Latest News in the category AI
A news aggregator from various RSS feeds, like technology, gaming, development and general news sites.
How to Build a QwenPaw Agent Workspace with Custom Skills, Model Providers, Console Access, and Streaming API Testing
In this tutorial, we implement a QwenPaw workflow that provides a practical environment for building and testing an agent-powered assistant.We install and initialize QwenPaw, configure its working directory, set up authentication, connect optional model providers via Colab secrets, and create a structured workspace with custom skills and local knowledge files.The post How to Build a QwenPaw Agent Workspace with Custom Skills, Model Providers, Console Access, and Streaming API Testing appeared first on MarkTechPost.
13/06/2026
Anthropic Disables Claude Fable 5 and Mythos 5 After US Government Order
shutdown followed a US government export control directive citing national security authorities. All other Anthropic models, including Opus 4.8, remain available. The post Anthropic Disables Claude Fable 5 and Mythos 5 After US Government Order appeared first on MarkTechPost.
13/06/2026
Moonshot AI Releases Kimi K2.7-Code: a Coding Model Reporting +21.8% on Kimi Code Bench v2 Over K2.6
Moonshot AI has open-sourced Kimi K2.7-Code under a Modified MIT license.It is a coding-focused, agentic model built on Kimi K2.6, with a 256K context window and roughly 30% lower reasoning-token usage.Moonshot reports gains over K2.6 on six benchmarks, including +21.8% on Kimi Code Bench v2.
13/06/2026
A Coding Implementation on Spatial Graph Neural Networks for Urban Function Inference Using city2graph, OSMnx, and PyTorch Geometric
We build an end-to-end spatial graph learning pipeline using city2graph.We collect urban POI and street network data from OpenStreetMap, with a synthetic fallback for reliability.We then build heterogeneous and homogeneous graphs, convert them to PyTorch Geometric, and train a GraphSAGE model to predict POI categories from spatial structure.
13/06/2026
Title Plan Update - June 12, 2026
📁June 12, 2026 - Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan.
12/06/2026
DLP for Copilot Prompts: How to Stop Sensitive Data From Leaving Your Tenant
Copilot's web grounding sends prompts out to Bing Search when it needs more context to answer a question.Microsoft's answer was to extend Purview's data loss prevention into Copilot prompts, giving IT teams the proactive controls they've been asking for.Copilot still answers, but tells the user it can't use web search because of the org's security policy.
12/06/2026
Google Releases Gemini-SQL2: Gemini 3.1 Pro Text-to-SQL Scores 80.04% on BIRD Single-Model Leaderboard
We look at Gemini-SQL2, the text-to-SQL capability Google Research announced on June 12, 2026.Powered by Gemini 3.1 Pro, it posted 80.04% execution accuracy on the BIRD single-model leaderboard.We also cover use cases and a schema-grounded implementation pattern.
12/06/2026
mssql-python 1.9.0: Row-friendly Bulk Copy, smarter NULL parameters, and a more portable wheel
We just shipped mssql-python 1.9.0, the official Microsoft SQL driver for Python.This release focuses on day-to-day ergonomics for data loading, a long-standing correctness gap around NULL parameter binding, and a build change that makes the published wheels work on clean macOS and Linux machines.NULL parameters now resolve to the right SQL type
12/06/2026
Partner Blog | Copilot monetization for SMBs: Convert renewal momentum into wins
Partners serving small and medium-sized businesses (SMBs) continue to tell us that customers are excited about AI, but they want clear guidance on what to buy, how to buy it, and how to justify the investment. For partners, this creates a critical opportunity to simplify the path to decision and translate that momentum into measurable wins. This month, we are focusing on the moment that matters most: converting interest into action. Stage 3 of the Microsoft Customer Engagement Methodology (MCEM), Empower & Achieve, is built for customers approaching a decision point. This is where partners can accelerate deals and create a more predictable path to conversion.
