics, we’re bringing incredible sessions designed for everyone, whether you’re just starting your journey or already an expert in Microsoft and the cloud.This month, we’ve packed the calendar with amazing speakers from across the globe 🌐 who will be sharing their invaluable knowledge and real-world experiences. 🙌💡 Join our live sessions, learn from inspiring experts, and take a step closer to transforming your career, boosting your skills, and making an impact in your organization.⏰ Just like last month, we’re covering multiple time zones, from Australia 🇦🇺, to Europe 🇪🇺, to the Americas 🌎, so no matter where you are, there’s a session waiting for you!👉 Don’t miss out, register today, get ready, and let’s grow together from Zero to Hero! 💪🚀Santhoshkumar Anandakrishnan Mastering Azure Networking Services to Protect Your ApplicationsSeptember 4, 2025 11:00 AM CETSeptember 4, 2025 07:00 PM AEST Arafat TehsinA deep dive into Agentic AI with Semantic KernelSeptember 9, 2025 11:00 AM CETSeptember 9, 2025 07:00 PM AESTKim BergNavigating the Azure AI seasSeptember 13, 2025 06:00 PM CETAndrew O'YoungData Security Considerations for M365 CopilotSeptember 16, 2025 11:00 AM CETSeptember 16, 2025 07:00 PM AESTPam DeGraffenreidStart Smart with AI Builder: Prompts, Power Platform, and Pro TipsSeptember 20, 2025 06:00 PM CETAnthony PorterAutomating Sentinel Triage with Microsoft Security CopilotSeptember 29, 2025 09:00 AM CETSeptember 29, 2025 05:00 PM AEST
Nvidia has taken a major leap in the development of multilingual speech AI, unveiling Granary, the largest open-source speech dataset for European languages, and two state-of-the-art models: Canary-1b-v2 and Parakeet-tdt-0.6b-v3.This release sets a new standard for accessible, high-quality resources in automatic speech recognition (ASR) and speech translation (AST), especially for underrepresented European languages.Granary: […]
Large Language Models (LLMs) have revolutionized fields from natural language understanding to reasoning and code generation.A team of researchers from Tencent AI Seattle Lab, Washington University, the University of Maryland, and the University of […]The post R-Zero: A Fully Autonomous AI Framework that Generates Its Own Training Data from Scratch appeared first on MarkTechPost.
How can we make every node in a graph its own intelligent agent—capable of personalized reasoning, adaptive retrieval, and autonomous decision-making?This is the core question explored by a group researchers from Rutgers University.The research team introduced ReaGAN—a Retrieval-augmented Graph Agentic Network that reimagines each node as an independent reasoning agent.
The integration of AI into web applications has reached a new milestone with the introduction of Model Context Protocol (MCP) support in Azure AI Foundry Agent Service.This powerful new feature allows developers to extend the capabilities of their Azure AI Foundry agents by connecting them to tools hosted on remote MCP servers—and the best part?In this blog post, we'll explore how this new functionality works, demonstrate a practical implementation, and show you how to get started with your own MCP-enabled applications on App Service.
This blog post has a curation of many Microsoft security exposure management (MSEM) resources, organized in a format that can help you to go from absolutely no knowledge in MSEM, to designing and implementing different scenarios.You can use this blog post as a training roadmap to ramp up your knowledge in MSEM. Microsoft Security Exposure Management empowers customers to:
Salesforce AI Research has unveiled Moirai 2.0, the latest advancement in the world of time series foundation models.Built atop a decoder-only transformer architecture, Moirai 2.0 sets a new bar for performance and efficiency, claiming the #1 spot on the GIFT-Eval benchmark-the gold standard for time-series forecasting model evaluation.Not only is it 44% faster […]
Microsoft Defender Experts for XDRMicrosoft Defender Experts for XDR is a managed extended detection and response (MXDR) service that triages, investigates, and responds to incidents for you to help stop cyberattackers and prevent future compromise.The documentation links below provide more information on the service, requirements, and FAQs:
In this tutorial, we implement an AI agent pipeline using Parsl, leveraging its parallel execution capabilities to run multiple computational tasks as independent Python apps.We configure a local ThreadPoolExecutor for concurrency, define specialized tools such as Fibonacci computation, prime counting, keyword extraction, and simulated API calls, and coordinate them through a lightweight planner that […]The post An Implementation Guide to Design Intelligent Parallel Workflows in Parsl for Multi-Tool AI Agent Execution appeared first on MarkTechPost.
We’re excited to mark a new chapter in our collaboration with Mistral AI, a leading European AI innovator, with the launch of Mistral Document AI in Azure AI Foundry Models.This marks the first in a series of Mistral models coming to Azure as a serverless API, giving customers seamless access to Mistral’s cutting-edge capabilities, fully hosted, managed, and integrated into the Foundry ecosystem.Mistral Document AI is built with a multimodal approach that combines vision and language understanding, it interprets documents with contextual intelligence and delivers structured outputs that reflect the original layout—tables remain tables, headings remain headings, and images are preserved alongside the text.”
Function calling is a powerful technique that allows Large Language Models (LLMs) to go beyond their static training data and interact with real-world, dynamic information sources like databases and APIs.The process of Tool/Function calling typically involves two main components: a client application and the LLM.# To authenticate with the model you will need to generate a personal access token (PAT) in your GitHub settings.
OpenAI recently released GPT-OSS, its first open-source large language model.Microsoft Azure’s AKS (Azure Kubernetes Service) paired with KAITO (Kubernetes AI Toolchain Operator) provides a powerful, scalable environment for deploying such models.In this tutorial, we’ll walk through deploying the openai/gpt-oss-20B model on Azure’s Standard_NV36ads_A10_v5 GPU instances using vLLM for fast inference — all running on AKS via KAITO.
The latest Microsoft Teams and Microsoft 365 expert community briefings, podcasts and upcoming community events for September 2025.Gregory explains how Logitech's Zone Wireless 2 and Zone 305 became the first two Microsoft-certified headsets that work without dongles, eliminating a long-standing pain point for users.Join Microsoft MVPs Zoe Wilson and Kevin McDonnell for the monthly Copilot Fireside Chat series!
This code connects to an Azure SQL Database using a connection string and an access token obtained through MSAL authentication.Configure Azure Arc SQL Server to use Entra ID authenticationBy following the steps outlined in this guide, developers can ensure secure and efficient connections between their .NET Windows Forms applications and Arc-enabled SQL Server instances using Entra ID authentication.
We are thrilled to publish this article dedicated to a significant improvement for Azure SQL Managed Instance: customers using the business critical service tier on premium series hardware can now benefit from a much higher log rate.This update brings improved transaction processing, faster data recovery, and expanded scalability - empowering mission-critical operations in the cloud.With the new enhancement from June 2025, the per-vCore log rate for the Business Critical service tier on premium series hardware has been substantially improved - from 4.5 MiB/s to 12 MiB/s – extending the log rate benefit to instances running on up to 20 vCores.
Europe’s AI ecosystem in 2025 is a robust arena of open innovation, multilingual capabilities, and enterprise-grade reasoning.Below, we present an in-depth, fact-checked review of the region’s most advanced AI models, with technical specifications, licensing, and standout strengths.The post Europe’s Top AI Models of 2025: Multilingual, Open, and Enterprise-Ready appeared first on MarkTechPost.
As Model Context Protocol evolves into the “USB-C port for AI applications,” connecting AI agents to the world’s tools and data, these authoritative blogs and websites are essential for anyone aiming to leverage MCP for enterprise integration, development, or research.Here’s a list of the top MCP resources you need to follow in 2025 (LIVE): […]The post Top 6 Model Context Protocol (MCP) News Blogs (2025 Update) appeared first on MarkTechPost.
What if a single MCP server supports both STDIO and HTTP, controlled by a simple switch?This post shows how to build a single MCP server that supports both transports, selected at runtime with a --http switch, using the .NET builder pattern.All server apps in the repo support both STDIO and HTTP via the switch.
I had to troubleshoot a lot of Intune policies lately and I used a variety of tools for that.At the end, I built my own script to have a result which looks similar to what “GPresult /h” creates for on-premises group polices.The script is inspired by the following article: https://doitpshway.com/get-a-better-intune-policy-report-part-2 by Ondrej Sebela.It follows a similar approach, but without any module dependencies and fewer output options, as my script only generates an HTML page.What started as a script is now a module which might have more functions in the future.Feel free to read any of my other articles here: https://aka.ms/JonasOhmsenBlogsUse parameter “-MDMDiagReportPath” to load MDM report data captured on a remote machine.Simply generate MDM report data, either with the MdmDiagnosticsTool.exe, via the settings app or via Intune.
Are AI agents getting too expensive to use at scale?Today’s most impressive AI agents can tackle massive, multi-step tasks using the reasoning power of large language […]The post Efficient AI Agents Don’t Have to Be Expensive: Here’s Proof appeared first on MarkTechPost.
Azure AI Language is excited to announce a new preview model release for the PII (Personally Identifiable Information) redaction service, which includes support for more entities and languages, addressing customer-sourced scenarios and international use cases.Tier 1 language support for DateOfBirth entity: expanding upon the original English-only support earlier this year, we’ve added support for all Tier 1 languages: French, German, Italian, Spanish, Portuguese, Brazilian Portuguese, and DutchAI quality improvements for financial entities, reducing false positives/negatives
Supervised Fine-Tuning (SFT) is a standard technique for adapting LLMs to new tasks by training them on expert demonstration datasets.It is valued for its simplicity and ability to develop expert-like behavior quickly, but often underperforms in generalization compared to reinforcement learning (RL).The post Dynamic Fine-Tuning (DFT): Bridging the Generalization Gap in Supervised Fine-Tuning (SFT) for LLMs appeared first on MarkTechPost.
Add the GraalVM Maven plugin and enable the use of GraalVM Reachability Metadata obtained from the above dependency.Now, run the application using the Tracing Agent and create the necessary configuration files.(1) Azure Monitor (Application Insights)
We found information on how to send logs and metrics to Azure Monitor in the Micronaut documentation and guides, but we need to know how to send traces.Their query is, in short, Spring Boot provides Spring Boot Starter and Quarkus provides Quarkus as dependencies, but does Micronaut do the same?3) Enable Azure Monitor Agent in Azure Container Environment to send data using the OpenTelemetry protocol (OTLP).
Add the GraalVM Maven plugin and enable the use of GraalVM Reachability Metadata obtained from the above dependency.Then, run the application using the Tracing Agent to generate the necessary configuration files.We should specify the timing of class initialization (build time or runtime), the command line options for the native-image tool (the same command line options work in Maven/Gradle plugin), and the JVM arguments in the native-image.properties file.
Add the GraalVM Maven plugin and enable the use of GraalVM Reachability Metadata obtained from the above dependency.We should specify the timing of class initialization (build time or runtime), the command line options for the native-image tool (the same command line options work in Maven/Gradle plugin), and the JVM arguments in the native-image.properties file.Send metrics from Micronaut native image applications to Azure Monitor |
We found information on how to send logs and metrics to Azure Monitor in the Micronaut documentation and guides, but we need to know how to send traces.Their query is, in short, Spring Boot provides Spring Boot Starter and Quarkus provides Quarkus as dependencies, but does Micronaut do the same?3) Enable Azure Monitor Agent in Azure Container Environment to send data using the OpenTelemetry protocol (OTLP).
Create a Micronaut Application to Collect Metrics and Monitor Them on Azure Monitor Metricshttps://graal.cloud/gdk/gdk-modules/metrics/micronaut-metrics-azure/Add the GraalVM Maven plugin and enable the use of GraalVM Reachability Metadata obtained from the above dependency.Then, run the application using the Tracing Agent to generate the necessary configuration files.
Guardrails AI has announced the general availability of Snowglobe, a breakthrough simulation engine designed to address one of the thorniest challenges in conversational AI: reliably testing AI Agents/chatbots at scale before they ever reach production.Tackling an Infinite Input Space with Simulation Evaluating AI agents—especially open-ended chatbots—has traditionally required painstaking manual scenario creation.The post Guardrails AI Introduces Snowglobe: The Simulation Engine for AI Agents and Chatbots appeared first on MarkTechPost.
With Azure Arc-enabled SQL Server, U.S. government agencies and organizations can manage SQL Server instances outside of Azure from the Azure Government portal, in a secure and compliant manner.Arc-enabled SQL Server resources in US government Virginia can be onboarded and viewed in the Azure Government portal just like any Azure resource, giving you a single pane of glass to monitor and organize your SQL Server estate in the Gov cloud.The availability of Azure Arc-enabled SQL Server in the US Gov Virginia region marks an important milestone for hybrid data management in Government. If you’re an Azure Government user managing SQL Server instances, we invite you to try out Arc enabled SQL Server in US Government in Viginia region.
While the promise of Generative AI and Large Language Models (LLMs) in document understanding is vast, our research in table parsing has revealed a critical insight: for tasks requiring precision in data alignment, such as correctly associating data cells with their respective row and column headers, classical computer vision techniques currently offer superior performance.Therefore, Azure Document Intelligence (DI) and Content Understanding (CU) leverages an even more robust and proven computer vision algorithms to ensure the foundational accuracy and consistency that enterprises demand.Figure 1: Vision LLMs struggle to accurately recognize table structure, even in simple tables.
Google AI has expanded the Gemma family with the introduction of Gemma 3 270M, a lean, 270-million-parameter foundation model built explicitly for efficient, task-specific fine-tuning.This model demonstrates robust instruction-following and advanced text structuring capabilities “out of the box,” meaning it’s ready for immediate deployment and customization with minimal additional training.The post Google AI Introduces Gemma 3 270M: A Compact Model for Hyper-Efficient, Task-Specific Fine-Tuning appeared first on MarkTechPost.
If your API Management service uses preview workspaces on the built-in gateway and meets the tier-based limits below, those workspaces will continue to function as-is and will automatically transition to general availability once built-in gateway support is fully announced.We introduced the requirement for workspace gateways to improve reliability and scalability in large, federated API environments.In addition to workspaces support on the built-in gateway described in the section above, Premium and Premium v2 services will continue to support deploying workspaces with workspace gateways.
We are thrilled to share that we have started rolling out the new Microsoft Planner for the web to customers in GCC High! The ability to access all your plans, projects and to do lists in a single placeExperiencing premium capabilities in the new Planner for the web
We are thrilled to share that we have started rolling out the new Microsoft Planner for the web to customers in GCC High! The ability to access all your plans, projects and to do lists in a single placeExperiencing premium capabilities in the new Planner for the web
With Azure Arc-enabled SQL Server, U.S. government agencies and organizations can manage SQL Server instances outside of Azure from the Azure Government portal, in a secure and compliant manner.Arc-enabled SQL Server resources in US government Virginia can be onboarded and viewed in the Azure Government portal just like any Azure resource, giving you a single pane of glass to monitor and organize your SQL Server estate in the Gov cloud.The availability of Azure Arc-enabled SQL Server in the US Gov Virginia region marks an important milestone for hybrid data management in Government. If you’re an Azure Government user managing SQL Server instances, we invite you to try out Arc enabled SQL Server in US Government in Viginia region.
Oracle Database@Azure expands to Germany North – now available in 23 regions worldwide Oracle Database@Azure is now available in 23 Azure regions globally – the most of any hyperscaler.Exadata customers using Oracle Database@Azure now have more ways to monitor and manage their environment with enhanced observability for Exadata logs and events with Azure Monitor and Microsoft Sentinel.
Oracle Database@Azure expands to Germany North – now available in 23 regions worldwide Oracle Database@Azure is now available in 23 Azure regions globally – the most of any hyperscaler.Exadata customers using Oracle Database@Azure now have more ways to monitor and manage their environment with enhanced observability for Exadata logs and events with Azure Monitor and Microsoft Sentinel.
Data Security Posture Management (DSPM) for AI is a Microsoft Purview capability designed to help organizations discover, secure, and apply compliance controls for AI usage across your enterprise.In this blog, we will explore how Microsoft Sentinel and Defender XDR can help security teams operationalize DSPM for AI.You can perform Advanced Hunting of Microsoft 365 Copilot data through CloudAppEvents.
To bring this flexibility to your hands, we introduced the provisioned v2 model for the HDD (standard) media tier in 2024.Today, we are excited to announce that we're extending the provisioned v2 model to the SSD (premium) media tier.Provisioned v2 is designed to give you more control, better performance alignment, and significant cost savings across a wide range of customer scenarios - by decoupling performance from capacity, lowering the minimum share size to 32 GiB, and increasing the maximum share size to 256 TiB.
In this episode of E2E:10-Minute Drill, host Pierre Roman sits down with Will Gries, Principal PM in Azure Storage, to explore the newly released Azure Files Provisioned V2 billing model.This model introduces a game-changing approach to cloud file storage by allowing users to provision storage, IOPS, and throughput independently—a major leap forward in flexibility and cost optimization.High Performance on Demand: Each file share can now scale up to 50,000 IOPS and 5 GiB/sec throughput, and support up to 256 TiB of data in a single share.
Meta AI has just released DINOv3, a breakthrough self-supervised computer vision model that sets new standards for versatility and accuracy across dense prediction tasks, all without the need for labeled data.DINOv3 employs self-supervised learning (SSL) at an unprecedented scale, training on 1.7 billion images with a 7 billion parameter architecture.For the first time, […]
We are thrilled to announce two exciting developments in the Microsoft ecosystem for Terraform infrastructure-as-code (IaC) practitioners: the public preview of the Terraform Microsoft Graph (MSGraph) provider and the release of the Microsoft Terraform Visual Studio Code (VSCode) extension.The new official Microsoft Terraform extension for Visual Studio Code consolidates AzureRM, AzAPI, and MSGraph VSCode support into a single powerful extension.The extension supports exporting Azure resources as Terraform code, as well as IntelliSense, syntax highlighting, and code sample generation.
We’re thrilled to announce “Copilot + OneDrive — Intelligence in every click, inspiration in every memory” our upcoming digital event on October 8th, 2025!Following up on last year’s successful event, our third-annual OneDrive event will shine the light on OneDrive’s latest advancements in AI – showing how every click can be smarter and every memory more inspiring.The team will demonstrate how Copilot turns your files from static content into actionable insights – improving how you share and collaborate on documents.🗣️After the showcase, stick around for a live chat-based Q&A session.