12/06/2026
Understanding IIS Website Limits: Connection Timeout, Bandwidth, and Connection Limits
In this blog, I am sharing learnings from multiple real-world issues I have worked on where the root cause came down to just three IIS Website Limit settings.When troubleshooting performance issues or unexpected disconnections in IIS-hosted applications, one commonly overlooked area is Website Limits configuration.In this article, we focus on the three most commonly used settings :
12/06/2026
Why some apps reach revenue faster than others—and how App Advisor helps close the gap
This is a series about how App Advisor can help software development companies streamline their build, publish, and growth through Marketplace; find the answers they need when they need them; and get curated, step-by-step guidance. As Microsoft's self-service center of excellence for software development companies, App Advisor helps teams move from discovery to build, publish, and growth through a guided experience that reduces friction, accelerates execution, and shortens the path from idea to revenue.By connecting product development, Marketplace readiness, and go-to-market execution in a single experience, App Advisor can help you reduce friction, accelerate time-to-market, and create a more predictable path to revenue growth.
12/06/2026
Introducing Windows Ready Print and Modernized Driver Selection
Introducing Windows Ready Print: a simpler, more reliable path to modern printing with modern driver selection controls.At the core of Windows Ready Print is a transition away from legacy, third party drive-based workflows toward modern, standards-based printing with IPP (Internet Printing Protocol) using the Windows inbox IPP printer driver.To ensure a smooth and flexible transition, we are introducing the ability for users to configure Windows to install their printers using Windows Ready Print (if supported) or the OEM printer driver during installation.
12/06/2026
Workplace presence, made effortless: Workplace check-in via Wi-Fi for Microsoft Places and Teams
We’re introducing workplace check-in via Wi-Fi for Microsoft Places and Teams, designed to help employees coordinate in-person work by keeping their workplace location up to date when they’re in the office.This capability builds on existing Microsoft 365 presence signals like calendar availability and Teams presence by making workplace location easier to keep current.Wi-Fi check-in for Microsoft Places will roll out to organizations with Microsoft Places later this year.
12/06/2026
Agent 365 | Identity & Access Controls in Entra
Agent 365 gives IT and security teams a unified control plane for agent activity.Today, in part 3 of this Agent 365 series, we look at how, as an identity admin using Microsoft Entra, you can establish the critical foundation to prevent agents from being both overprivileged or running without the right level of visibility. As an IT admin, you can access Agent 365 controls to view your agents, find unmanaged AI in use, and configure tools and settings.
12/06/2026
How to Measure Token Impact of MCP Tool Invocation in Microsoft Foundry
This validation used a prompt agent in Microsoft Foundry with an inline MCP tool that calls a weather MCP server.Going forward, enterprise teams should standardize an evidence pattern that combines API usage for accounting with trace/trajectory views for operational transparency.Engineers: Create a prompt agent in Microsoft Foundry and run the A/B method on one of your production prompts.
12/06/2026
ArchAngel: Skilling the next developer generation for the Agentic transformation.
ArchAngel is built around a simple idea: What if your team’s best engineering practices could exist directly inside the IDE and guide developers as they work?It’s how to make the most of these capabilities while maintaining strong engineering standards, consistency, and shared understanding across teams.Semantic Kernel and Microsoft Agent Framework (MAF) - Semantic Kernel is a lightweight, open-source development kit that lets you easily build AI agents and integrate the latest AI models.
12/06/2026
Moonshot AI Launches Kimi Work, a Local Desktop Agent Reportedly Running on Kimi K2.6 With a 300-Sub-Agent Agent Swarm
Moonshot AI's Kimi Work is a local desktop agent for macOS and Windows.It runs a 300-sub-agent swarm, drives your logged-in browser via WebBridge, and schedules background jobs.The post Moonshot AI Launches Kimi Work, a Local Desktop Agent Reportedly Running on Kimi K2.6 With a 300-Sub-Agent Agent Swarm appeared first on MarkTechPost.
12/06/2026
Zyphra Release Zamba2-VL: Hybrid Mamba2–Transformer Vision-Language Models That Cut Time-to-First-Token by About an Order of Magnitude
Zyphra has released Zamba2-VL, a family of open vision-language models at 1.2B, 2.7B, and 7B parameters.The models use a hybrid Mamba2 state-space and Transformer backbone, shipping under Apache 2.0.They stay competitive with comparable Transformer VLMs while cutting time-to-first-token by about an order of magnitude.
12/06/2026
A Coding Implementation on MONAI for End-to-End 3D Spleen Segmentation Using UNet on Medical CT Volumes
In this tutorial, we build an end-to-end 3D medical image segmentation pipeline using MONAI to segment the spleen on the Medical Segmentation Decathlon Task09 dataset.We work with volumetric CT scans, apply medical imaging transformations such as orientation alignment, voxel-spacing normalization, intensity windowing, foreground cropping, and patch-based sampling, and then train a 3D UNet model […]The post A Coding Implementation on MONAI for End-to-End 3D Spleen Segmentation Using UNet on Medical CT Volumes appeared first on MarkTechPost.
12/06/2026
Troubleshooting ML Model Loading, GPU Issues, and Memory Pressure in Azure Container Apps
This part of the series covers the real-world scenarios you will encounter when running AI workloads on Azure Container Apps, with specific focus on what goes wrong during deployment and startup — and how to fix it methodically.Even when you are in a GPU-enabled environment, CUDA version mismatches between the CUDA toolkit installed in your container image and the CUDA drivers on the host node will produce the "no kernel image" error.Step 1 — Move initialization work to a background task that runs after the HTTP server is up
12/06/2026
Perplexity Moves Deep Research Into Computer, Routing Research Subtasks Across 20+ Frontier Models For Reports, Decks, And Dashboards
Deep Research now lives inside Perplexity Computer, breaking hard questions into subtasks and routing across 20+ frontier models.The post Perplexity Moves Deep Research Into Computer, Routing Research Subtasks Across 20+ Frontier Models For Reports, Decks, And Dashboards appeared first on MarkTechPost.
11/06/2026
xAI Ships Grok Build Plugin Marketplace With MongoDB, Vercel, Sentry, Chrome DevTools, Cloudflare, and Superpowers Plugins at Launch
Grok Build's in-terminal marketplace bundles skills, agents, hooks, and MCP servers, with commit-SHA verification on every remote plugin.The post xAI Ships Grok Build Plugin Marketplace With MongoDB, Vercel, Sentry, Chrome DevTools, Cloudflare, and Superpowers Plugins at Launch appeared first on MarkTechPost.
11/06/2026
Right‑sizing Azure Savings Plans, one hour at a time
But the headline dollar figure on the portal hides the most useful signal a FinOps team can get its hands on: the hourly Pay‑As‑You‑Go (PAYG) usage that the recommendation engine actually looked at.This post walks through how to pull that data out of the Cost Management REST API, and shares a small companion PowerShell script that does the heavy lifting and produces analyst‑friendly CSV and Markdown outputs.=== Azure Benefit Recommendations Export ===
11/06/2026
Customer spotlight: Less inbox, more connection at Nuveen
At the Microsoft 365 Community Conference, we explored a challenge many communicators are dealing with right now: employees are surrounded by nonstop signals—email, chats, meetings, and posts—and important messages get lost in the noise. The team had to create content for the medium.We’ll be sharing more blog posts throughout June to recap the Engage Track sessions at the Microsoft 365 Community Conference.
11/06/2026
Modern VM monitoring, powered by OpenTelemetry
At Build 2026, we're announcing the general availability of OpenTelemetry (OTel) Guest OS metrics for Azure VMs and Arc-enabled Servers.OTel provides a standards-based foundation for VM monitoring with consistent metrics across Windows and Linux, richer Guest OS and per-process visibility, and streamlined integration with open-source and cloud-native observability tools.We're excited to announce the general availability of the enhanced monitoring experience for Azure VMs and Arc servers.
11/06/2026
Tech, Community, and a Movie: MVPs Help Bring Stir Trek to Life
You get Stir Trek: Tech & a Flick, a one-day community conference in Columbus, Ohio, that ends not with closing slides, but with popcorn and a blockbuster movie.Since its first event in 2009, Stir Trek has built a reputation for being practical, welcoming, and unmistakably different.The format is simple: 50+ sessions of technical content, conversations with regional and national speakers, breakfast, lunch, movie refreshments, and a shared movie screening experience.