I’m excited to let you know about a new feature in Microsoft Teams that alerts you to your microphone’s volume during meetings.New microphone volume indicator in TeamsThe new microphone volume indicator for Microsoft Teams on Windows and Mac provides you with real-time visual feedback on your audio levels, minimizing interruptions and enhancing your confidence and effectiveness in meetings.
AI-based incident classification allows us to filter noise up front without compromising on detecting real threats.Instead, our AI is powered by insights from hundreds of thousands of real investigations conducted by Defender Experts security analysts.If you're a security leader struggling with alert overload, Microsoft Defender Experts for XDR, Microsoft’s MXDR (managed extended detection and response) service, can deliver around the clock, expert-led protection.
The Microsoft Fabric Community Conference (FabCon) is happening September 15–18, 2025, at the Austria Center in beautiful Vienna. If you're a Microsoft partner, this is a key opportunity to participate in one of the most important events in data and AI strategy.Whether you're leading solution execution or developing apps, Fabric presents a powerful unified data platform for AI transformation—and this conference is where you'll learn how to capitalize on it.Purchase a 4-day pass including our Partner Day on September 15 to learn how Microsoft partners play a central role in bringing Fabric to life for our customers, and get access to the use cases, tools, and co-sell opportunities you need to succeed.
Today, we are excited to announce the general availability of new AI-powered capabilities for our U.S. Government cloud customers, including Microsoft 365 Copilot for the Office 365 Department of Defense (DoD) Impact Level 5 (IL5) environment and Copilot Studio agent builder for Office 365 Government Community Cloud (GCC) environment.M365 Copilot now generally available in Office 365 DoD (IL5) environmentStarting this month, with purchase of the M365 Copilot licenses, users in the Office 365 DoD (IL5) environment will now have access to integrated Microsoft 365 Copilot experiences.
We're excited to announce that the Azure Databricks connector for Power Platform is now Generally Available.A key functionality unlocked by this connector is the ability to write data back from Power BI to Azure Databricks.With this connector, users can now read from and write to Azure Databricks data warehouses in real time, all from within familiar interfaces — no custom connectors, no data duplication, and no loss of governance.
I’m excited to share that we’ve addressed a long-standing formatting request for mobile users: Pages created on Android and iOS now have cleaner, more consistent margins when viewed in OneNote on Windows, for Mac, and for the web.Improved margins in OneNote for Android and iOSThe mobile margin fix is available to OneNote users running:
Visualizing model performance is an essential piece of the machine learning workflow puzzle.
So, we’ve made public information from across Viva Engage available in Microsoft 365 Copilot — starting with Q&A and now including discussion posts.This includes public discussion posts from public communities, events, Answers and Storylines.Try out some of these prompts in Copilot:
Microsoft Defender can now help eliminate this vulnerability with a new, AI-powered posture alert that uses layers of intelligence to spot exposed credentials.Understanding free text fields in identity systems:Within identity systems like Active Directory (AD) and Microsoft Entra ID, free text fields are customizable attributes that allow administrators to store unstructured or semi-structured data.
New Microsoft 365 LTI 1.3 integration – Streamlined LMS access to Class Notebook, Assignments, Reflect, and more1. Enable the Class Notebook Toolbar natively in OneNote on Windows and for MacLastly, a call to action for passionate educators: if you love getting early access to new features or want to provide direct feedback to the OneNote and Class Notebook team, consider joining the Education Insiders Program (EIP).
GPT-5 and GPT-OSS Models Now in Azure AI Foundry: Azure AI Foundry now supports OpenAI’s GPT-5 lineup (including GPT-5, GPT-5 Mini, and GPT-5 Nano) and the new open-weight GPT-OSS models (120B, 20B).That's why we have the Azure AI Developer Community.I'm Sharda, a Gold Microsoft Learn Student Ambassador interested in cloud and AI.
Fortunately, Microsoft released an automated Red Teaming agent, part of the azure-ai-evaluations Python package.The agent uses an adversarial LLM, housed safely inside an Azure AI Foundry project such that it can't be used for other purposes, in order to generate unsafe questions across various categories.My RAG-on-PostgreSQL sample application answers questions about products from a database representing a fictional outdoors store.
API testing is a critical part of modern software development, ensuring that digital services remain secure, reliable, and fast.As APIs grow ever more vital across cloud, mobile, enterprise, and microservices ecosystems, the tools to test them must evolve to meet both technical and business needs.Here’s a well-researched guide to the top 12 API […]
Prompt engineering has become foundational in the development of advanced applications powered by Large Language Models (LLMs).As prompts have grown in complexity—incorporating dynamic components, multiple roles, structured data, and varied output formats—the limitations of unstructured text approaches have become evident.Microsoft released Prompt Orchestration Markup Language (POML), a novel open-source framework designed to bring […]
Issue localization involves identifying exact code locations that require modification to fix software problems, a process that often demands significant manual effort from developers, especially in large repositories.LLM-based agents enable language models to use various tools for dynamic […]The post ByteDance Unveils ToolTrain: A New Tool-Integrated Reinforcement Learning RL Framework that Redefines Repo Deep Search appeared first on MarkTechPost.
Enterprises upgrading legacy databases often face challenges in migrating complex schemas and efficiently transferring large volumes of data.Transitioning from SAP ASE (Sybase ASE) to Azure SQL Database is a common strategy to take advantage of enhanced features, improved scalability, and seamless integration with Microsoft services.SQL Server Migration Assistant for SAP Adaptive Server Enterprise (SSMA) Automates migration from SAP ASE to SQL Server, Azure SQL Database and Azure SQL Managed Instance. While SSMA provides a complete end-to-end migration solution, the custom BCP script (ASEtoSQLdataloadusingbcp.sh) enhances this process by enabling parallel data transfers, making it especially effective for migrating large databases with minimal downtime.
The Logic Apps Community Day is a free event driven by Microsoft, for anyone who wants to learn more about Logic Apps and how it can help to solve real life integration problems.The call for papers are open until September 7, 2025 - 11:00 PM (PST).Click on the image below to submit your session to Logic Apps Community Day 2025!
MS Access 2016 (and newer) ships a licensed Salesforce ODBC driver from InsightSoftware that will lose sustaining support after June 30th, 2026.Because we can no longer provide security updates for the driver, we'll be removing it from the product in October.Once you purchase and install the driver, Access can connect to your Salesforce external data source.
As we begin a new school year, we’re excited to welcome you to the new MSLE Community on Tech Community—your central hub for program updates, refreshed onboarding content, support from Community Managers, upcoming events, and more.Additionally, if you haven’t already, be sure to register your courses for the new academic year!🚀 Community Colleges collaborate to create a National Applied AI Consortium to develop AI skills with Microsoft certifications
To streamline your experience, several Azure AI Tech Community blogs have been consolidated into a single destination—the Azure AI Foundry Blog. The Azure AI technical blogs – including the AI Platform Blog, Azure AI Services Blog, and Azure Machine Learning Blog – are now part of the new Azure AI Foundry Blog.To continue receiving the latest Azure AI updates, please re-subscribe to the Azure AI Foundry Blog.
To streamline your experience, several Azure AI Tech Community blogs have been consolidated into a single destination—the Azure AI Foundry Blog.Multiple Azure AI blogs have merged into one. The Azure AI technical blogs – including the AI Platform Blog, Azure AI Services Blog, and Azure Machine Learning Blog – are now part of the new Azure AI Foundry Blog.
To streamline your experience, several Azure AI Tech Community blogs have been consolidated into a single destination—the Azure AI Foundry Blog.Multiple Azure AI blogs have merged into one. The Azure AI technical blogs – including the AI Platform Blog, Azure AI Services Blog, and Azure Machine Learning Blog – are now part of the new Azure AI Foundry Blog.
Join the OneDrive product team live each month on our monthly OneDrive Customer Office Hours to hear what's top of mind, get insights into roadmap updates, and dig into a special topic.Each call includes live Q&A where you'll have a chance to ask the OneDrive product team any question about OneDrive - The home of your files. This month's special topic: "Doc Libs: What's new & what's next" with Lincoln DeMaris!
As Nicole Dezen emphasized in her MCAPS Start for Partners 2025 recap, success in this era is rooted in clarity, consistency, and capability—and you.This month, we’re spotlighting what’s new in partner skilling, how AI-powered enablement is driving measurable impact, and what steps you can take next to stay ahead.Partner Skilling Hub: What’s new and how to drive impact
To enable BitLocker recovery, significant design changes were implemented in the Windows Recovery Environment (WinRE).In this blog post, we will share the research journey: we will begin with an overview of the WinRE architecture, followed by a retrospective analysis of the attack surfaces exposed with the introduction of BitLocker.We will reveal how we identified new vulnerabilities and developed exploits, enabling us to bypass BitLocker and extract the protected data.
AI is changing the way organizations work.Cybersecurity leaders are starting to see that AI security is not just another layer of defense.It is becoming essential to building trust, ensuring resilience, and maintaining business continuity.
In this post, we'll show you how to build an AI receptionist that does just that, using Azure Communication Services and Azure OpenAI.We'll guide you through a hands-on demo that uses a simulated but realistic calendar for reliable confirmations and rescheduling, and show you how to make it production-ready.Watch the video demo to see the app in action with live code explanations.
Azure Linux is the Linux OS Microsoft trusts for its Linux fleet.Built from the ground up for cloud-native workloads, Azure Linux is optimized for performance, reliability, and security.We’re excited to announce that Azure Linux with OS Guard will be available soon as an official OS SKU on AKS.
I’m Ndeyanta Jallow, a Product Manager on the Excel team.I’m excited to announce a powerful new Python capability in Microsoft Excel for Windows, Excel for Mac, and Excel for the web: images as input.Analyze images with Python in Excel
As part of our ongoing commitment to customer success and operational continuity, we are introducing Extended Support for Azure Database for MySQL as a paid offering designed to help customers continue running workloads on older MySQL versions with confidence, even after community support ends.We initially planned to retire support for MySQL 5.7 in Azure by September 2025, aligning with the community’s end-of-life (EOL) timeline.The pricing for Extended Support will be announced by Q3 2025 and will be available via the Azure pricing calculator at that time.
With over 320 million monthly active users, Teams hosts sensitive conversations, file sharing, and collaborative work, necessitating a thorough understanding of how Teams protects data in transit and at rest.Encryption is essential for protecting sensitive communications and helping to ensure compliance with regulatory requirements.Microsoft Teams employs multiple layers of encryption to protect different types of data throughout the communication process.
Microsoft Finlandin järjestämä Software Development monthly Community series on webinaarisarja, joka tarjoaa ohjelmistotaloille ajankohtaista tietoa, konkreettisia esimerkkejä ja strategisia näkemyksiä siitä, miten yhteistyö Microsoftin kanssa voi vauhdittaa kasvua ja avata uusia liiketoimintamahdollisuuksia.Microsoft Software Developing Companies monthly community webinars -webinaarisarja järjestetään Cloud Champion -sivustolla, josta webinaarit ovat kätevästi saatavilla tallenteina pari tuntia live-lähetyksen jälkeen.Tässä webinaarissa tutustumme siihen, miten Azure AI Foundry tarjoaa kehittäjille ja tuoteomistajille työkalut autonomisten agenttien rakentamiseen – mahdollistaen monimutkaisten prosessien automatisoinnin ja uudenlaisen asiakasarvon tuottamisen.
OpenAI recently introduced gpt-oss as an open-weight language model that delivers strong real-world performance at low cost.In this post, we’ll walk through a complete sample that uses gpt-oss-20b as a sidecar container running alongside a Python Flask app on Azure App Service.Our main app is a simple Python Flask service that connects to the model running in the sidecar.
Microsoft partners like Apptividad and CoreView deliver transact-capable offers, which allow you to purchase directly from Azure Marketplace.CoreView ONE - The Governance Platform for Microsoft 365: CoreView ONE delivers comprehensive security, governance, and administration by unifying visibility, control, and policy enforcement across your Microsoft 365 ecosystem.The platform integrates with hybrid environments, enabling centralized management and reporting for both cloud and on-premises systems.
In the rapidly evolving field of agentic AI and AI Agents, staying informed is essential.Here’s a comprehensive, up-to-date list of the Top 10 AI Agent and Agentic AI News Blogs (2025 Update)—from industry leaders to academic voices—offering insights, tutorials, and reviews focused on AI agents and Agentic AI in 2025.The post Top 10 AI Agent and Agentic AI News Blogs (2025 Update) appeared first on MarkTechPost.
In this tutorial, we explore how we can build a fully functional conversational AI agent from scratch using the Pipecat framework.We walk through setting up a Pipeline that links together custom FrameProcessor classes, one for handling user input and generating responses with a HuggingFace model, and another for formatting and displaying the conversation flow.The post An Implementation Guide to Build a Modular Conversational AI Agent with Pipecat and HuggingFace appeared first on MarkTechPost.
In the rapidly evolving field of agentic AI and AI Agents, staying informed is essential.Here’s a comprehensive, up-to-date list of the top blogs and websites—from industry leaders to academic voices—offering insights, tutorials, and reviews focused on AI agents and Agentic AI in 2025.These 10 Websites Are a Must-Visit!
OpenAI released the GPT-5 model family last week, with an emphasis on accurate tool calling and reduced hallucinations.Q: What are the coverage limitations of the Northwind Standard plan regarding clinical trials?I share my evaluations on our sample RAG app as a way to share general learnings on model differences, but I encourage every developer to evaluate these models for your specific domain, alongside domain experts that can reason about the correctness of the answers.
Artificial intelligence and machine learning workflows are notoriously complex, involving fast-changing code, heterogeneous dependencies, and the need for rigorously repeatable results.By approaching the problem from basic principles—what does AI actually need to be reliable, collaborative, and scalable—we find that container technologies like Docker are not a convenience, but a necessity for modern ML practitioners.The post Why Docker Matters for Artificial Intelligence AI Stack: Reproducibility, Portability, and Environment Parity appeared first on MarkTechPost.
Unlike traditional LLM integrations where you send a prompt and receive text, Semantic Kernel acts as an AI orchestration layer that bridges natural language with your existing codebase.Instead of replacing her proven workflows with unpredictable AI generation, we'll show how Microsoft Semantic Kernel transforms her existing script into an intelligent agent that preserves her business logic while adding natural language control.Let's see how Semantic Kernel solves Kemi's workflow problem by transforming her existing script into an intelligent agent that preserves her business logic while adding natural language orchestration.
Mistral AI has introduced Mistral Medium 3.1, setting new standards in multimodal intelligence, enterprise readiness, and cost-efficiency for large language models (LLMs).Building on its rapidly expanding AI, Mistral continues to position itself as a European leader, pushing forward with frontier-class capabilities while breaking cost and deployment barriers.The post Mistral AI Unveils Mistral Medium 3.1: Enhancing AI with Superior Performance and Usability appeared first on MarkTechPost.
The landscape of software engineering automation is evolving rapidly, driven by advances in Large Language Models (LLMs).However, most approaches to training capable agents rely on proprietary models or costly teacher-based methods, leaving open-weight LLMs with limited capabilities in real-world scenarios.A team of researchers from Nebius AI and Humanoid introduced a reinforcement learning framework […]
Azure App Testing centralizes functional and performance testing for your apps.With Playwright Workspaces, you can author, execute, and analyze browser tests at scale, both locally and in the cloud, with shared reporting and parallel, cloud-hosted browsers.Open your Playwright Workspace to author and run tests locally or on cloud-hosted browsers, and view results in “Test runs.”
This is a reminder that the program takes a break in August, and community calls will resume on September 23, 2025.Our September call will dive into what community tools are included in a Microsoft 365 Copilot license, and how to use Microsoft Viva Engage for Copilot adoption.In the meantime, the new calendar reminders for September 2025-July 2026 are available to download on the Champions-only resource page - you'll find the link in the welcome email when you joined the Champion program or in the last newsletter from July.
We’re excited to announce the General Availability (GA) of the redesigned Data Mapper UX in the Azure Logic Apps (Standard) extension for Visual Studio Code.This release marks a major milestone in our journey to modernize and streamline data transformation workflows for integration developer.The new UX, previously available in public preview, is now the default experience in the Logic Apps Standard extension.
ProRLv2 is the latest version of NVIDIA’s Prolonged Reinforcement Learning (ProRL), designed specifically to push the boundaries of reasoning in large language models (LLMs).By scaling reinforcement learning (RL) steps from 2,000 up to 3,000, ProRLv2 systematically tests how extended RL can unlock new solution spaces, creativity, and high-level reasoning that were […]The post NVIDIA AI Releases ProRLv2: Advancing Reasoning in Language Models with Extended Reinforcement Learning RL appeared first on MarkTechPost.
Enter the Azure Logic App AI-Powered Monitoring Solution—an intelligent, serverless pipeline that leverages Azure Logic Apps and Azure OpenAI to automate monitoring, analyze data, and deliver comprehensive reports right to your inbox.The Azure Logic App AI-Powered Monitoring Solution creates an automated pipeline that:Analyzes data with AI using the Azure OpenAI GPT-4o model.
The Security Update for SQL Server 2022 RTM CU20 is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2022 RTM CUs, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2022 RTM GDR is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2022 RTM, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2019 RTM CU32 is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2019 RTM CUs, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2019 RTM GDR is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2019 RTM, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2017 RTM CU31 is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2017 RTM CUs, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2017 RTM GDR is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2017 RTM, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2016 SP3 Azure Connect Feature Pack is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2016 SP3 Azure Connect Feature Pack, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
The Security Update for SQL Server 2016 SP3 GDR is now available for download at the Microsoft Download Center and Microsoft Update Catalog sites.This package cumulatively includes all previous security fixes for SQL Server 2016 SP3, plus it includes the new security fixes detailed in the KB Article.Latest Updates for Microsoft SQL Server: https://learn.microsoft.com/en-us/troubleshoot/sql/releases/download-and-install-latest-updates
We'll guide you through leveraging the integration between Azure Databricks and Azure AI Foundry to build a Python-based Teams app that consumes Genie APIs using the secure On-Behalf-Of (OBO) authentication flow.The Sample Solution: Python Teams App for Genie APIsConnect Teams to Azure Databricks Genie via Azure AI Foundry using OBO (On-Behalf-Of) authentication.