11/06/2026
Putting file-level archiving into practice with Microsoft 365 Archive and Syskit Point
But when Microsoft 365 Copilot draws on that content to generate responses, it can surface outdated, redundant, and inactive files alongside current materials. This can result in noise. In March, we extended the capabilities of Microsoft 365 Archive with the public preview of file-level archiving, which allows organizations to move individual SharePoint files and folders within active sites to a lower-cost storage tier. Admins can archive inactive SharePoint files to cold storage directly from the Storage Metrics report. Syskit Point can become the governance layer on top of Microsoft 365 Archive, handling the full file lifecycle: archive, restore, delete, in one place.
11/06/2026
Build a Knowledge Graph in Azure HorizonDB with AI Functions and Apache AGE
Building a knowledge graph in five steps inside Azure HorizonDBWe published a hands-on tutorial on Microsoft Learn that takes you from raw incident tickets to a connected, queryable knowledge graph.Tutorial: Build a knowledge graph from unstructured text using AI Functions and Apache AGE
11/06/2026
DoH is now generally available on Windows DNS Server
Today, we’re excited to announce that DoH support for Windows DNS Server is generally available on Windows Server 2025 for client-to-server DNS traffic.When we first introduced DNS over HTTPS (DoH) for Windows DNS Server in public preview, we described it as a Zero Trust upgrade to the foundation of enterprise networking.With general availability, organizations can now deploy encrypted and authenticated client-to-resolver DNS traffic directly within their existing on-premises DNS infrastructure.
11/06/2026
Azure Monitor SLIs now Generally Available
Azure Monitor SLIs are now generally availableService Level Indicators (SLIs) and Service Level Objectives (SLOs) in Azure Monitor are now generally available.Learn more in the product documentation and start defining SLIs for your services in Azure Monitor today.
11/06/2026
Azure Monitor Metrics Export Generally Available
Today, we’re excited to announce the general availability of Azure Monitor Metrics Export using data collection rules (DCRs).Azure Monitor Metrics Export is configured through data collection rules and can route platform metrics to Azure Storage accounts, Azure Event Hubs, or Azure Log Analytics workspaces.With general availability, Azure Monitor Metrics Export offers a production-ready path to continuously stream supported platform metrics using data collection rules. Azure Monitor Metrics Export now covers 44 Azure regions, up from 12 regions previously.
11/06/2026
A deep dive into Azure Bastion session recording
With the recently announced Public Preview: Managed Identity support for graphical session recording, managing Bastion authentication credentials to store session recordings to a designated storage account is simpler and reduces manual work.In this blog, we’ll explain the Azure Bastion session recording feature, show how to set it up, compare SAS URL and Managed Identity options for storage authentication, and outline why Managed Identity is a great choice for production and enterprise environments.Azure Bastion is Microsoft’s fully managed, browser-based RDP/SSH gateway that removes the need for a public IP on your VMs.
11/06/2026
Reduce unnecessary internet exposure with Microsoft Defender
Microsoft Defender identifies internet-facing devices based on signals that indicate external inbound reachability, including:A new recommendation in Microsoft Defender provides a centralized view of devices that are externally reachable from the public internet, helping you understand and manage exposure across your environment.1. Assess your exposureReview the recommendation to understand which devices in your environment are externally reachable from the public internet and why they were classified as internet-facing.
11/06/2026
What’s New in Notebooks | June 2026
Today, Copilot Notebooks is rolling out to more people across your team, making shared notebook collaboration broadly accessible in the Microsoft 365 Copilot app and OneNote.Previously only available to Microsoft 365 Copilot users, Copilot Notebooks is now rolling out to Copilot Chat users, giving more people across the team a shared place to gather project context, work from reference sources, and turn that information into helpful mind maps and learning tools in study guide.1Copilot Chat users have limited sources per notebook, access to standard sources only, and standard access to chat.2Only Copilot Notebooks in OneNote on web will be available to Copilot Chat (Basic) commercial customers at this time.
11/06/2026
Real-Time Simulation with Ansys Discovery on Azure AMD Radeon V710 GPUs
Ansys Discovery is an interactive engineering application that unifies 3D geometry modeling, real‑time simulation, and visual analysis into a single, immersive workspace.Discovery enables engineers and designers to create, modify, simulate, and iterate on designs in real time, dramatically reducing the time required to assess design feasibility, physics behavior, and performance tradeoffs.The architecture for running Ansys Discovery on Azure is designed to deliver interactive, GPU‑accelerated simulation in a scalable and cloud-native environment.
11/06/2026
What to Do When You Hit Capacity in Azure Databricks: Engage, Mitigate, Plan!
Create a Quota Support Ticket via Microsoft Support and bring the following to your account team with your Support Ticket Number.For workloads that cannot yet use serverless compute, configure an Azure Databricks Instance Pool with a minimum number of idle nodes aligned to your production requirements.For the most critical workloads, evaluate a multi-region deployment as part of your business's continuity planning.
11/06/2026
Dynamic Connection Properties in Azure Logic Apps Standard
Logic Apps Standard supports dynamic connection names for built-in (service provider) connectors.Instead of hardcoding a connection name, you can use any workflow expression — trigger inputs, previous action outputs, parameters, or conditional logic — to determine which connection to use at runtime.Send a POST request to the workflow trigger URL:
11/06/2026
New in Microsoft Marketplace: June 11, 2026
Learn about 367 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs. Get it now in our marketplace
11/06/2026
Copilot Notebooks and Study guide now available to Copilot Chat users
First, Copilot Notebooks is now rolling out to Copilot Chat users, available with Microsoft 365 Education licenses.This education expansion builds on the broader Copilot Notebooks announcement that brings Notebooks to all education and enterprise Copilot Chat users, including new ways to work with your own materials in Notebooks with mind maps, Study Guides, and coming soon - the ability to create Word documents, Excel spreadsheets, and PowerPoint presentations.Copilot Notebooks are available in the Microsoft 365 Copilot web and desktop versions for Education users.
11/06/2026
Debug App Startup Faster on Azure App Service for Linux with Startup Logs
To make this easier, we have added new Azure CLI commands that let you list and view App Service startup logs directly from the command line.The startup log commands also support deployment slots.The new az webapp log startup commands make it easier to inspect startup behavior for Azure App Service for Linux apps directly from Azure CLI.
11/06/2026
Analyse Intune Diagnostics Logs with GitHub Copilot
I’m Stefan Röll, Cloud Solution Architect at Microsoft Germany for Cloud Endpoints.In this blog I would like to show you how your troubleshooting skills can be supercharged with AI.and log in with your GitHub account.
11/06/2026
Nous Research Ships Hermes Agent Profile Builder: Identity, Model, Skills, and MCP Servers in One Dashboard Flow
The Hermes Agent dashboard now builds complete agent profiles in one flow, replacing multi-step CLI setup for users. The post Nous Research Ships Hermes Agent Profile Builder: Identity, Model, Skills, and MCP Servers in One Dashboard Flow appeared first on MarkTechPost.
11/06/2026
Last Call: Join Live the PostgreSQL Community at POSETTE: An Event for Postgres 2026 (T‑1 week)
In just one week, the PostgreSQL community gathers again for one of the most anticipated global moments of the year: POSETTE: An Event for Postgres 2026.From June 16–18, this free and fully virtual event brings together PostgreSQL contributors, engineers, architects, and practitioners across 4 livestreams, 44 talks, and 50 speakers.Chun Lin Goh brings a cloud architecture and observability perspective to PostgreSQL performance.
11/06/2026
Meet ‘North Mini Code’: Cohere’s 30B Open-Weight Mixture-of-Experts Model With 3B Active Parameters for Agentic Coding
Cohere's first developer coding model is a 30B mixture-of-experts running on a single H100 with 256K context length.The post Meet ‘North Mini Code’: Cohere’s 30B Open-Weight Mixture-of-Experts Model With 3B Active Parameters for Agentic Coding appeared first on MarkTechPost.