We’re excited to announce a major update to the MB-800T00: Microsoft Dynamics 365 Business Central Functional Consultant learning experience, scheduled for August 29, 2025.Manage business solutions with Microsoft Dynamics 365 Business CentralThis update adds four brand-new modules designed to deepen learners’ understanding of financial operations and platform integration within Dynamics 365 Business Central:
Embedding-based search outperforms traditional keyword-based methods across various domains by capturing semantic similarity using dense vector representations and approximate nearest neighbor (ANN) search.However, the ANN data structure brings excessive storage overhead, often 1.5 to 7 times the size of the original raw data.The post Meet LEANN: The Tiniest Vector Database that Democratizes Personal AI with Storage-Efficient Approximate Nearest Neighbor (ANN) Search Index appeared first on MarkTechPost.
Microsoft has released Security Updates (SUs) for vulnerabilities found in:Exchange Server Subscription Edition (SE)Exchange Server 2019
SharePoint Embedded is your foundation for next-gen AI apps.Dive in with live demos, hands-on content, and direct access to the product team across three key events.SharePoint Embedded is a headless, API-only platform that lets you build custom, AI-powered apps on top of the same secure and compliant content services that power Microsoft 365.
Operating in six states and specializing in catering to Hispanic communities under banners such as Los Altos Ranch Market, Cardenas Markets, El Rancho Supermercado, and Tony’s Fresh Market, the company found itself growing fast.Enter Adastra, a data analytics and IT consulting company and Microsoft partner with a proven track record in analytics, business intelligence, AI, and process automation.To maintain high quality standards and customer satisfaction across various geographic locations and customer segments throughout the acquisition process, Heritage Grocers Group recognized the need to better understand their customer data.
We are excited to share that Universal Print anywhere, the feature that brings "pull print" functionality to Universal Print, reached general availability.We are excited to announce that Universal Print anywhere, a new feature that enables users to print securely from any location and retrieve their documents at any printer—a capability known as "pull print"—has reached general availability.Universal Print anywhere is ready for production deployments across Microsoft 365 organizations.
The Microsoft Global Hackathon is back the week of September 15, 2025, bringing together thousands of Microsoft employees and select external contributors to dream big, team up, and build solutions that make a difference.Hosted by The Microsoft Garage, this multi-day gathering is the largest private hackathon in the world - a place where creativity, curiosity, and community collide.In 2024, more than 71,000 people participated across 75+ venues worldwide - spanning every role, team, and geography at Microsoft.
To help, we’re introducing Extended Support for Azure Database for PostgreSQL as a paid offering.It keeps your workloads secure and supported, even after your PostgreSQL version reaches community end-of-life (EOL).Extended Support for Azure Database for PostgreSQL will be a paid offering starting April 2026.
We are excited to announce the Public Preview of Auto Agent Upgrade for Azure Arc-enabled servers.Once enabled, your Connected Machine agents will automatically upgrade to the latest supported version without requiring manual intervention or scripting.Auto Agent Upgrade is built into the Connected Machine agent and can be enabled via Azure CLI or PowerShell by setting the enableAutomaticUpgrade property to true.
We’re pleased to announce the General Availability (GA) of Microsoft’s support for Platform Single Sign-On (Platform SSO) for macOS, providing enterprise environments with an integrated, secure, and improved single sign-on experience on Apple devices.Platform SSO is an advanced feature integrated into macOS and supported by Microsoft Enterprise SSO plug-in.This functionality enables users to authenticate on their Mac with their Microsoft Entra ID credentials, providing seamless single sign-on across applications and browsers, while minimizing repeated prompts and reducing authentication fatigue.
In the latest episode of E2E: 10-minute Drill, I sat down with Vamshi from the Azure Storage team to explore how Azure Blob Storage is fueling the AI revolution.From training massive foundation models like ChatGPT to enabling enterprise-grade AI solutions.Microsoft’s collaboration with OpenAI has led to innovations like Azure Scaled Accounts and Blobfuse2, now available to all Azure customers.
In regulated industries, internal oversharing can compromise data integrity and Copilot effectiveness.This episode defines what “Foundational” means for Microsoft 365 E3 customers and outlines actionable steps to mitigate oversharing risks during Copilot deployment.Foundational deployment focuses on establishing baseline protections using native Microsoft 365 E3 capabilities.
Azure CNI Pod SubnetThe alternative to using the Azure CNI Overlay is to use the Azure CNI Pod Subnet.When you deploy a setup using Azure CNI Pod Subnet, all the subnets in the vNet are configured with routes and can talk to each other.
For this volume, 201 new offers successfully met the onboarding criteria and went live.WinWire’s Automated Data Ingestion and Data Quality (AIDQ) solution is built to solve these challenges.Designed natively for Azure Databricks using Spark, Delta Lake, and Unity Catalog, AIDQ automates data onboarding and enforces quality at scale through a metadata-driven framework.
Microsoft Defender for Storage now includes malware scanning for Azure Government Secret and Top Clouds.This update aligns cloud storage protection features across both commercial and government cloud services.👟Enable malware scanning in Defender for Storage
If you’re running SQL Server on Linux, here’s some great news - cgroup v2 is now supported in SQL Server 2025 preview and SQL Server 2022 CU 20.But, With the release of SQL Server 2025 preview and SQL Server 2022 CU 20, the memory limits are now correctly enforced.With the introduction of cgroup v2 support in SQL Server 2025 and SQL Server 2022 CU 20, Linux-based deployments gain a powerful tool for smarter resource management.
In this article, you will learn: • Build a decision tree classifier for spam email detection that analyzes text data.
Zhipu AI has officially released and open-sourced GLM-4.5V, a next-generation vision-language model (VLM) that significantly advances the state of open multimodal AI.Key Features and Design Innovations […]The post Zhipu AI Releases GLM-4.5V: Versatile Multimodal Reasoning with Scalable Reinforcement Learning appeared first on MarkTechPost.
Context engineering has become a transformative force in moving from experimental AI demos to robust, production-grade systems across various industries.Below are distilled examples and evidence of real-world impact: 1. Insurance: Five Sigma & Agentic Underwriting 2.The post Case Studies: Real-World Applications of Context Engineering appeared first on MarkTechPost.
What if you could simply describe the error or broken state, and AI could fix your migration in seconds?Use GitHub Copilot to describe and fix broken migrations with natural languageGibsonAI with GitHub Copilot:
Nvidia made major waves at SIGGRAPH 2025 by unveiling a suite of new Cosmos world models, robust simulation libraries, and cutting-edge infrastructure—all designed to accelerate the next era of physical AI for robotics, autonomous vehicles, and industrial applications.Let’s break down the technological details, what this means for developers, and why it matters to the […]The post NVIDIA AI Introduces End-to-End AI Stack, Cosmos Physical AI Models and New Omniverse Libraries for Advanced Robotics appeared first on MarkTechPost.
CVE-2025-53786 is an Elevation of Privilege (EoP) flaw in hybrid Microsoft Exchange Server deployments.Attackers with administrative rights on an on-premises Exchange Server can exploit the shared service principal trust to gain control of the connected Exchange Online environment.CVE-2025-53786 is a high-impact vulnerability in the hybrid trust model.
The GitHub Copilot App Modernization – Upgrade for Java is an AI-powered solution designed to streamline the modernization of legacy Java applications.This tool is available as a Visual Studio Code extension and leverages GitHub Copilot to perform the following tasks:We hope this walkthrough demonstrates how the GitHub Copilot App Modernization – Upgrade for Java can save time and eliminate the tedious work of upgrading legacy code.
In this tutorial, we walk through building a compact but fully functional Cipher-based workflow.We start by securely capturing our Gemini API key in the Colab UI without exposing it in code.We then implement a dynamic LLM selection function that can automatically switch between OpenAI, Gemini, or Anthropic based on which API key is […]
NuMind AI has officially released NuMarkdown-8B-Thinking, an open-source (MIT License) reasoning OCR Vision-Language Model (VLM) that redefines how complex documents are digitized and structured.Unlike traditional OCR systems, NuMarkdown-8B-Thinking doesn’t just extract text—it thinks about a document’s layout, structure, and formatting before generating a precise, ready-to-use Markdown file.This makes it the first reasoning VLM […]
Embodied AI agents that can perceive, think, and act in the real world mark a key step toward the future of robotics.A central challenge is building scalable, reliable robotic manipulation, the skill of deliberately interacting with and controlling objects through selective contact.The post Genie Envisioner: A Unified Video-Generative Platform for Scalable, Instruction-Driven Robotic Manipulation appeared first on MarkTechPost.
The Spark UI (User Interface) stands as an indispensable tool, offering a detailed, web-based dashboard that provides real-time and historical insights into your Spark applications.This comprehensive guide will walk you through the process of accessing, navigating, and interpreting the Spark UI, empowering you to translate its rich data into concrete strategies for optimizing your Spark jobs.This Mermaid mindmap visually organizes the key concepts related to analyzing the Spark UI and optimizing Spark jobs, covering accessing the UI, understanding its various tabs, specific optimization strategies, and overarching best practices for continuous improvement.
Enterprises and developers can now deploy these models on edge devices without relying on cloud APIs, enabling local deployment.The AI Toolkit for VS Code extension provides developers with a complete development workflow—from model testing and local deployment to building intelligent agent applications—creating a comprehensive AI application development workflow.OpenAI has released gpt-oss-120b and gpt-oss-20b, the first open-weight language models since GPT-2.
Improve IT efficiency with Copilot in Microsoft Intune – now generally availableSecurity Copilot in Microsoft Entra now brings AI-assisted investigation and identity management directly into the Entra admin center.The Phishing Triage Agent in Microsoft Defender is now in public preview, bringing autonomous, AI-powered threat detection to your SOC workflows.
I want to highlight some exciting new tools and customization options for doing digital inking and handwriting in Microsoft Word, Excel, and PowerPoint for Windows.New pen tools and Draw tab customization in Word, Excel, and PowerPoint for WindowsOpen the Draw tab in a new or existing file in Word, Excel, or PowerPoint for Windows.
The new Explain Formula feature turns Copilot into your inline assistant, delivering clear, step-by-step breakdowns directly on the grid, right next to your data, no need to switch context or open the chat pane.When you select a formula cell, Copilot can now explain what that formula does using a dedicated card shown in the grid. Just click the 👍 or 👎 at the bottom of the Copilot response to share your thoughts.
As part of the final phase of the Yammer to Viva Engage rebranding, we are updating the email sender domains used for all Viva Engage communications.The rollout of the new email sender domains will occur in phases over several months starting in late August 2025:Safe Senders and Allow Lists: To proactively prevent any Viva Engage notifications from being misclassified as junk email and treated as external, consider adding the new domain to your organization’s safe sender lists.
New and upcoming enhancements will improve how legal and compliance teams manage cases, streamline workflows, and reduce operational friction.The new “Retry failed locations” feature introduces a simple, automated way to reprocess those issues without restarting the entire job.We recently introduced a new case-level Data Sources view in Purview eDiscovery, allowing data sources to be reused in searches and holds within a case.
Following our June 18 disclosure, we are excited to announce that the limited public preview of Windows 365 Reserve is now live —offering secure and on-demand Cloud PC access from anywhere when you need it most.Windows 365 Reserve is a standalone, Windows 365 offering that provides temporary, secure, and dedicated Cloud PC access when a user's primary PC is unavailable, granting users up to 10 days of Cloud PC access per year.Once licenses have been purchased for the organization’s tenant, admins create a provisioning policy for their Windows 365 Reserve licenses.
U.S. government organizations face unique security and compliance challenges as they migrate essential workloads to the cloud.To help meet these needs, Microsoft Defender for Cloud has expanded support in the Government Cloud with Defender cloud security posture management (CSPM) and Defender for Servers Plan 2. This expansion helps strengthen security posture with advanced threat protection, vulnerability management, and contextual risk insights across hybrid and multi-cloud environments.Defender for Servers provides continuous, automated threat protection, vulnerability management, and compliance monitoring across all server environments, enabling agencies to safeguard their infrastructure and maintain a strong security posture.
Paste text only in OneNote on Windows, for Mac, and for the webThe ability to paste text only was highly requested by many of you, and I’m thrilled to announce this popular shortcut is now supported in OneNote on Windows, OneNote for Mac, and OneNote for the web.Place your cursor where you want the content to go in OneNote, then right-click and select Paste Options > Keep Text Only, or select Paste > Paste Options > Keep Text Only in the Home tab.
In April 2025, the White House Office of Science and Technology Policy released over 10,000 public comments in response to its AI Action Plan.In the second post, we built a knowledge graph using Microsoft’s GraphRAG to connect ideas and uncover deeper insights. Across this three-part series, I’ve taken 10,000+ public comments on the White House AI Action Plan and turned them into actionable insight.
As artificial intelligence (AI) becomes a cornerstone of modern enterprise innovation, organizations face a critical challenge: how to harness its power responsibly.Microsoft’s white paper, Legal Considerations for Organizational AI Adoption, offers a comprehensive guide for legal and privacy professionals seeking to enable AI adoption while safeguarding compliance, security, and trust.The paper opens with a clear message: successful AI adoption isn’t just about technical capability—it’s about embedding privacy, security, and legal compliance into every step.
As generative AI tools like Microsoft Copilot become embedded in everyday workflows, the need for clear governance and robust data protection is more urgent than ever.Through this blog post, let's explore how Microsoft Purview can help organizations stay ahead of securing AI interactions without slowing down innovation.By using Microsoft Purview’s compliance manager, organizations can assess and manage regulatory compliance risks associated with AI usage.
One of the most widespread machine learning techniques is XGBoost (Extreme Gradient Boosting).
Microsoft recently disclosed CVE-2025-53770, a critical vulnerability affecting on-premises SharePoint Server versions 2016, 2019, 2010, 2013, and Subscription Edition (SE).The vulnerability allows unauthenticated remote code execution (RCE) by chaining two separate CVEs:If exploited, this vulnerability could allow an attacker to bypass authentication, extract cryptographic keys, and execute arbitrary C# code on the server.
Associating search results with page numbers enables:3.Using Azure AI Search Indexer with OCR and ImageActionAzure AI Search allows you to extract page-level data by configuring the indexer with:
China continues to set the pace in open-source large-language-model innovation, especially for agentic architectures and deep reasoning.Here is a comprehensive, up-to-date guide to the best Chinese open agentic/reasoning models, expanded with the newest and most influential entrants.1. Kimi K2 (Moonshot AI) 2.
DeepSeek-R1-0528 has emerged as a groundbreaking open-source reasoning model that rivals proprietary alternatives like OpenAI’s o1 and Google’s Gemini 2.5 Pro.With its impressive 87.5% accuracy on AIME 2025 tests and significantly lower costs, it’s become the go-to choice for developers and enterprises seeking powerful AI reasoning capabilities.This comprehensive guide covers all the major […]
Preparing your Azure environment for forensic readinessCase study: Forensic investigation disrupted due to lack of forensic readiness in Azure[ ] Use Kusto Query Language (KQL) queries in Sentinel to investigate and correlate incidents.
In this tutorial, we dive deep into the advanced capabilities of OpenBB to perform comprehensive portfolio analysis and market intelligence.We start by constructing a tech-focused portfolio, fetching historical market data, and computing key performance metrics.We then explore advanced technical indicators, sector-level performance, market sentiment, and correlation-based risk analysis.
In some scenarios, organizations may need to pass custom data about users like internal identifiers or sponsorship info to applications during SSO.Microsoft Entra ID supports this using directory extension attributes, which can be registered and referenced in claims.This blog outlines how to register and use custom directory extension attributes in an Enterprise Application and configure them to issue claims conditionally based on group membership.Directory extension attributes are a powerful way to issue dynamic claims in Microsoft Entra ID.
AI in Market Economics and Pricing Algorithms AI-driven pricing models, particularly those utilizing reinforcement learning (RL), can lead to outcomes resembling traditional collusion, fundamentally altering market dynamics.Unlike human-set strategies in oligopoly models, AI agents, like Q-learning, autonomously learn pricing strategies from data, often resulting in supra-competitive pricing due to agents’ ability to detect rivals’ […]The post AI-Driven Antitrust and Competition Law: Algorithmic Collusion, Self-Learning Pricing Tools, and Legal Challenges in the US and EU appeared first on MarkTechPost.
RouteLLM is a flexible framework for serving and evaluating LLM routers, designed to maximize performance while minimizing cost.Key features: In this tutorial, we’ll walk through how to: Installing the dependencies Loading OpenAI API Key To get an OpenAI API key, visit https://platform.openai.com/settings/organization/api-keys and generate a new key.The post Using RouteLLM to Optimize LLM Usage appeared first on MarkTechPost.
Google Research has unveiled a groundbreaking method for fine-tuning large language models (LLMs) that slashes the amount of required training data by up to 10,000x, while maintaining or even improving model quality.This approach centers on active learning and focusing expert labeling efforts on the most informative examples—the “boundary cases” where model uncertainty peaks.The post From 100,000 to Under 500 Labels: How Google AI Cuts LLM Training Data by Orders of Magnitude appeared first on MarkTechPost.
The year 2025 marks a defining moment in the evolution of artificial intelligence, ushering in an era where agentic systems—autonomous AI agents capable of complex reasoning and coordinated action—are transforming enterprise workflows, research, software development, and day-to-day user experiences.This articles focuses on five core AI agent trends for 2025: Agentic RAG, Voice Agents, AI […]The post AI Agent Trends of 2025: A Transformative Landscape appeared first on MarkTechPost.
This release introduces full support for:OpenAI’s open-source models (GPT OSS) via Azure AI Foundry and ONNX RuntimeThe GPT-5 model family is now fully integrated into AI Toolkit and available via GitHub, Azure AI Foundry, or OpenAI.