11/06/2026
Performance Tuning Cold Starts, Scaling Delays, and Startup Latency in Azure Container Apps
Scaling delays, inefficient image layers, wrong resource allocations, and misconfigured KEDA rules all compound to create latency spikes that feel indistinguishable from cold starts but have completely different root causes and fixes.In Part 3, we go deeper into the most specialized and complex scenario in this series: troubleshooting AI workloads in Azure Container Apps. Loading large ML models, managing GPU and CPU resource constraints, and dealing with memory pressure from inference workloads all require techniques that go beyond standard web application troubleshooting.Next: Part 3 — Troubleshooting ML Model Loading, GPU Issues, and Memory Pressure in Azure Container Apps
11/06/2026
At-Scale Failure Reporting for Azure Update Manager
Azure Update Manager simplifies patching across Azure virtual machines and Azure Arc-enabled servers by providing a centralized platform for patch assessment and installation.However, as environments scale, a key challenge emerges—efficiently identifying and troubleshooting patch failures across large fleets of machines.In this article, we walk through a real-world use case and demonstrate how to leverage Azure Resource Graph (ARG) to extract failed machines along with their error details for a specific maintenance run—using a single query.
11/06/2026
Available today: Anthropic Claude Fable 5 in Microsoft 365 Copilot
We’re expanding model choice in Microsoft 365 Copilot with Anthropic’s latest model, Claude Fable 5 as a preview model—designed to support longer, multi-step workflows.As organizations move beyond simple prompts to more complex work, Copilot helps users plan, draft, and iterate across tasks with relevant work context from Work IQ.Claude Fable 5 (preview) is now available as a default-off option in Copilot Cowork (Frontier), with private preview available today in Copilot in Excel and PowerPoint.
10/06/2026
Process Monitor v4.03
Process Monitor v4.03 This update to Process Monitor, a utility for observing real-time file system, Registry, and process or thread activity, adds some bug fixes.
10/06/2026
Now in Foundry: Command A+ (W4A4), Chandra OCR 2, and GLM-OCR
Second, a new wave of OCR-specialized vision-language models are redefining the accuracy-throughput frontier for document understanding.This week we are highlighting three Hugging Face models in Microsoft Foundry: Cohere Labs' Command A+ (W4A4), a 218B-parameter Sparse Mixture-of-Experts (MoE) reasoning model optimized for agentic, multilingual, and reasoning-heavy tasks;Build an automated compliance intake pipeline using Chandra OCR 2 for structured extraction across complex, handwritten and form-based documents.
10/06/2026
What We Took Away from Build 2026 as Microsoft Field and Solution Engineers
I pulled together four Microsoft Solution Engineers for a candid conversation about Build 2026, and I want to be upfront about what this is.Thor made a point that stuck with me: organizations are spinning up agents faster than they can track them.Adam talked through Work IQ APIs and where that's heading, including how much easier it's getting to give agents access to organizational knowledge without having to wire up every tool individually.
10/06/2026
A Coding Implementation on Microsoft SkillOpt for Instrumented Prompt Optimization, Skill Evolution Analysis, and Baseline Comparison
We implement an instrumented workflow for Microsoft SkillOpt end to end.We set up the repository, connect OpenAI-compatible model access, and configure the optimizer and target models.The post A Coding Implementation on Microsoft SkillOpt for Instrumented Prompt Optimization, Skill Evolution Analysis, and Baseline Comparison appeared first on MarkTechPost.
10/06/2026
The Windows Admin Center: Virtualization Mode public preview build has been updated!
The public preview build has been updated to build number 2.7.1.8.The following issues have been addressed in this build:All Windows Admin Center extensions have been upgraded to Angular 20 to take advantage of performance and security improvements
10/06/2026
Building Nonprofit Culture with Microsoft Viva Engage: Architecture and Step‑by‑Step Setup
Creating a unified culture in this environment is challenging — but Microsoft Viva Engage, part of the Microsoft Viva suite and built on Microsoft 365, provides a secure, social, and integrated platform for connection and knowledge sharing.This guide explains how nonprofits can use Viva Engage to strengthen culture, improve communication, and drive engagement across distributed teams.Navigate to the community where you want to create the campaign.