AI agents are at a pivotal moment: simply calling a language model is no longer enough for production-ready solutions.In 2025, intelligent automation depends on orchestrated, agentic workflows—modular coordination blueprints that transform isolated AI calls into systems of autonomous, adaptive, and self-improving agents.Here’s how nine workflow patterns can unlock the next generation of scalable, […]
In this tutorial, we walk through building an advanced PaperQA2 AI Agent powered by Google’s Gemini model, designed specifically for scientific literature analysis.We set up the environment in Google Colab/Notebook, configure the Gemini API, and integrate it seamlessly with PaperQA2 to process and query multiple research papers.The post Building an Advanced PaperQA2 Research Agent with Google Gemini for Scientific Literature Analysis appeared first on MarkTechPost.
Introduction Large Language Models (LLMs) have set new benchmarks in natural language processing, but their tendency for hallucination—generating inaccurate outputs—remains a critical issue for knowledge-intensive applications.Retrieval-Augmented Generation (RAG) frameworks attempt to solve this by incorporating external knowledge into language generation.The post Graph-R1: An Agentic GraphRAG Framework for Structured, Multi-Turn Reasoning with Reinforcement Learning appeared first on MarkTechPost.
The Mixture-of-Agents (MoA) architecture is a transformative approach for enhancing large language model (LLM) performance, especially on complex, open-ended tasks where a single model can struggle with accuracy, reasoning, or domain specificity.How the Mixture-of-Agents Architecture Works Why Is MoA Superior to Single-Model LLMs?The post Mixture-of-Agents (MoA): A Breakthrough in LLM Performance appeared first on MarkTechPost.
What is an AI agent (2025 definition)?An AI agent is a goal-directed loop built around a capable model (often multimodal) and a set of tools/actuators.The post FAQs: Everything You Need to Know About AI Agents in 2025 appeared first on MarkTechPost.
Introduction Empowering large language models (LLMs) to fluidly interact with dynamic, real-world environments is a new frontier for AI engineering.The Model Context Protocol (MCP) specification offers a standardized gateway through which LLMs can interface with arbitrary external systems—APIs, file systems, databases, applications, or tools—without needing custom glue code or brittle prompt hacks each time.The post Technical Deep Dive: Automating LLM Agent Mastery for Any MCP Server with MCP- RL and ART appeared first on MarkTechPost.
Smaller Models with Smarter Performance and 256K Context Support Alibaba’s Qwen team has introduced two powerful additions to its small language model lineup: Qwen3-4B-Instruct-2507 and Qwen3-4B-Thinking-2507.Despite having only 4 billion parameters, these models deliver exceptional capabilities across general-purpose and expert-level tasks while running efficiently on consumer-grade hardware.Both are designed with native 256K token […]
Multimodal reasoning, where models integrate and interpret information from multiple sources such as text, images, and diagrams, is a frontier challenge in AI.VL-Cogito is a state-of-the-art Multimodal Large Language Model (MLLM) proposed by DAMO Academy (Alibaba Group) and partners, introducing a robust reinforcement learning pipeline that fundamentally upgrades the reasoning skills of large models […]The post VL-Cogito: Advancing Multimodal Reasoning with Progressive Curriculum Reinforcement Learning appeared first on MarkTechPost.
In this tutorial, we’ll explore the new capabilities introduced in OpenAI’s latest model, GPT-5.The update brings several powerful features, including the Verbosity parameter, Free-form Function Calling, Context-Free Grammar (CFG), and Minimal Reasoning.We’ll look at what they do and how to use them in practice.
Reading through Cloudflare’s detailed exposé and the extensive media coverage, the controversy surrounding Perplexity AI’s web scraping practices is deeper — and more polarizing — than it first appears.Cloudflare accuses Perplexity of systematically ignoring website blocks and masking its identity to scrape data from sites that have opted out, raising serious questions about ethics, […]The post Cloudflare vs Perplexity: The Battle Over AI Web Scraping Heats Up appeared first on MarkTechPost.
We’re thrilled to announce a brand-new opportunity for learning and growth: Microsoft Virtual Training Day: Strength Cloud Security with Microsoft Defender for Cloud!Learn how to increase cloud security using Microsoft Defender for Cloud and how to deploy security across your DevOps workflows.Microsoft Virtual Training Days offer a host of benefits:
Troubleshooting outbound connectivity issues in Azure Kubernetes Service (AKS) can be daunting.To simplify the network troubleshooting process, we're excited to announce the Connectivity Analysis feature for AKS, now available in Public Preview.This feature leverages the same underlying engine as the Azure Virtual Network Verifier (VNV) tool, and is now purpose-built for AKS scenarios and fully integrated into the AKS Portal experience.
Instead, in OneDrive, select a folder, select Request Files, and then send the link to contributors so that they can upload their files without seeing anyone else’s content.Click ... next to any file you want to edit in a desktop app, and select Open > Open in app.Control your digital footprint by setting expiration dates on shared links
I’m Vishnu Gogula, a Product Manager on the Office AI team.I’m excited to announce a new Microsoft 365 Copilot feature in Word for Windows and Word for the web that allows you to generate and listen to an audio overview of any document.Listen to an audio overview of a document with Microsoft 365 Copilot in Word
The foundational instructions that govern the operation and user/model interaction of language models (also known as system prompts) are able to offer insights into how we — as users, AI practitioners, and developers — can optimize our interactions, approach future model advancements, and develop useful language model-driven applications.
Join us on Wednesday, August 20th, 2025 for our latest "What's New in Microsoft EDU" webinar!These 30-minute webinars are put on by the Microsoft Education Product Management group and happen once per month, this month both 8:00am Pacific Time and 4:00pm Pacific time to cover as many global time zones as possible around the world. And don’t worry – we’ll be recording these and posting on our Microsoft Education YouTube channel in the new “What’s New in Microsoft EDU” playlist, so you’ll always to able to watch later or share with others!Here is our August 2025 webinar agenda:
The Future of AI blog series is an evolving collection of posts from the AI Futures team in collaboration with subject matter experts across Microsoft.As an intern on the Azure AI Foundry Product Team, I have the privilege of working on a project called the "model operation agent"—an internal proof-of-concept agent that transforms complex model management into a guided, conversational experience.In this blog, I will walk through the capabilities of the "model operation agent" and demonstrate its functionality.
The Future of AI blog series is an evolving collection of posts from the AI Futures team in collaboration with subject matter experts across Microsoft.As an intern on the Azure AI Foundry Product Team, I have the privilege of working on a project called the "model operation agent"—an internal proof-of-concept agent that transforms complex model management into a guided, conversational experience.In this blog, I will walk through the capabilities of the "model operation agent" and demonstrate its functionality.
In this tutorial, we begin by showcasing the power of OpenAI Agents as the driving force behind our multi-agent research system.We set up our Colab environment with the OpenAI API key, installed the OpenAI Agents SDK, and then defined custom function tools, web_search, analyze_data, and save_research, to harness the agents’ capabilities.The post A Code Implementation to Build a Multi-Agent Research System with OpenAI Agents, Function Tools, Handoffs, and Session Memory appeared first on MarkTechPost.
Contrastive Language-Image Pre-training (CLIP) has become important for modern vision and multimodal models, enabling applications such as zero-shot image classification and serving as vision encoders in MLLMs.However, most CLIP variants, including Meta CLIP, are limited to English-only data curation, ignoring a significant amount of non-English content from the worldwide web.The post Meta CLIP 2: The First Contrastive Language-Image Pre-training (CLIP) Trained with Worldwide Image-Text Pairs from Scratch appeared first on MarkTechPost.
Introduction A proxy server is a vital intermediary between clients and destination servers, facilitating both security and speed in the modern internet.In 2025, with digital privacy, enterprise security, and data-driven automation to the forefront, proxy servers are indispensable for individuals and organizations.The global web proxy market is projected to reach $50 billion by […]
Introduction A proxy server is a vital intermediary between clients and destination servers, facilitating both security and speed in the modern internet.In 2025, with digital privacy, enterprise security, and data-driven automation to the forefront, proxy servers are indispensable for individuals and organizations.The global web proxy market is projected to reach $50 billion by […]
You can create a custom domain name in Azure using the `App Service Domain` service, either through the Azure Portal or the Azure CLI.In this implementation, we demonstrate how to create a custom domain name in Azure using Terraform, leveraging the Azure App Service Domain via the AzApi provider.You just need to have a resource group, a public DNS Zone and then you can add the App Service Domain.
A Team of researchers from USC, Salesforce AI and University of Washington have introduced CoAct-1, a pioneering multi-agent computer-using agent (CUA) that marks a significant leap in autonomous computer operation.By elevating coding to a first-class action—on par with traditional GUI manipulation—CoAct-1 overcomes longstanding challenges of efficiency and reliability in complex, long-horizon computer tasks.The post Meet CoAct-1: A Novel Multi-Agent System that Synergistically Combines GUI-based Control with Direct Programmatic Execution appeared first on MarkTechPost.
NVIDIA has unveiled a major milestone in scalable machine learning: XGBoost 3.0, now able to train gradient-boosted decision tree (GBDT) models from gigabytes up to 1 terabyte (TB) on a single GH200 Grace Hopper Superchip.The breakthrough enables companies to process immense datasets for applications like fraud detection, credit risk modeling, and algorithmic trading, simplifying […]The post NVIDIA XGBoost 3.0: Training Terabyte-Scale Datasets with Grace Hopper Superchip appeared first on MarkTechPost.
We’re seeing strong momentum and tangible value across customer segments with Microsoft’s AI platform—particularly through Copilot and intelligent agents. 🚀 Explore the latest partner innovations and announcements from MCAPS Start for Partners: https://aka.ms/MCAPSHighlights2025
We have reviewed the settings in Microsoft Edge version 139 and updated our guidance with the addition of one setting and the removal of one setting.A new Microsoft Edge security baseline package was just released to the Download Center.Microsoft Edge version 139 introduces 6 new computer settings and 6 new user settings.
We’re excited to announce that GPT‑5—OpenAI’s best AI system to-date—is rolling out today in Microsoft 365 Copilot and Microsoft Copilot Studio across the world.GPT-5 is a significant leap in intelligence and becomes even more powerful when applied to work.Bringing GPT-5 to Copilot on the day of its release is part of our commitment to make OpenAI’s latest models available to customers in Microsoft 365 Copilot within 30 days.
We’re excited to announce that GPT‑5—OpenAI’s best AI system to-date—is rolling out today in Microsoft 365 Copilot and Microsoft Copilot Studio across the world.GPT-5 is a significant leap in intelligence and becomes even more powerful when applied to work.Bringing GPT-5 to Copilot on the day of its release is part of our commitment to make OpenAI’s latest models available to customers in Microsoft 365 Copilot within 30 days.
We build an advanced LangGraph multi-agent system that leverages Google’s free-tier Gemini model for end-to-end research workflows.In this tutorial, we start by installing the necessary libraries, LangGraph, LangChain-Google-GenAI, and LangChain-Core, then walk through defining a structured state, simulating research and analysis tools, and wiring up three specialized agents: Research, Analysis, and Report.The post A Coding Implementation to Advanced LangGraph Multi-Agent Research Pipeline for Automated Insights Generation appeared first on MarkTechPost.
Security teams now face growing blind spots: encrypted traffic obscures visibility, unsanctioned AI usage introduces compliance concerns, and traditional controls often stop at sanctioned apps, leaving a wide perimeter of unmanaged exposure.To close this gap, Microsoft Entra Internet Access introduces three new capabilities:Microsoft Entra Internet Access now offers Application Insights and Analytics, leveraging the app catalog experience in Defender for Apps, to enable your security team to monitor generative AI and cloud app usage across the organization in real time.
Feature engineering is one of the most important steps when it comes to building effective machine learning models, and this is no less important when dealing with time-series data.
As we prepare for Microsoft Ignite, we’re building a focused, practitioner-led security roundtable and we want your input to ensure it reflects the most relevant and pressing topics in the field.We invite you to take a short survey and share the security topics, trends, and technical questions you want to see covered.Your input will directly influence the structure and substance of the Ignite Security Roundtable.
Yet, many organizations struggle with inconsistent results, API errors, and high costs when using machine translation services.The Azure AI Translation Preprocessing Workflow is a purpose-built solution designed to bridge the gap between raw document inputs and high-quality machine translation outcomes.Developed in response to real-world enterprise challenges, this service automates the preprocessing of multilingual documents, ensuring they meet Azure AI Translate’s strict formatting and content standards.
At the center of this transformation wave in the next 12 -18 months will be the concept of the “Frontier Firm”.At the heart of becoming Frontier are four pillars that can guide how AI delivers real value in our organizations, and for communications: In this upcoming webinar, we’ll dive deeper into each of these pillars of AI transformation in the frontier firm and explore how Microsoft is embracing them to reshape communications - from the tools we use to the culture we build.
OpenAI’s GPT-5 is available today in Azure AI Foundry. GPT-5 adds advanced capabilities to support agentic workflows, complex code synthesis, and safer, more flexible integrations.Unified reasoning + chat for end-to-end problem solving
OpenAI just released GPT-5, marking a substantial leap in generative AI, introducing advanced capabilities that cater to both general and highly specialized tasks.This article provides a deep technical dive into GPT-5’s architecture, new features, performance improvements, and the strategic implications for developers, enterprises, and the AI ecosystem.The post OpenAI Just Released GPT-5: The Smartest, Fastest, and Most Useful OpenAI Model appeared first on MarkTechPost.
Azure App Testing enables developers and QA teams to run large-scale functional and performance tests to pinpoint issues in their applications, across frameworks like Playwright, JMeter, or Locust.It brings together two powerful testing capabilities—Azure Load Testing and Microsoft Playwright Testing—into a single hub in the Azure Portal, providing a consistent experience for resource provisioning, access control, and consolidated billing.With Azure App Testing, developer and QA teams can provision, manage, and pay for both Load Testing and Playwright Workspaces under a single umbrella.
Google AI, in collaboration with the UC Santa Cruz Genomics Institute, has introduced DeepPolisher, a cutting-edge deep learning tool designed to substantially improve the accuracy of genome assemblies by correcting base-level errors.Its notable efficacy was recently demonstrated in advancing the Human Pangenome Reference, a major milestone in genomics research.The post Google AI Releases DeepPolisher: A New Deep Learning Tool that Improves the Accuracy of Genome Assemblies by Precisely Correcting Base-Level Errors appeared first on MarkTechPost.
Reinforcement learning (RL) plays a crucial role in scaling language models, enabling them to solve complex tasks such as competition-level mathematics and programming through deeper reasoning.However, achieving stable and reliable training dynamics is a challenge when scaling RL with larger computational resources.The post Alibaba Introduces Group Sequence Policy Optimization (GSPO): An Efficient Reinforcement Learning Algorithm that Powers the Qwen3 Models appeared first on MarkTechPost.
As Microsoft’s native geospatial platform, Azure Maps delivers enterprise-grade capabilities such as mapping, geocoding, routing, and spatial analytics directly into your Dynamics 365 environment, making location insights native, seamless, and powerful.Developed by Inogic and available on Microsoft AppSource, Maplytics is a Microsoft-certified, geo-analytical app designed to seamlessly integrate Azure Maps and Bing Maps with Dynamics 365, Power Apps, Dataverse, and Power Pages.Maplytics offers a comprehensive suite of advanced features built on Azure Maps and Bing Maps for Enterprise, including:
Microsoft regularly enhances the underlying AI models that power Microsoft 365 Copilot.Customers do not need to make changes to their environment to account for new model changes.Microsoft regularly updates the underlying AI models to improve the performance, reasoning, and multimodal capabilities of Microsoft 365 Copilot, Microsoft Copilot Chat, and agents.
That’s why the FinOps toolkit 12 release introduces a new Summary page in the Cost summary report, designed specifically to provide a high-level, executive-friendly view of cost drivers across your environment.To ensure compatibility with the latest features and improvements in Microsoft Cost Management, the FinOps toolkit PowerShell commands for Cost Management exports were all updated to default to the latest GA API version, 2025-03-01.To support this momentum, I’m also working on a set of premium services designed to help organizations deploy, customize, and scale the FinOps toolkit with confidence.
We’re excited to announce a key milestone in Defender’s multi-tenant management journey—Microsoft Defender for Endpoint security policies can now be distributed across multiple tenants from the Defender multi-tenant portal.Content distribution is a powerful Defender feature that enables scalable management of content across tenants.With this capability, you can create content distribution profiles in the multi-tenant portal that allow you to seamlessly replicate existing content—such as custom detection rules and now, endpoint security policies—from a source tenant to designated target tenants.
The wait is over: the Cloud Update feature is now generally available (GA) in the Microsoft 365 Apps admin center, ushering in a new era for update management.Designed to simplify and modernize how organizations handle Microsoft 365 Apps updates, Cloud Update is already making waves with its ease of use and impressive results in keeping environments current and secure.One of the perennial challenges for IT admins is maintaining a high update currency rate—making sure that as many devices as possible are running the latest, most secure, and feature-rich versions of Microsoft 365 Apps. Cloud Update sets a new standard here, enabling organizations to achieve higher currency rates than legacy management solutions.
Consider leveraging Microsoft Copilot to organize your schedule, check items off those to-do lists, and start the school year calm, cool, and collected!Complete your school supplies checklistWith a new school year on the horizon, it’s time to get the supplies list and purchase the “must have’s” and the “nice to have’s.”
Bicep Local Deploy can be used to author Bicep files which use Bicep extensions that are designed to run fully locally, without the need for an Azure connection.This quick start guide provides guidance for creating your own Bicep Local Extension using .NET.This guide assumes you have the .NET 9 SDK installed locally, and the Bicep 0.37.4 (or higher) CLI and VSCode extension installed.
Generate a technical blog post for Model Mondays S2E8 based on the transcript and episode details.Join us as we talk to Mona Whalin about the Azure AI Foundry Agent Catalog – open-source samples you can explore to accelerate your agent development by integration into projects.That's why we have the Azure AI Developer Community.
Microsoft Defender XDRMonthly news - August 2025 EditionThis is our monthly "What's new" blog post, summarizing product updates and various new assets we released over the past month across our Defender products.We announced a significant expansion of Microsoft Sentinel’s capabilities through the introduction of Sentinel data lake, now rolling out in public preview.
Human-Computer Interaction and Visualization
In update statistics and rebuild indexes there is not status of the process it means you will not see % of the process you will see an update when process is finished.-- This will update all the statistics on all the tables in your database.-- This will rebuild all the indexes on all the tables in your database.
This article provides a technical comparison between two recently released Mixture-of-Experts (MoE) transformer models: Alibaba’s Qwen3 30B-A3B (released April 2025) and OpenAI’s GPT-OSS 20B (released August 2025).Both models represent distinct approaches to MoE architecture design, balancing computational efficiency with performance across different deployment scenarios.The post MoE Architecture Comparison: Qwen3 30B-A3B vs. GPT-OSS 20B appeared first on MarkTechPost.
Google DeepMind has announced Genie 3, a revolutionary AI system capable of generating interactive, physically consistent virtual worlds from simple text prompts.This marks a substantial leap in the field of world models—a class of AI designed to understand and simulate environments, not merely render them, but produce dynamic spaces you can move through and […]The post Google DeepMind Introduces Genie 3: A General Purpose World Model that can Generate an Unprecedented Diversity of Interactive Environments appeared first on MarkTechPost.
In time series analysis and forecasting , transforming data is often necessary to uncover underlying patterns, stabilize properties like variance, and improve the performance of predictive models.
The Model Context Protocol (MCP) has rapidly become a foundational standard for connecting large language models (LLMs) and other AI applications with the systems and data they need to be genuinely useful.In 2025, MCP is widely adopted, reshaping how enterprises, developers, and end-users experience AI-powered automation, knowledge retrieval, and real-time decision making.The post Model Context Protocol (MCP) FAQs: Everything You Need to Know in 2025 appeared first on MarkTechPost.
Spoken Dialogue Models (SDMs) are at the frontier of conversational AI, enabling seamless spoken interactions between humans and machines.Yet, as SDMs become integral to digital assistants, smart devices, and customer service bots, evaluating their true ability to handle the real-world intricacies of human dialogue remains a significant challenge.A new research paper from China […]
In this tutorial, we dive into building an advanced AI agent system based on the SAGE framework, Self-Adaptive Goal-oriented Execution, using Google’s Gemini API.We walk through each core component of the framework: Self-Assessment, Adaptive Planning, Goal-oriented Execution, and Experience Integration.By combining these, we aim to create an intelligent, self-improving agent that can deconstruct […]
OpenAI has just sent seismic waves through the AI world: for the first time since GPT-2 hit the scene in 2019, the company is releasing not one, but TWO open-weight language models.Meet gpt-oss-120b and gpt-oss-20b—models that anyone can download, inspect, fine-tune, and run on their own hardware.The post OpenAI Just Released the Hottest Open-Weight LLMs: gpt-oss-120B (Runs on a High-End Laptop) and gpt-oss-20B (Runs on a Phone) appeared first on MarkTechPost.
Reinforcement learning is a relatively lesser-known area of artificial intelligence (AI) compared to highly popular subfields today, such as machine learning, deep learning, and natural language processing.
This post is divided into five parts; they are: • From a Full Transformer to a Decoder-Only Model • Building a Decoder-Only Model • Data Preparation for Self-Supervised Learning • Training the Model • Extensions The transformer model originated as a sequence-to-sequence (seq2seq) model that converts an input sequence into a context vector, which is then used to generate a new sequence.
This post is divided into six parts;they are: • Why Transformer is Better than Seq2Seq • Data Preparation and Tokenization • Design of a Transformer Model • Building the Transformer Model • Causal Mask and Padding Mask • Training and Evaluation Traditional seq2seq models with recurrent neural networks have two main limitations: • Sequential processing prevents parallelization • Limited ability to capture long-term dependencies since hidden states are overwritten whenever an element is processed The Transformer architecture, introduced in the 2017 paper "Attention is All You Need", overcomes these limitations.
In regression models , failure occurs when the model produces inaccurate predictions — that is, when error metrics like MAE or RMSE are high — or when the model, once deployed, fails to generalize well to new data that differs from the examples it was trained or tested on.
In this article, you will learn: • Why standard scaling methods are sometimes insufficient and when to use advanced techniques.
Recent advances in large language models (LLMs) have encouraged the idea that letting models “think longer” during inference usually improves their accuracy and robustness.Practices like chain-of-thought prompting, step-by-step explanations, and increasing “test-time compute” are now standard techniques in the field.However, the Anthropic-led study “Inverse Scaling in Test-Time Compute” delivers a compelling counterpoint: in […]
In this tutorial, we explore the advanced capabilities of Google’s Agent Development Kit (ADK) by building a multi-agent system equipped with specialized roles and tools.We guide you through creating agents tailored for tasks such as web research, mathematical computation, data analysis, and content creation.By integrating Google Search, asynchronous execution, and modular architecture, we […]
Vision Language Models (VLMs) allow both text inputs and visual understanding.However, image resolution is crucial for VLM performance for processing text and chart-rich data.Increasing image resolution creates significant challenges.
With limited engineering resources, many are exploring AI-driven development environments—collectively referred to as “Vibe Coding”—as a shortcut to launch minimum viable products (MVPs) quickly.These platforms promise seamless code generation from natural language prompts, AI-powered […]The post Is Vibe Coding Safe for Startups?
Large language models (LLMs) have recently demonstrated remarkable progress in multi-step reasoning, establishing mathematical problem-solving as a rigorous benchmark for assessing advanced capabilities.While proprietary models like GPT-4o and Claude Sonnet 4 lead performance, their closed-source nature impedes transparency and reproducibility.Addressing these gaps, MiroMind AI Released the MiroMind-M1 series, a fully open-source pipeline—spanning datasets, […]
Reinforcement Learning with Verifiable Rewards (RLVR) allows LLMs to perform complex reasoning on tasks with clear, verifiable outcomes, with strong performance in mathematics and coding.However, many real-world scenarios lack such explicit verifiable answers, posing a challenge for training models without direct reward signals.The post Rubrics as Rewards (RaR): A Reinforcement Learning Framework for Training Language Models with Structured, Multi-Criteria Evaluation Signals appeared first on MarkTechPost.
-Microsoft Sentinel, our industry-leading SIEM, now has a brand-new unified data lake, and this changes everything.-Our new data lake takes an open-format approach to bring all your security data together, centrally leveraging our expanding set of connectors, and you can even mirror data from on-premises and non-Microsoft cloud data sources at hyperscale without migrating it.-This means you can now bring in high-volume, low fidelity, and long-term data, like firewall logs, that previously were not practical to keep, so that you now have the data to discover low and slow attacks happening under the radar, as attackers take weeks to months before striking, and disrupt them with Microsoft Sentinel’s built-in threat intelligence, automation, and AI, all in one single solution.
In this tutorial, we walk through the creation of an advanced AI evaluation framework designed to assess the performance, safety, and reliability of AI agents.We begin by implementing a comprehensive AdvancedAIEvaluator class that leverages multiple evaluation metrics, such as semantic similarity, hallucination detection, factual accuracy, toxicity, and bias analysis.Using Python’s object-oriented programming, multithreading […]
This article shows how to leverage System-Managed Windows (SMW) and Custom Maintenance Windows (CMW)** to patch Dev/UAT servers first and defer production updates by a week.Azure offers two types of maintenance scheduling for PostgreSQL flexible server:💡 Tip: Use Azure Service Health alerts to stay on top of maintenance notifications.
Save the Children's IT team navigates complex administration across 65 countries, 25,000 individuals, and 30 unique IT setups, with 19 sharing a Microsoft 365 tenant.In the heart of a transformative period, the organization encountered a critical issue: A simple misconfiguration by an employee altered a local email setting globally, inadvertently disrupting email access for 20,000 users.This incident underscored the complexities and risks inherent in managing a global IT system and highlighted the urgent need for a more refined, secure, and efficient management solution.
Deploying machine learning models can seem complex, but modern tools can streamline the process.
We're thrilled to announce that Bicep templates for Microsoft Entra ID resources is generally available from July 29th, 2025.Bicep templates bring declarative infrastructure as code (IaC) capabilities to Microsoft Graph resources.Azure Resource Manager and Bicep templates allow you to declare Microsoft Azure resources in files and deploy those resources into your infrastructure.
This tutorial demonstrates how to implement the Self-Refine technique using Large Language Models (LLMs) with Mirascope, a powerful framework for building structured prompt workflows.Self-Refine is a prompt engineering strategy where the model evaluates its own output, generates feedback, and iteratively improves its response based on that feedback.The post Implementing Self-Refine Technique Using Large Language Models LLMs appeared first on MarkTechPost.
The "Mastering Agent Governance in Microsoft 365" series is based on the Administering and Governing Agents whitepaper published by Microsoft and designed to educate IT leaders, compliance officers, and decision-makers about the importance of governance for AI agents in Microsoft 365, particularly in highly regulated industries like Healthcare and Life Sciences (HLS).The six-episode series cover the growing role of agents, the risks of unmanaged agents, and the strategic importance of governance frameworks.A practical roadmap for responsible AI adoption in regulated industries
Onboarding devices in Defender for Endpoint using a GPO is a method that is perfect for on-premises only devices.The reason for this is, if you mix your Endpoint security policies with another GPO that might be applying security settings to your devices, it will make your troubleshooting process more difficult because you will have to focus on two different areas to troubleshoot and depending on the number of settings you have defined in the GPO you are using for both, it can be prone to errors.Normally, organizations that have a well-established implementation of MCM prefer to use this platform because the device collections where they keep organized their devices by operating system and the task sequences to provision devices in an automated way has been used and maintained by the organization for a long time and it becomes second nature to use the platform to onboard your devices in Defender for Endpoint using a well-known method for MCM administrators.
Welcome to the July 2025 update.The new Get Data dialog for Power Query brings together search and recommendations in a streamlined layout to help you quickly locate the right data source to bring data from.Power Query refresh & data source settings for authenticated data sourcesYou can now refresh the Power Query queries in your workbook that source data from a selection of authenticated data sources.
General Availability of PowerShell 7.4 and Python 3.10 runtime versions.Support for Azure CLI commands in PowerShell runbooks (GA).Run your automation on the latest, supported runtime versions and improve security, performance, and compatibility with the broader Azure ecosystem.
There are some great articles that explain how to integrate an MCP server built on Azure with a declarative agent created using Microsoft Copilot Studio.While debugging the ASP.NET Core part we just walked through in the source code, it also launches the Agent Playground from the other project.Next, create a development tunnel to allow external access to the project you will run in debug mode.
:سرویس همگامسازی فایل آژوریکی از سرویسهای قدرتمند مایکروسافت در حوزهی ذخیرهسازی ابری است که به سازمانها امکان میدهد فایل سرورهای محلی خود را بدون نیاز به مهاجرت کامل به ابر، با فضای ذخیرهسازی آژور همگامسازی کنند. این سرویس به ویژه برای کسبوکارهایی که به زیرساخت داخلی خود متکی هستند، ولی میخواهند از مزایای مقیاسپذیری، امنیت و قابلیت اطمینان فضای ابری نیز بهرهمند شوند، طراحی شده است:ادامه مطلبAzure File sync on Microsoft MSFarsi Community
:سرویس همگامسازی فایل آژوریکی از سرویسهای قدرتمند مایکروسافت در حوزهی ذخیرهسازی ابری است که به سازمانها امکان میدهد فایل سرورهای محلی خود را بدون نیاز به مهاجرت کامل به ابر، با فضای ذخیرهسازی آژور همگامسازی کنند. این سرویس به ویژه برای کسبوکارهایی که به زیرساخت داخلی خود متکی هستند، ولی میخواهند از مزایای مقیاسپذیری، امنیت و قابلیت اطمینان فضای ابری نیز بهرهمند شوند، طراحی شده است:ادامه مطلبAzure File sync |Microsoft MSFarsi Community
In today’s rapidly evolving AI landscape, many founders and observers find themselves preoccupied with the idea that successful startups must build foundational technology from scratch.Nowhere is this narrative more prevalent than among those launching so-called “LLM wrappers” — companies whose core offering builds on top of large language models (LLMs) like GPT or Claude.The post It’s Okay to Be “Just a Wrapper”: Why Solution-Driven AI Companies Win appeared first on MarkTechPost.
As large language models (LLMs) evolve from simple text generators to agentic systems —able to plan, reason, and autonomously act—there is a significant increase in both their capabilities and associated risks.Enterprises are rapidly adopting agentic AI for automation, but this trend exposes organizations to new challenges: goal misalignment, prompt injection, unintended behaviors, data leakage, […]The post Safeguarding Agentic AI Systems: NVIDIA’s Open-Source Safety Recipe appeared first on MarkTechPost.
The demand for AI-powered coding tools has exploded—with open-source alternatives now rivaling commercial solutions like Cursor in features, flexibility, and privacy.Zed Zed is a high-performance, open-source code editor designed for both humans and AI collaboration.Built by the […]
Each post answers a real question from the community with simple, practical guidance to help you build smarter agents.With agent versioning in the AI Toolkit, you can explore new prompts, models, or tools without breaking what already works.To take full advantage of versioning, let’s create a second version of the Movie Recommendation agent with a different system prompt that states how to format the model response.
Amazon researchers developed a new AI architecture that cuts inference time by 30% by selecting only task-relevant neurons, similar to how the brain uses specialized regions for specific tasks.This breakthrough approach addresses one of the biggest challenges facing large AI models: the computational expense and latency associated with activating every neuron for every request, […]The post Amazon Develops an AI Architecture that Cuts Inference Time 30% by Activating Only Relevant Neurons appeared first on MarkTechPost.
The goal of this article is to expand on additional options that can help customers to migrate to their existing Hub and Spoke topology to Azure Virtual WAN.In this scenario, spokes vNet originally connected to vNet Hub are migrated to the vHub while maintaining existing peering with the vNet Hub but with the Use Remote Gateway configuration disabled.This article outlined four strategies for migrating from Hub and Spoke networking to Azure Virtual WAN—ExpressRoute hair pinning, VPN or SD-WAN virtual tunnels, vNet peering with vHub connections, and transit virtual networks for decentralized vNets—highlighting their pros, cons, and administrative considerations.
Microsoft has taken a major leap into the future of web browsing with the launch of Copilot Mode in Edge, positioning it as the company’s first real step toward an AI-native browser.This marks a pivotal moment not just for Edge, but for the entire concept of what a browser can be in the era […]The post Microsoft Edge Launches Copilot Mode to Redefine Web Browsing for the AI Era appeared first on MarkTechPost.
In this tutorial, we’ll show how to create a Knowledge Graph from an unstructured document using an LLM.While traditional NLP methods have been used for extracting entities and relationships, Large Language Models (LLMs) like GPT-4o-mini make this process more accurate and context-aware.LLMs are especially useful when working with messy, unstructured data.
Agentless code scanning customization options in the Defender for Cloud portalBut Defender for Cloud also supports in-pipeline scanning using Microsoft Security DevOps (MSDO) command line application for Azure DevOps or GitHub Action.Learn more in the Defender for Cloud in the Field episode on agentless code scanning
To solve this, we’re integrating immersive capabilities directly into Microsoft Teams, bringing a new powerful event solution that enables teams to create engaging, virtual event experiences using the familiar tools you already know and trust.Introducing immersive events in Teams, customizable 3D event experiences without complexityToday, we are excited to announce the public preview availability of immersive events in Teams.
This post is divided into four parts; they are: • Why Attnetion Matters: Limitations of Basic Seq2Seq Models • Implementing Seq2Seq Model with Attention • Training and Evaluating the Model • Using the Model Traditional seq2seq models use an encoder-decoder architecture where the encoder compresses the input sequence into a single context vector, which the decoder then uses to generate the output sequence.
The landscape of AI foundation models is evolving rapidly, but few entries have been as significant in 2025 as the arrival of Z.ai’s GLM-4.5 series: GLM-4.5 and its lighter sibling GLM-4.5-Air.Unveiled by Zhipu AI, these models set remarkably high standards for unified agentic capabilities and open access, aiming to bridge the gap between reasoning, […]The post Zhipu AI Just Released GLM-4.5 Series: Redefining Open-Source Agentic AI with Hybrid Reasoning appeared first on MarkTechPost.
We’re excited to announce the public preview of Messaging Connect, a new partner-led program that brings global SMS coverage to Azure Communication Services—starting with Infobip, one of the world’s leading communication providers.This launch is made possible through a strategic partnership with Infobip, a global communications platform with direct connections to 800+ carriers across more than 190 countries and territories.Messaging Connect is now in public preview with Infobip as the first integrated partner.
These include the public preview of the Base Database Service, expanded availability in key global regions, enhanced networking capabilities now generally available, and support for new deployment options with Exadata on Exascale.We’re excited to announce that Oracle Base Database Service is now in public preview on Oracle [email protected]’re excited to announce that Oracle Database@Azure now supports storing Transparent Data Encryption (TDE) keys in Azure Key Vault (AKV)—a significant milestone for organizations seeking full control over their encryption strategy.
To solve this, we’re integrating immersive capabilities directly into Microsoft Teams, bringing a new powerful event solution that enables teams to create engaging, virtual event experiences using the familiar tools you already know and trust.Introducing Teams immersive, customizable 3D event experiences without the complexityToday, we are excited to announce the public preview availability of immersive events in Teams.
You can now merge table cells in OneNote!The ability to Merge Table Cells is now available to all OneNote Insiders on supported platforms.Paste Text Only shortcut in OneNote
These include security and privacy, regulatory compliance, ethical factors, and compatibility with existing IT systems.Additionally, Microsoft Priva integrates seamlessly with Purview to apply sensitivity labels and data loss prevention (DLP) policies, classify sensitive information types (SITs) such as Social Security numbers, health records, and financial data, and enforce encryption and access controls across devices and applications.AI Security Posture Management (AI-SPM) in Microsoft Defender for Cloud
Microsoft Intune provides a strong foundation for managing Windows devices in line with Zero Trust principles.Cloud-native endpoint management for Windows devices, or cloud-native Windows, refers to Windows devices that are Entra-joined and Intune-managed — a foundational shift from traditional, on-premises models.Cloud-native Windows ensures that devices are seamlessly integrated into modern security frameworks, enabling adaptive access controls and real-time compliance checks.
We are deprecating support for public folder migrations from Exchange Server 2010 and older versions to Exchange Online to reduce reliance on older systems and improve long-term service reliability.Public folder migrations from these on premises versions to Exchange Online (Public Folders and Microsoft 365 Groups) will be blocked starting October 1st, 2025.Customers migrating public folders from Exchange Server 2010 and older to Exchange Online can continue to use Microsoft migration tools until October 1st, 2025, but should complete their public folder migration by this date.
If you've worked with data in Python, chances are you've used Pandas many times.
Have Windows 10 domain-joined and co-managed devices, but ready to migrate to Windows 11 and cloud-native management with Microsoft Intune.To facilitate a smooth upgrade to Windows 11, first check that all your Windows 10 devices are on the latest supported release (Windows 10, version 22H2) and have all updates installed.Migrating to Windows 11 and Microsoft Intune from Windows 10 domain-joined and co-managed environments positions your organization for future success.
Have you tried Windows Autopatch groups for the gradual rollout of Windows feature updates?Windows Autopatch offers the fastest, safest way to upgrade to Windows 11—built for phased, controlled rollouts that align with IT priorities. With Windows 10 support ending on October 14, 2025, some organizations must still decide whether to enroll in Extended Security Updates or move forward with upgrading to Windows 11. For those ready to upgrade, here is a proven step-by-step approach using Windows Autopatch groups.Before creating Windows Autopatch groups, use the Windows 11 readiness report to evaluate the readiness of your devices based on CPU, TPM, RAM, and app compatibility. The report will help you easily:
Welcome to part three of our Networking Deployment Series for Windows Server 2025.In this deployment series, we look at Contoso Medical Center’s journey deploying and harnessing the power of Windows Server 2025 Software Defined Datacenter (SDDC) to build a next-generation environment for your VMs and applications.Now, with Windows Server 2025, Contoso can deploy Network Controller— the brains of SDN—on Windows Failover Cluster, unlocking the ability to run SDN production workloads in under 10 minutes, no VMs to patch, and so long as the hosts are patched, Network Controller is patched.
Has consumer sentiment been collapsing?According to the University of Michigan’s Consumer Sentiment Index, the answer is yes—despite a notable rebound in June.While consumer pessimism dominates headlines, the deeper issue is the proliferation of contradictory economic data.
We are happy to announce that, you can now use Managed Identity to authenticate to Azure Key Vault from SQL Server running on Azure VM (Linux) available from SQL Server 2022 CU18 onwards. This blog will walk you through the process of using a user-assigned managed identity to access Azure Key Vault and configure Transparent Data Encryption(TDE) for a SQL database.Using managed identity to access Azure Key Vault in SQL Server running on an Azure Linux VM boosts security, streamlines key management, and supports compliance.
Imagine a world where every second of your organization’s video content whether it’s a crucial training session, a product demo, or an expert-led seminar becomes instantly accessible, searchable, and actionable.Join me as we dive into the future of intelligent video analytics, where Microsoft Azure’s cutting-edge AI transforms raw footage into powerful knowledge assets.Traditional video content management faces several critical limitations:
The White House just released the U.S. AI Playbook—formally titled “America’s AI Action Plan”—a sweeping, high-impact federal strategy that clarifies one thing: the United States is going all in on artificial intelligence.Whether you’re in Silicon Valley, leading a Fortune 500, or managing a critical government agency, the message is unambiguous: scale AI fast, dismantle […]The post The U.S. White House Releases AI Playbook: A Bold Strategy to Lead the Global AI Race appeared first on MarkTechPost.
In this tutorial, we walk through the complete implementation of an advanced AI agent system powered by Nomic Embeddings and Google’s Gemini.We design the architecture from the ground up, integrating semantic memory, contextual reasoning, and multi-agent orchestration into a single intelligent framework.Using LangChain, Faiss, and LangChain-Nomic, we equip our agents with the ability […]
Embedding models act as bridges between different data modalities by encoding diverse multimodal information into a shared dense representation space.However, existing multimodal embedding models are trained on datasets such as MMEB and M-BEIR, with most focus only […]The post VLM2Vec-V2: A Unified Computer Vision Framework for Multimodal Embedding Learning Across Images, Videos, and Visual Documents appeared first on MarkTechPost.
The Model Context Protocol (MCP) is changing how intelligent agents interact with backend services, applications, and data.A successful MCP implementation project hinges on much more than writing protocol-compliant code.Systematic adoption involves architecture, security, user experience, and operational rigor.
The landscape of artificial intelligence continues to evolve rapidly, with breakthroughs that push the boundaries of what models can achieve in reasoning, efficiency, and application versatility.The latest release from NVIDIA—the Llama Nemotron Super v1.5—represents a remarkable leap in both performance and usability, especially for agentic and reasoning-intensive tasks.The post NVIDIA AI Dev Team Releases Llama Nemotron Super v1.5: Setting New Standards in Reasoning and Agentic AI appeared first on MarkTechPost.
In this tutorial, we guide you through the development of an advanced Graph Agent framework, powered by the Google Gemini API.Our goal is to build intelligent, multi-step agents that execute tasks through a well-defined graph structure of interconnected nodes.The post Building a Multi-Node Graph-Based AI Agent Framework for Complex Task Automation appeared first on MarkTechPost.
Language model users often ask questions without enough detail, making it hard to understand what they want.Current evaluation methods often […]The post Why Context Matters: Transforming AI Model Evaluation with Contextualized Queries appeared first on MarkTechPost.
Medical image segmentation is at the heart of modern healthcare AI, enabling crucial tasks such as disease detection, progression monitoring, and personalized treatment planning.In disciplines like dermatology, radiology, and cardiology, the need for precise segmentation—assigning a class to every pixel in a medical image—is acute.Yet, the main obstacle remains: the scarcity of large, expertly […]
However, current evaluation approaches primarily focus on single-question testing, which reveals significant limitations.This article introduces REST (Reasoning Evaluation through Simultaneous Testing) — a novel multi-problem stress-testing framework designed to push LRMs beyond isolated problem-solving […]The post REST: A Stress-Testing Framework for Evaluating Multi-Problem Reasoning in Large Reasoning Models appeared first on MarkTechPost.
Micromobility solutions—such as delivery robots, mobility scooters, and electric wheelchairs—are rapidly transforming short-distance urban travel.Despite their growing popularity as flexible, eco-friendly transport alternatives, most micromobility devices still rely heavily on human control.The post URBAN-SIM: Advancing Autonomous Micromobility with Scalable Urban Simulation appeared first on MarkTechPost.
The importance of memory in AI agents cannot be overstated.As artificial intelligence matures from simple statistical models to autonomous agents, the ability to remember, learn, and adapt becomes a foundational capability.Memory distinguishes basic reactive bots from truly interactive, context-aware digital entities capable of supporting nuanced, humanlike interactions and decision-making.
Robotic grasping is a cornerstone task for automation and manipulation, critical in domains spanning from industrial picking to service and humanoid robotics.Despite decades of research, achieving robust, general-purpose 6-degree-of-freedom (6-DOF) grasping remains a challenging open problem.Recently, NVIDIA unveiled GraspGen, a novel diffusion-based grasp generation framework that promises to bring state-of-the-art (SOTA) performance with unprecedented […]
The discipline of epigraphy, focused on studying texts inscribed on durable materials like stone and metal, provides critical firsthand evidence for understanding the Roman world.The field faces numerous challenges including fragmentary inscriptions, uncertain dating, diverse geographical provenance, widespread use of abbreviations, and a large and rapidly growing corpus of over 176,000 Latin inscriptions, with […]The post Google DeepMind Introduces Aeneas: AI-Powered Contextualization and Restoration of Ancient Latin Inscriptions appeared first on MarkTechPost.
In this tutorial, we build a GPU‑capable local LLM stack that unifies Ollama and LangChain.We install the required libraries, launch the Ollama server, pull a model, and wrap it in a custom LangChain LLM, allowing us to control temperature, token limits, and context.The post Building a GPU-Accelerated Ollama LangChain Workflow with RAG Agents, Multi-Session Chat Performance Monitoring appeared first on MarkTechPost.
Advancements in artificial intelligence are rapidly closing the gap between digital reasoning and real-world interaction.At the forefront of this progress is embodied AI—the field focused on enabling robots to perceive, reason, and act effectively in physical environments.The post RoboBrain 2.0: The Next-Generation Vision-Language Model Unifying Embodied AI for Advanced Robotics appeared first on MarkTechPost.
Large Language Models (LLMs) have revolutionized many areas of natural language processing, but they still face critical limitations when dealing with up-to-date facts, domain-specific information, or complex multi-hop reasoning.Retrieval-Augmented Generation (RAG) approaches aim to address these gaps by allowing language models to retrieve and integrate information from external sources.The post EraRAG: A Scalable, Multi-Layered Graph-Based Retrieval System for Dynamic and Growing Corpora appeared first on MarkTechPost.
LLMs have demonstrated exceptional performance across multiple tasks by utilizing few-shot inference, also known as in-context learning (ICL).The main problem lies in selecting the most representative demonstrations from large training datasets.The post FEEDER: A Pre-Selection Framework for Efficient Demonstration Selection in LLMs appeared first on MarkTechPost.
Azure Application Gateway for Containers is a modern, Kubernetes-native Layer 7 load balancer designed to manage ingress traffic for containerized applications running in Azure Kubernetes Service (AKS).Application Gateway for Containers is the evolution of the Application Gateway Ingress Controller (AGIC), and introduces a new control and data plane architecture, enabling near-instant updates to routes, probes, and backend pods.Azure Application Gateway for Containers paired with Web Application Firewall (WAF) offers a powerful, flexible, and Kubernetes-native approach to securing microservices at the edge.
In May, the Azure SRE Agent was introduced - an AI-powered Site Reliability Engineering (SRE) assistant built to help customers identify, diagnose, and resolve issues across their Azure environments faster and with less manual effort. Today, we’re excited to highlight how the SRE Agent now extends these capabilities to Azure API Management (APIM) , delivering deep operational visibility, guided troubleshooting, and intelligent remediation for customers running critical APIs at scale.The SRE Agent continuously monitors the overall health of your API Management service.
Launch a secure, scalable Slack bot for Azure support tickets in minutes — no secrets in code, no manual admin steps, and fully aligned with modern cloud-native best practices.It’s not just a cool demo — it’s a production-ready blueprint for any digital native team that wants to integrate Slack with Azure support in a secure, automated, and developer-friendly way.After updating your Slack App Manifest with the production URL, Slack will attempt to verify the new endpoint.
Now you can make that happen, right from your phone, with the Microsoft Teams mobile app and the Facilitator agent.Open the Teams app on your phoneSelect "Take notes with Facilitator"
I’m so excited to share with you a long-awaited PivotTable feature in Microsoft Excel for Windows and Mac: PivotTable Auto Refresh!Keep data updated with PivotTable Auto Refresh in ExcelAuto Refresh is on by default for new PivotTables.
In this article, you will learn: • the purpose and benefits of image augmentation techniques in computer vision for improving model generalization and diversity.
Up until now there has been no native scalable solution to provide consistent notifications across Azure subscriptions for Service Health events.We’re excited to announce the release of Azure Service Health Built-In Policy (Preview), a new built-in Azure Policy designed to simplify and scale the deployment of Service Health alerts across your Azure environment.This policy enables customers to automatically deploy Service Health alerts across subscriptions, ensuring consistent visibility into platform-level issues that may impact workloads.
.مایکروسافت فبریک یک راهحل تحلیلی همهجانبه برای شرکتها است که همه چیز از جابجایی داده تا علم داده، تجزیه و تحلیل بلادرنگ و هوش تجاری را پوشش میدهد تجزیه و تحلیل مقیاس پذیر می تواند پیچیده، تکه تکه و گران باشد. با مایکروسافت فبریک، لازم نیست تمام وقت خود را صرف ترکیب خدمات مختلف از فروشندگان مختلف کنید. در عوض، میتوانید از یک محصول واحد استفاده کنید که به راحتی قابل درک، راهاندازی، ایجاد و مدیریت است. فبریک تجربیات و ابزارهای بهینه شده برای افراد را در یک رابط کاربری یکپارچه ارائه می دهد:ادامه مطلبآشنایی-با-مایکروسافت-فبریک
Azure ExpressRoute allows you to extend your on-premises network into the Microsoft cloud over a private connection made possible through a connectivity provider.ExpressRoute allows you to create a connection between your on-premises network and the Microsoft cloud in four different ways, CloudExchange Colocation, Point-to-point Ethernet Connection, Any-to-any (IPVPN) Connection, and ExpressRoute Direct.Once your ExpressRoute circuit is created and VLAN connectivity is established, the next crucial step involves setting up BGP (Border Gateway Protocol) sessions between your network and Microsoft's infrastructure.
Azure Firewall, Microsoft’s fully managed, cloud-native service, offers robust security capabilities including stateful packet inspection, advanced threat prevention, autoscaling, and centralized policy enforcement across distributed Azure environments.To further simplify policy administration, the recently introduced draft and deploy feature enables security teams to safely edit firewall policies in a staging environment and apply those changes atomically.The following CLI commands could be used to update the policy draft.
Alibaba has introduced Qwen3-MT (qwen-mt-turbo) via Qwen API, its latest and most advanced machine translation model, designed to break language barriers with unprecedented accuracy, speed, and flexibility.Trained on trillions of multilingual tokens, Qwen3-MT supports over 92 languages—covering more than 95% of the global population.Leveraging cutting-edge architecture, reinforcement learning, and rich customization options, it delivers […]
Developers are expected to build architectures that connect easily with third-party platforms, but too often, core systems are designed in isolation.The real challenge is integrating them with internal systems such as Demand Planning, Offer Management, and Employee Central.This blog post outlines a strategy centered around two foundational components: an Integration and Orchestration Layer, and a Messaging Platform.
Existing long-CoT reasoning models have achieved state-of-the-art performance in mathematical reasoning by generating reasoning trajectories with iterative self-verification and refinement.However, open-source long-CoT models depend only on natural language reasoning traces, making them computationally expensive and prone to errors without verification mechanisms.The post DualDistill and Agentic-R1: How AI Combines Natural Language and Tool Use for Superior Math Problem Solving appeared first on MarkTechPost.
Artificial intelligence research is rapidly evolving beyond pattern recognition and toward systems capable of complex, human-like reasoning.The latest breakthrough in this pursuit comes from the introduction of Energy-Based Transformers (EBTs)—a family of neural architectures specifically designed to enable “System 2 Thinking” in machines without relying on domain-specific supervision or restrictive training signals.The post Unsupervised System 2 Thinking: The Next Leap in Machine Learning with Energy-Based Transformers appeared first on MarkTechPost.
In this tutorial, we are walking through a hands-on fusion of symbolic logic and generative AI.We set up PySwip to embed a Prolog knowledge base, wrap its predicates as LangChain tools, and then wire everything into a ReAct-style agent.Along the way, we are crafting family-relationship rules, mathematical predicates like factorial, and list utilities, […]
To help you get the most out of the Viva Glint product, this July 2025 newsletter is full of need-to-knows which coincide with the last three months of platform deployments and enhancements. Now available for all tenants, Microsoft 365 global admins can control Copilot in Viva Glint availability for your organization, groups, or users in the Microsoft 365 admin center.Throughout the summer, the People Science team will be publishing a monthly blog series on new trends and insights related to People Success.
In this post, we’ll explore two effective methods for building surveys directly within Microsoft 365 Copilot Chat: using the “Create a form” feature and leveraging the innovative Survey Agent.1. Creating Surveys with “Create a Form” in Microsoft 365 Copilot ChatMicrosoft 365 Copilot Chat offers flexible and intelligent options for survey creation.
Microsoft 365 offers a robust set of tools for storing, managing, and sharing videos, making it easy to distribute engaging content across your organization.Sharing Videos from SharePoint Media LibrariesMicrosoft 365 and SharePoint make video sharing intuitive, secure, and versatile.
GitHub has introduced Spark, a groundbreaking addition to its suite of developer tools, aimed at revolutionizing the way full-stack intelligent applications are built and deployed.With Spark, available in public preview for Copilot Pro+ subscribers, developers can go from idea to a fully deployed app in minutes—all using natural language prompts and without the usual […]The post GitHub Introduces Vibe Coding with Spark: Revolutionizing Intelligent App Development in a Flash appeared first on MarkTechPost.
That’s why we’re excited to announce a series of major advancements to Auxiliary Logs, the Azure Monitor plan that is designed for high volume logs, making it more cost-effective and improving the tools for use.Auxiliary Logs works in tandem with all other Azure Monitor tools including the more powerful Basic and Analytics Logs plans.Public Preview of KQL Transformations for Auxiliary Logs
As the first Surface Laptop to feature 5G, it enables enterprise-ready AI features for deeper insights, productivity boosts, and powerful local inferencing wherever work happens.Surface Laptop 5G supports both physical Nano and eSIM for flexibility to connect from anywhere.This is the first Surface Copilot+ PC to support Intel with 5G and it comes with a choice of Intel Core Ultra 5 and 7 processors.
Although, as organizations leverage AI to enhance productivity and decision-making, risk associated with AI vulnerabilities, data exposure, attacks, and misuse have become increasing targeted.Understanding these challenges, Microsoft has approached AI security with a platform architecture approach.We discuss Microsoft’s robust AI security story, highlighting the platform approach.
Starting August 2025, Defender for Storage will update the format of error messages returned by malware scanning.The new messages will retain the SAM2592XX: codes, but use clearer, standardized wording and will no longer appear in quotes.The updated error message format for Defender for Storage malware scans will begin with high-level states such as Scan failed or Not scanned.
This month we made Local Admin Password Solution (LAPS) integration generally available for macOS automated device enrollment.The IT help desk admin retrieves the password from Intune, completes their tasks, rotates the password, and returns the device without compromising security.The timing of this new capability is particularly important because Apple announced at WWDC that MDM software updates will be deprecated with the Apple OS 26 releases in 2025.
We’re pleased to announce that the Azure Virtual Desktop metadata database is now available in the Korea Central region.By extending regional availability, we continue to enhance Azure Virtual Desktop’s performance, support data residency, and meet compliance requirements across more markets.Get started with configuring your Azure Virtual Desktop environment in Korea Central, visit the Data Locations for Azure Virtual Desktop documentation to learn more.
We are excited to announce the general availability of Azure CNI Pod Subnet - Static Block Allocation – a networking solution that transforms how you scale Azure Kubernetes Service (AKS) clusters! This long-awaited feature is now here, providing enterprise-grade flat networking for clusters in unprecedented capacity.Azure CNI Pod Subnet - Static Block Allocation revolutionizes AKS networking by expanding cluster capacity from 65K to 1M pods – a game-changing 15x increase that eliminates traditional scaling barriers. Azure CNI Pod Subnet - Static Block Allocation enables VNet-routed IP addresses that can scale to over 1M pods, providing the simplicity and low latency of a flat network.
At Surface, we are improving the security and reliability of Surface devices and drivers and raising the security bar for the entire Windows ecosystem by embracing Rust, a modern programming language designed with memory safety at its core.The impact of the Rust Windows Drivers platformwindows-drivers-rs is a Microsoft open-source project focused on enabling Windows driver development using the Rust programming language.
Automate and streamline bulk metadata updates in Microsoft Purview Data Map using serverless Azure Functions.Purview API with Secure AccessMetadata updates are processed in bulk using the REST API, authorized by a Managed Identity token.By combining Azure Functions, Microsoft Purview REST API, and Managed Identity, you can build a secure, scalable, and automated solution for bulk metadata updates.
Introduction Wearable devices are transforming health monitoring by enabling continuous collection of physiological and behavioral signals such as heart rate, activity, temperature, and skin conductance.However, the real-world data that these devices generate is highly prone to missingness due to sensor failures, device removal, charging, motion artifacts, battery-saving modes, and other interruptions.The post Google Researchers Introduced LSM-2 with Adaptive and Inherited Masking (AIM): Enabling Direct Learning from Incomplete Wearable Data appeared first on MarkTechPost.
A discussion on Model Context Protocol:Part 3 - A demo of MCP — including how to configure it so anyone can run itThe Coding Agent is an autonomous, AI-powered software development agent integrated into GitHub.
Model Context Protocol (MCP) servers have fast become a backbone for scalable, secure, and agentic application integrations, especially as organizations seek to expose their services to AI-driven workflows while keeping developer experience, performance, and security intact.Here are seven data-driven best practices for building, testing, and packaging robust MCP servers.The post 7 MCP Server Best Practices for Scalable AI Integrations in 2025 appeared first on MarkTechPost.
Visual reasoning tasks challenge artificial intelligence models to interpret and process visual information using both perception and logical reasoning.These tasks span a wide range of applications, including medical diagnostics, visual math, symbolic puzzles, and image-based question answering.The post This AI Paper Introduces PyVision: A Python-Centric Framework Where AI Writes Tools as It Thinks appeared first on MarkTechPost.
Multimodal foundation models (MFMs) like GPT-4o, Gemini, and Claude have shown rapid progress recently, especially in public demos.While their language skills are well studied, their true ability to understand visual information remains unclear.Most benchmarks used today focus heavily on text-based tasks, such as VQA or classification, which often reflect language strengths more than […]
Introduction: The Challenge of Synthesizable Molecule Generation In modern drug discovery, generative molecular design models have greatly expanded the chemical space available to researchers, enabling rapid exploration of new compounds.Yet, a major challenge remains: many AI-generated molecules are difficult or impossible to synthesize in the laboratory, limiting their practical value in pharmaceutical and chemical development.The post SYNCOGEN: A Machine Learning Framework for Synthesizable 3D Molecular Generation Through Joint Graph and Coordinate Modeling appeared first on MarkTechPost.
In this tutorial, we are excited to introduce the Advanced PubMed Research Assistant, which guides you through building a streamlined pipeline for querying and analyzing biomedical literature.In this tutorial, we focus on leveraging the PubmedQueryRun tool to perform targeted searches, such as “CRISPR gene editing,” and then parse, cache, and explore those results.The post A Code Implementation to Efficiently Leverage LangChain to Automate PubMed Literature Searches, Parsing, and Trend Visualization appeared first on MarkTechPost.
We’re excited to announce a variety of new features for Viva Insights, which include a unified experience for accessing the Copilot Dashboard and advanced analysis tools in the new Viva Insights web app, and newly available Power BI reports for measuring Copilot Studio agents adoption and impact and employee learning.With the public preview launch of the Copilot Studio agents report, customers can now understand the adoption and impact of custom agents built using Microsoft Copilot Studio, and measure agent-driven productivity gains and user satisfaction.That’s why we’re excited to introduce the Learning Culture report in Viva Insights—a new Power BI template designed to help HR professionals and business leaders measure and foster a culture of continuous learning across their organizations.
Spark empowers developers, builders, and dreamers —— to build and ship intelligent apps from prototype to production using natural language, visual controls, targeted edits, or code.It’s deeply integrated into the GitHub platform and Microsoft ecosystem, enabling users to build quickly and securely.Build your way: Use natural language, visual editing controls, or code with GitHub Copilot code completions at your fingertips to iterate on your ideas.
Introduction Amazon researchers have released Mitra, a cutting-edge foundation model purpose-built for tabular data.Unlike traditional approaches that tailor a bespoke model for every dataset, Mitra harnesses the power of in-context learning (ICL) and synthetic data pretraining, achieving state-of-the-art performance across tabular machine learning benchmarks.Integrated into AutoGluon 1.4, Mitra is designed to generalize robustly, offering a transformative […]
In version v1.34.0, we’ve focused this release on deepening GitHub Copilot Agent Mode, improving connection clarity through color-coded indicators, making local container workflows more flexible, enhancing the Schema Designer, and solving bugs across the experience.What’s new in MSSQL extension for VS Code v1.34You can now assign custom colors to your connections and instantly recognize them in the VS Code status bar.
We are proud to announce the general availability of Microsoft Connected Cache on July 23, 2025, to Enterprise and Education organizations.Microsoft Connected Cache for Enterprise and Education is available to all organizations with Windows Enterprise (E3, E5, and F3) or Windows Education (A3 and A5) entitlements, or a more comprehensive Microsoft 365 subscription.Connected Cache complements Delivery Optimization peer-to-peer as a dedicated software caching solution that can be deployed within your network.
The Microsoft Copilot specialization showcases your expertise providing consulting and professional services around Copilot.The Microsoft Copilot specialization demonstrates your experience and capabilities with Copilot, including Microsoft 365 Copilot, Copilot Chat, Copilot Studio, and agents.Explore AI Advisory Services for Microsoft Copilot.
The Microsoft Copilot specialization demonstrates your experience and capabilities with Copilot, including Microsoft 365 Copilot, Copilot Chat, Copilot Studio, and agents.Explore AI Advisory Services for Microsoft Copilot. If your organization has already attained one or more of these designations, please review the Microsoft Copilot specialization criteria—which include performance metrics, skilling requirements, and customer references—and begin to work toward meeting them.
Introducing Microsoft 365 Copilot Search, available as a dedicated module within the Microsoft 365 Copilot app, accessible across desktop, web, and mobile platforms.Microsoft 365 Copilot Search leverages the power of artificial intelligence to simplify and accelerate your search for valuable insights when you need information in a pinch.Microsoft 365 Copilot Search is available through the Microsoft 365 Copilot app.
We’re excited to announce the General Availability (GA) of RDP Multipath for both Azure Virtual Desktop (AVD) and Windows 365.This new feature dynamically evaluates multiple network paths between your physical device and Cloud PC or session host to help to maintain seamless connectivity and minimize the risk of disconnections.RDP Multipath is being rolled out in phases across Azure Virtual Desktop and Windows 365. Until the rollout is complete, the feature may not be available across all connections. Each phase is guided by quality benchmarks to ensure a stable and reliable experience as deployment expands.
Always-on Diagnostics for Endpoint DLP is our answer, and it's now available in public preview for Windows Endpoints.Always-on Diagnostics represents a fundamental shift from reactive troubleshooting to proactive intelligence.Always-on Diagnostics is available in public preview for all Microsoft Endpoint DLP customers.
Below we outline recent best practices, including how Microsoft’s NLWeb project fits in, and other emerging standards to make your site "agent-ready."NLWeb essentially lets you turn your website into a conversational AI app.Conversational Interface for Your Site: NLWeb allows you to deploy a natural language query interface on top of your site’s data.
This session will spotlight the Employee Home Experience—a personalized, mobile-first dashboard in Microsoft Teams that brings together everything your frontline teams need in one place: tasks, news, announcements, and company resources.See how the Home Experience, powered by Viva Connections makes frontline employee experience seamless through a ‘Day in the life of a store associate.Companies like American Airlines, Domino’s, Conagra, and BASF are already transforming their frontline experience with Teams—boosting connectivity, streamlining operations, and increasing engagement.
We’re excited to announce the general availability of workspaces and workspace gateways in the Premium v2 tier of Azure API Management!Premium v2 tier remains in preview at the time of this announcement.Workspaces enable management and governance of APIs at scale.
Machine learning projects can be as exciting as they are challenging.
داینامیکس 365 مجموعهای از برنامههای تجاری هوشمند است که کارایی عملیاتی برتر و تجربیات مشتری را به دست میآورد که به کسبوکارها امکان میدهد بدون افزایش هزینهها، چابکتر شوند و پیچیدگی را کاهش دهند. به شما کمک میکند کل کسب و کار خود را اداره کنید و از طریق بینشهای پیشبینیکننده و مبتنی بر هوش مصنوعی، نتایج بهتری ارائه دهید. برنامههای داینامیکس 365 برای کار با یکدیگر – و با سیستمهای موجود شما – برای راهحلی جامع ساخته شدهاند که کل تجارت شما را به هم متصل میکند. بنابراین شما با هر مشتری ارتباط برقرار می کنید:ادامه مطلبآشنایی با Dynamics 365 – MSFarsi |Microsoft MSFarsi Community
Introduction: The Rising Need for AI Guardrails As large language models (LLMs) grow in capability and deployment scale, the risk of unintended behavior, hallucinations, and harmful outputs increases.The recent surge in real-world AI integrations across healthcare, finance, education, and defense sectors amplifies the demand for robust safety mechanisms.The post AI Guardrails and Trustworthy LLM Evaluation: Building Responsible AI Systems appeared first on MarkTechPost.
In this blog we provide a practical guide for transitioning agentic AI projects from research to production.In part one we will explore how to effectively design agentic AI systems - AI agents that can reason over and generate unstructured data - by emphasizing the importance of clearly defining the problem and understanding why AI is needed.Agentic AI: a paradigm where autonomous agents, powered by large language models (LLMs), collaborate to reason over unstructured data and generate meaningful outcomes.
Integrating Azure Function Apps into your Azure Data Factory (ADF) workflows is a common practice.To enhance security beyond the use of function API keys, leveraging managed identity authentication is strongly recommended.Given the fact that many existing guides were outdated with recent updates to Azure services, this article provides a comprehensive, up-to-date walkthrough on configuring managed identity in ADF to securely call Function Apps.
In Azure App Service, we provide ability to capture Java thread dump of your Java application by using "Diagnostic & Solve Problem".We can do the same by capturing the thread dump from kudu console in Windows App Service.Now you can find and download the java thread dump files from the same folder.
Introduction Qwen has unveiled Qwen3-Coder-480B-A35B-Instruct, their most powerful open agentic code model released to date.With a distinctive Mixture-of-Experts (MoE) architecture and comprehensive agentic coding capabilities, Qwen3-Coder not only sets a new standard for open-source coding models but also redefines what’s possible for large-scale, autonomous developer assistance.Model Architecture and Specifications Key Features Mixture-of-Experts Design The […]
In this edition of Community Spotlight, we're highlighting some outstanding contributions from the Microsoft communities.Nicola has created and been maintaining a Hub and Spoke playground repository.nicolgit/hub-and-spoke-playgroundA collection of BICEP/ARM templates that deploys on Azure a hub & spoke net topology aligned with Microsoft Enterprise scale landing zone ref architecture to use as a playground for testing and studying.
Generative AI tools like Microsoft Copilot and other advanced chat-based AIs are not just products.They’re a profound shift in how we interact with information.From Point-and-Click to Just Ask
The Allure and The Hype Vibe coding—constructing applications through conversational AI rather than writing traditional code—has surged in popularity, with platforms like Replit promoting themselves as safe havens for this trend.The promise: democratized software creation, fast development cycles, and accessibility for those with little to no coding background.A Look at the Replit Fiasco appeared first on MarkTechPost.
In this tutorial, we begin by setting up a compact yet capable AI agent that runs smoothly, leveraging Hugging Face transformers.We integrate dialog generation, question‑answering, sentiment analysis, web search stubs, weather look‑ups, and a safe calculator into a single Python class.As we progress, we install only the essential libraries, load lightweight models that respect […]
A search job is an asynchronous query that runs on any data in your Log Analytics workspace, including data from the long-term retention, making the results available for further queries in a new Analytics table within your workspace.To efficiently search massive datasets, Search Job divides queries into smaller time-based segments, processes them in parallel, and returns the results. With the new Search Job experience, scanning through massive volumes of logs is now fast, simple, and intuitive.
Azure Communication Services (ACS) now solves that with Identities with Custom IDs.This new feature allows developers to associate ACS-generated identities with custom application-defined identifiers (like emails or usernames).These custom identifiers make it easy to recognize and reuse an ACS user identity across multiple sessions — enabling smoother experiences, stronger data consistency, and more intelligent engagement across the entire customer journey.
Microsoft 365 Business Premium is our comprehensive productivity and security solution designed for small and medium-sized businesses (up to 300 users).We’re excited to announce that starting late August 2025, Microsoft 365 Business Premium customers will be eligible to purchase Microsoft 365 E5 Compliance as an add-on, bringing enterprise-grade capabilities to Microsoft 365 Business Premium customers, helping small and medium-sized businesses manage risk, protect sensitive data, and simplify compliance, all within a unified Microsoft experience. E5 Compliance is available for purchase as an add-on to Microsoft 365 Business Premium in late August 2025.
Building effective AI agents means more than just picking a powerful language model.As the Manus project discovered, how you design and manage the “context” – the information the AI processes to make decisions – is paramount.This “context engineering” directly impacts an agent’s speed, cost, reliability, and intelligence.
We are pleased to announce that Azure VMware Solution is now available in Spain Central.Now in 35 Azure regions, Azure VMware Solution empowers you to seamlessly extend or migrate existing VMware workloads to Azure without the cost, effort or risk of re-architecting applications or retooling operations. We recently announced the VMware Rapid Migration Plan, where Microsoft provides a comprehensive set of licensing benefits and programs to give you price protection and savings as you migrate to Azure VMware Solution.
In April 2025, the White House Office of Science and Technology Policy released over 10,000 public comments in response to its AI Action Plan.These comments—ranging from a few words to over 40,000—offer a rare and powerful snapshot of how Americans feel about the future of artificial intelligence.In my final Blog Post, I’ll show how to bring these insights to life for end users—embedding them into Microsoft 365 Copilot as a custom agent that empowers policy analysts to explore, query, and act on public feedback in real time.
Windows 11, version 24H2 (KB5062660), introduces two major advancements that strengthen system resilience and minimize downtime: a redesigned user experience for unexpected restarts and the general availability of quick machine recovery.With Windows 11, version 24H2, we’re introducing a more streamlined user interface for unexpected restarts that’s more than just a color change.The new UI for unexpected restarts is now generally available for all devices on Windows 11, 24H2.
This blog focuses on the technical capabilities that make these devices ready for business and highlights how Surface is evolving to meet the needs of commercial customers.Surface Laptop 5G for Business brings together support for fast, reliable 5G, built-in AI acceleration, and modern management in a sleek Copilot+ PC designed for work on the move.Surface Laptop 5G features Microsoft’s first custom-designed 5G module, delivering exceptional RF performance in an ultra-compact form factor. It features six 5G antennas with an integrated Global Navigation Satellite System (GNSS) antenna, including Global Positioning System (GPS), Galileo, Baidu, Quasi-Zenith Satellite System (QZSS), and Navigation with Indian Constellation (NavIC). The antennas were implemented using advanced tunable architecture in the metal chassis, incorporating innovative matching topology that ensures efficient impedance matching across a wide frequency spectrum.
JJ Foodservice, one of the UK’s largest foodservice wholesalers, teamed up with Appvia to modernize infrastructure, improve agility, and expand cloud capabilities with a scalable, secure Azure foundation.This London-based cloud-native consultancy and Microsoft Solutions Partner has been helping organizations navigate these challenges since becoming a Microsoft partner in 2020.Together, Appvia and JJ Foodservice delivered a full-scale Azure migration in just six weeks, creating a secure foundation for growth and unlocking long-term value across the business.
The Skilling Hub is a unified platform that brings together all GPS partner skilling resources—Microsoft Titan Skilling Academy, LevelUp, GPS Skilling Hub, SureStep, AI Partner Training Days, and regional events—into one seamless experience.This centralized, global learning portal is designed to help partner sales professionals boost their skills and close more deals through structured, role-based training.Launched on June 1, 2025, its first module, “Sales Titan: Threat Protection,” focuses on Microsoft 365 E5 Security and offers on-demand training, certifications, and resources to support confident customer conversations.
In this post you’ll get highlights from the past 13 episodes of Talking Postgres, shared in reverse chronological order.Podcast listening in the US has grown from 170 million hours a week in 2015 to over 770 million hours per week in 2025.In this episode, Peter Farkas shared the origin story of FerretDB, an open source MongoDB alternative that first became an idea at 16,000 feet at the Himalayan K2 base camp.
Drasi, an open-source Data Change Processing Platform, simplifies the creation of change-driven systems because it provides a consistent way of thinking about, detecting, and reacting to change.Central to Drasi is the Continuous Query Pattern, implemented using the openCypher graph query language.Drasi revolutionizes this process with the Continuous Query Pattern and powerful functions like "trueFor" and "trueLater", enabling developers to build responsive, scalable systems with ease.
We’ve reached yet another milestone in Excel for the web: Power Query Refresh is now generally available for queries sourcing data from selected authenticated data sources.As we released the ability to refresh Power Query data from anonymous data sources (link), it was only a matter of time until we added the ability to refresh Power Query data from authenticated data sources, which are the majority of data sources used, and require users to enter credentials.You can now view and manage data source credentials for the Power Query queries in your workbook using Data Source Settings:
In today’s rapidly evolving threat landscape, organizations need threat intelligence (TI) that is woven seamlessly into every step of their security operations—delivered exactly when and where it matters most.That’s why Microsoft is converging Microsoft Defender Threat Intelligence (MDTI) directly into Defender XDR and Microsoft Sentinel, which will provide world-class, real-time TI within a unified SecOps experience at no additional cost.The convergence of MDTI value into Microsoft Sentinel and Defender XDR will take place over the course of several months and be completed by the first half of next year.
This article describes the pricing for the new Microsoft Sentinel data lake billed components in preview.See What is Microsoft Sentinel data lake (preview) to learn more about the data lake, or the Microsoft Sentinel pricing page for an overview of Microsoft Sentinel pricing.Starting August 4, 2025, refer to the Microsoft Sentinel pricing page for current pricing within your relevant region.
For this volume, 309 new offers successfully met the onboarding criteria and went live.This extension adds three new API queries to the General Ledger Entries table, exposing fields like vendor name and customer name for advanced reporting.Review Management from FM IT ApS is an extension for Microsoft Dynamics 365 Business Central that streamlines your review collection process by automatically sending personalized email invitations to your customers after a successful sale.
Microsoft Sentinel data lake enables a fully managed, cloud-native, data lake that is purposefully designed for security, right inside Sentinel.Built on a modern lake architecture and powered by Azure, Sentinel data lake simplifies security data management, eliminates security data silos, and enables cost-effective long-term security data retention with the ability to run multiple forms of analytics on a single copy of that data.Additionally, as part of the public preview, we are also releasing a new Sentinel Visual Studio Code extension that enables security teams to easily connect to the same data lake data and use Python notebooks, as well as spark and ML libraries to deeply analyze lake data for anomalies.
To address this, we present a modular evaluation framework for the Healthcare Agent Orchestrator, designed to support fine-grained, clinical grounded assessment across both deployed clinical workflows and simulated scenarios.Central to our framework is TBFact, a domain specific factuality metric that evaluates agent outputs based on three key criteria: factual inclusion, factual distortion, and factual omission.Poor tolerance to lomustine is reported, but specific side effects are not listed in the reference summary.
In this article, you will learn: • how Scikit-LLM integrates large language models like OpenAI's GPT with the Scikit-learn framework for text analysis.
The global proxy market is experiencing rapid expansion in 2025, with the industry estimated to be valued at $2.5billion and exhibiting a robust growth rate of 18% compound annual growth rate (CAGR) driven by booming demand for residential proxies, real-time data collection for AI, and the rise of cloud-based proxy services.AI-powered use cases are now […]The post Top 15+ Most Affordable Proxy Providers 2025 appeared first on MarkTechPost.
Each post answers a real question from the community with simple, practical guidance to help you build smarter agents.These models are maintained by the GitHub team and run entirely on GitHub’s infrastructure, so you don’t need to bring your own API key or worry about usage fees.Run a Local Model
Introduction Vibe Coding is redefining the software landscape by harnessing artificial intelligence to make code creation faster, more intuitive, and accessible to virtually anyone.In 2025, this trend has moved from buzzword to mainstream, ushering in a new era where software projects ride on creativity and natural language—“the vibe”—not just technical know-how.The post The Ultimate Guide to Vibe Coding: Benefits, Tools, and Future Trends appeared first on MarkTechPost.
As generative AI adoption accelerates, more professionals are recognizing the limitations of basic Retrieval-Augmented Generation (RAG).Therefore, this article focuses on the approach of building a custom orchestrator in-house and introduces methods for internalizing Deep Research capabilities.This research systematically reviews the latest trends, system architectures, and results of five Japanese companies (NEC, Panasonic Connect, Fujitsu, KDDI, and Panasonic Holdings) that have published official case studies involving the use of Azure AI/OpenAI Service with multi-agent collaboration.
This post is divided into five parts; they are: • Preparing the Dataset for Training • Implementing the Seq2Seq Model with LSTM • Training the Seq2Seq Model • Using the Seq2Seq Model • Improving the Seq2Seq Model In
WrenAI is an open-source Generative Business Intelligence (GenBI) agent developed by Canner, designed to enable seamless, natural-language interaction with structured data.It targets both technical and non-technical teams, providing the tools to query, analyze, and visualize data without writing SQL.All capabilities and integrations are verified against the official documentation and latest releases.
As part of an upcoming industry-wide change, DigiCert, the Certificate Authority (CA) for Azure App Service Managed Certificates (ASMC), is required to migrate to a new validation platform to meet multi-perspective issuance corroboration (MPIC) requirements. However, if you need to limit access to your app, then you must acquire your own SSL certificate and add it to your site.Action: Add a custom domain to your app and point the custom domain to your *.trafficmanager.net domain.
Azure Linux 2.0 will reach its End of Life (EOL) in July 2025Starting with the Azure Local 2507 release, Azure Kubernetes Service enabled by Azure Arc will ship Azure Linux 3.0 images for all supported Kubernetes versions. This change applies to all AKS enabled by Azure Arc deployments, as we have used Azure Linux 2.0 as the base image in the past.Approximately every three years Azure Linux releases a new version of its operating system with upgrades to major components.
Autoregressive video generation is a rapidly evolving research domain.It focuses on the synthesis of videos frame-by-frame using learned patterns of both spatial arrangements and temporal dynamics.The post This AI Paper from Alibaba Introduces Lumos-1: A Unified Autoregressive Video Generator Leveraging MM-RoPE and AR-DF for Efficient Spatiotemporal Modeling appeared first on MarkTechPost.
A major update is coming to SC-401T00: Information Security Administrator on August 8.The current learning path “Protect data in AI environments with Microsoft Purview” will be retired and replaced with a newly structured path titled:"Secure AI interactions and environments with Microsoft Purview"
Get ready to elevate your FY26 go-to-market (GTM) strategies with the Microsoft Partner Power Hour—a three-part, interactive webinar series.Each session is designed to deliver real-world strategies you can immediately apply to drive results.Register anyway—recordings of each webinar will be available on demand.
Azure Accelerate is a unified offering within the Microsoft AI Cloud Partner Program.It brings together Azure Migrate and Modernize, Azure Innovate, and Cloud Accelerate Factory and is built on the foundation of Azure Essentials.* Eligible partners can register for the August 5 webinar, “Solution and Services Assessments with Dr Migrate” to learn more about how to utilize this key resource.
Google recently implemented changes in May 2025 which require Android 13 or above devices to need hardware-backed security signals and a security patch released in the past 12 months to meet the strong integrity verdict.However, Microsoft Intune will also enforce the strong integrity requirements by September 30, 2025.By configuring the setting Schedule (days after noncompliance), also known as a ‘grace period’, devices which don’t meet the minimum patch level won’t be blocked immediately.
We’re announcing the general availability of linkable token identifiers, which let you trace a user’s session across workloads from a specific authentication event.In Microsoft Defender XDR (shown here), authentication requests can now be linked with Microsoft Graph actions, allowing SOCs to trace malicious activity through session IDs.Track and investigate identity activities with linkable identifiers in Microsoft Entra |
The Department of Defense's (DoD) Cybersecurity Maturity Model Certification (CMMC) program officially went into effect on December 16, 2024, and it kicked off with a bang.Similarly, if you have an implementation documented in your SSP but you cannot demonstrate that control is in place in accordance with the assessment methodology, you will not pass.As a CMMC Advisor and Lead CCA at Redspin, a Microsoft partner and Authorized C3PAO, Robert helps defense contractors prepare for and achieve CMMC certification—enabling them to win and maintain Department of Defense contracts.
Use Cameo to embed a live camera feed of yourself directly into your slides.On the Slide Show tab, select Rehearse with Coach, and follow the prompts.Just highlight your bullet list, select Home > Convert to SmartArt, and pick a layout that fits your message - like a process, cycle, or hierarchy.
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.
We are thrilled to announce the availability of the Teams Q&A Export API in Microsoft Graph Beta: Use the Microsoft Graph API to work with Microsoft Teams. It enables programmatic access to Q&A content across Microsoft Teams meetings, webinars, and town halls, addressing a key need for data portability and cross-platform interoperability of question & answer (Q&A) conversations messages for a tenant.The new Export API, the API returns a just-in-time snapshot of all Q&A activity in JSON format.
After presenting their example app’s search system architecture, they then demonstrated the app, which uses only Azure and Elasticsearch to create a real estate property hybrid search app.The example app combines the vector database-powered search engine of Elasticsearch with Azure OpenAI and Azure Maps to create a search app that can find properties, within the example dataset, from user queries that are super specific or super vague.The .NET Blazor example app uses a RAG-based search architecture in which Elastic is the grounding data source combined with Azure OpenAI as the LLM chat service that handles search orchestration.
In this blog post, we'll explore how to use Copilot Agent in Visual Studio Code (VSCode) to build an Open OnDemand application that submits Slurm jobs in a CycleCloud Workspace for Slurm (CCWS) environment.To create an Open OnDemand app that submits Slurm jobs in a CCWS environment, you can use Copilot Agent in VSCode to streamline the development process.By combining the power of Copilot Agent in VSCode with Open OnDemand and CycleCloud Workspace for Slurm, you can build user-friendly HPC applications that streamline job submission and resource management.
When you deploy AKS, you deploy the control plan, which is managed by Microsoft, and one or more node pools, which contain the worker nodes used to run your Kubernetes workloads.However, there are some scenarios where you do need to make changes to the underlying node configuration to be able to handle the workloads you need to run.Elasticsearch has a requirement where it needs to increase the limit on mmap count, due to the way it uses "mmapfs" for storing indices.
MDVM is aware of active attacks targeting on-premises SharePoint Server customers:In this blog post, we will show you how to effectively manage these CVEs if your organization is affected by it.By combining rapid patching, AMSI enforcement, double MachineKey rotation, and MDVM’s exposure insights, defenders can drastically reduce the blast radius of these SharePoint attacks.
If your powershell script depends on Az Module, then the logic app will try to download and install the Az Module within the runtimeIn some cases, when the logic app is VNET integrated (has NSG, or routed to Virtual Appliance), or hosted within internal ASE, the logic app will be unable to reach the needed Powershell endpoints, and the download would fail, and the action would fail with below errorTo resolve this, assure that the NSG, Firewall, or Virtual appliance allows the logic app to reach the mentioned endpoints.,
Introduction As large language models (LLMs) advance in software engineering tasks—ranging from code generation to bug fixing—performance optimization remains an elusive frontier, especially at the repository level.To bridge this gap, researchers from TikTok and collaborating institutions have introduced SWE-Perf—the first benchmark specifically designed to evaluate the ability of LLMs to optimize code performance in […]The post TikTok Researchers Introduce SWE-Perf: The First Benchmark for Repository-Level Code Performance Optimization appeared first on MarkTechPost.
The Allen Institute for Artificial Intelligence (AI2) has introduced AutoDS (Autonomous Discovery via Surprisal), a groundbreaking prototype engine for open-ended autonomous scientific discovery.Distinct from conventional AI research assistants that depend on human-defined objectives or queries, AutoDS autonomously generates, tests, and iterates on hypotheses by quantifying and seeking out “Bayesian surprise”—a principled measure of genuine […]The post Allen Institute for AI-Ai2 Unveils AutoDS: A Bayesian Surprise-Driven Engine for Open-Ended Scientific Discovery appeared first on MarkTechPost.
In this tutorial, we delve into the creation of an intelligent Python-to-R code converter that integrates Google’s free Gemini API for validation and improvement suggestions.We start by defining the conversion logic, mapping Python functions, libraries, and syntactic patterns to their closest R equivalents.Then, we leverage Gemini AI to assess the quality of our […]
While performance analyzer is run locally on the system to collect Microsoft Defender Anti-Virus performance details , in this document we are describing on running the performance analyzer from MDE Live Response console.The following PowerShell script records Microsoft Defender performance for 60 seconds and saves the output to a temporary file:This document outlines the use of MDE Live Response and PowerShell scripting for performance diagnostics.
However, a critical dimension remains underexplored: memory—the capacity of agents to persist, recall, and reason over user-specific information across time.Without persistent memory, most LLM-based agents remain stateless, unable to build context beyond a single prompt, limiting their usefulness in […]The post MIRIX: A Modular Multi-Agent Memory System for Enhanced Long-Term Reasoning and Personalization in LLM-Based Agents appeared first on MarkTechPost.
Generative reward models, where large language models (LLMs) serve as evaluators, are gaining prominence in reinforcement learning with verifiable rewards (RLVR).These models are preferred over rule-based systems for tasks involving open-ended or complex responses.Instead of relying on strict rules, LLMs compare a candidate response to a reference answer and generate binary feedback.
کسب و کارهای مدرن بر اساس داده ها کار می کنند. روزانه، کاربران وظایفی مانند وارد کردن زمان خود برای حقوق و دستمزد، انجام وظایف بر مبنای فرآیندهای موجود، یا استفاده از دادهها برای تصمیمگیریهای مربوط به کسبوکار را انجام میدهند. در دنیای مبتنی بر فناوری ما، کاربران میتوانند به اطلاعات دست یابند و با دادهها تعامل داشته باشند، در حالی که وظایف شغلی ساده یا تکراری را خودکار میکنندمایکروسافت پاور پلتفرم به کسب و کارها امکان میدهد راهحلهایی متناسب ایجاد کنند و در عین حال به آنان قدرت میدهد تا فناوری های سفارشیسازی شده را متحد کنند تا به همه افراد سازمان کمک شده و کسبوکار را با بینشی مبتنی بر داده هدایت کنند:ادامه مطلبآشنایی با مایکروسافت پاور پلتفرم – MSFarsi |Microsoft MSFarsi Community
The Model Context Protocol (MCP), open-sourced by Anthropic in November 2024, has rapidly become the cross-cloud standard for connecting AI agents to tools, services, and data across the enterprise landscape.Since its release, major cloud vendors and leading AI providers have shipped first-party MCP integrations, and independent platforms are quickly expanding the ecosystem.The post Model Context Protocol (MCP) for Enterprises: Secure Integration with AWS, Azure, and Google Cloud- 2025 Update appeared first on MarkTechPost.
The system replicates a developer's workflow by autonomously launching VS Code, configuring the environment, and generating code via GitHub Copilot Agent mode.Limitations:With pyautogui, the App on which the automation needs to be done has to be on the foreground.It cannot choose a particular app from amongst other apps on the Desktop to monitor the visual state.
NVIDIA AI has introduced OpenReasoning-Nemotron, a family of large language models (LLMs) designed to excel in complex reasoning tasks across mathematics, science, and code.This model suite—comprising 1.5B, 7B, 14B, and 32B parameter versions—has been distilled from the 671B DeepSeek R1 0528 model, capturing its high-level reasoning capabilities in significantly smaller and more efficient models.The post NVIDIA AI Releases OpenReasoning-Nemotron: A Suite of Reasoning-Enhanced LLMs Distilled from DeepSeek R1 0528 appeared first on MarkTechPost.
Over the past decade, deep learning has revolutionized artificial intelligence, driving breakthroughs in image recognition, language modeling, and game playing.Yet, persistent limitations have surfaced: data inefficiency, lack of robustness to distribution shifts, high energy demand, and a superficial grasp of physical laws.As AI adoption deepens into critical sectors—from climate forecasting to medicine—these constraints […]
In this tutorial, we guide you through the design and functionality of AsyncConfig, a modern, async-first configuration management library for Python.We build it from the ground up to support powerful features, including type-safe dataclass-based configuration loading, multiple configuration sources (such as environment variables, files, and dictionaries), and hot reloading using watchdog.The post Building a Modern Async Configuration Management System with Type Safety and Hot Reloading appeared first on MarkTechPost.
A team of researchers from University of Liverpool, Huawei Noah’s Ark Lab, University of Oxford and University College London presents a report explaining Deep Research Agents (DR agents), a new paradigm in autonomous research.These systems are powered by Large Language Models (LLMs) and designed to handle complex, long-horizon tasks that require dynamic reasoning, adaptive […]The post Deep Research Agents: A Systematic Roadmap for LLM-Based Autonomous Research Systems appeared first on MarkTechPost.
Handling extremely long documents remains a persistent challenge for large language models (LLMs).Even with techniques such as length extrapolation and sparse attention, models often suffer from performance degradation and high computational costs.To address this, researchers from ByteDance Seed and Tsinghua University introduce MemAgent, a reinforcement learning-based memory agent designed to enable long-context processing […]
What is an AI Agent?An AI Agent is an autonomous software system that can perceive its environment, interpret data, reason, and execute actions to achieve specific goals without explicit human intervention.The post The Definitive Guide to AI Agents: Architectures, Frameworks, and Real-World Applications (2025) appeared first on MarkTechPost.
In this tutorial, we build a complete multi-agent research team system using LangGraph and Google’s Gemini API.We utilize role-specific agents, Researcher, Analyst, Writer, and Supervisor, each responsible for a distinct part of the research pipeline.Together, these agents collaboratively gather data, analyze insights, synthesize a report, and coordinate the workflow.
Personalized recommendations have become a vital component of many digital systems, aiming to surface content, products, or services that align with user preferences.The process relies on analyzing past behavior, interactions, and patterns to predict what users are likely to find relevant.The post This AI Paper Introduces ARAG: A Multi-Agent RAG Framework for Context-Aware and Personalized Recommendations appeared first on MarkTechPost.
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