10/06/2026
Deploying Foundry Hosted Agents from Source Code
At Microsoft Build, it was announced that Foundry Hosted Agents now support source-code deployments.This new functionality allows you to deploy the agent from a `.zip` file instead of from a container image.This post walks through the process of deploying a source-code Hosted Agent, briefly compares that approach to container-based Hosted Agent deployment, and provides a reusable GitHub Action for CI/CD deployments.
10/06/2026
What's new with Postgres at Microsoft, 2026 edition
This is the 2026 edition of our annual “what’s new” blog post, with highlights from the past 12–13 months—across both our managed services on Azure and our work in the upstream open source project.The AI-assisted migration tooling available with the VS Code PostgreSQL extension converts Oracle schema and application code to Azure Database for PostgreSQL flexible server.For the 4th year in a row, this blog post is a snapshot of the work our Postgres team at Microsoft has done over the last year.
10/06/2026
Google AI Releases DiffusionGemma, a 26B MoE Open Model Using Text Diffusion for Up to 4x Faster Generation
DiffusionGemma is Google DeepMind's experimental 26B open model using text diffusion for up to 4x faster generation on GPUs. The post Google AI Releases DiffusionGemma, a 26B MoE Open Model Using Text Diffusion for Up to 4x Faster Generation appeared first on MarkTechPost.
10/06/2026
Introducing Execution Context for GitHub Copilot in SSMS
The GA release of GitHub Copilot in SSMS in March included Ask mode support for the chat window, interaction with the results pane, and code completions. Yesterday’s release of SSMS 22.7 introduced Agent mode (preview) for the chat window, backed by skills to complete complex, multi-step tasks on your behalf. You've been able to ask questions in natural language, get help writing T-SQL, and interact with your database right from SSMS.Starting with SSMS 22.7, database owners can now configure the Copilot execution context separate from the user's permissions. You can specify either a database user or SQL login that Copilot uses when running queries. This gives organizations the control they've been asking for: users keep their access, but Copilot is constrained to exactly what you allow. The configuration is stored in the frontmatter of the database's CONSTITUTION.md file (database-level extended property), and must be configured per database. The following format must exist in the CONSTITUTION.md:To leverage execution context for GitHub Copilot in SSMS, update to version 22.7 and configure the agentExecuteAsUser frontmatter in your database constitution. We've had a delay in getting documentation for the release published (apologies!), but once that is resolved, you can check out the docs.
10/06/2026
Partner Blog | Building AI-ready applications on open, enterprise-grade Azure platforms
Azure HorizonDB enters public preview as a new PostgreSQL cloud database service engineered for performance, scale, and modern AI-powered application needs. Features such as advanced filtered vector search, in-database AI model management, Microsoft Entra ID integration, and GitHub Copilot integration through the PostgreSQL extension for Visual Studio Code position it as more than a database modernization story. We also announced Azure Container Linux (ACL), a secure, immutable container host designed to help platform teams run Kubernetes workloads at scale on Azure Kubernetes Service (AKS). By bringing Azure Linux forward as a more visible first-party platform choice, Microsoft is giving organizations a cloud-native operating system designed for modern workloads, including virtual machines (VMs), containers, and AI infrastructure.
10/06/2026
Transitioning from Azure Language Features to Foundry Models
Azure AI Language in Foundry Tools will begin deprecating eight features:Instruct the model to extract key phrases and output them as JSON by writing a prompt for key phrase extraction.Azure AI’s Conversational Language Understanding (CLU) allows chatbots to interpret user utterances by predicting a top intent and extracting key entities.
10/06/2026
PUBLIC PREVIEW - Azure Monitor - Collect Azure Resource Platform Logs at Scale with DCRs
For many platform teams, Azure resource platform log collection starts simple—but becomes difficult to manage at enterprise scale.We’re excited to announce the public preview of Data Collection Rules (DCRs) for Azure Resource Platform Logs—a centralized, secure, policy-driven way to collect platform telemetry across thousands of resources with a single rule.DCRs provide a standard model for defining data collection across Azure Monitor, including platform telemetry, metrics, logs, agents, and PaaS data sources.
10/06/2026
Introducing scheduled antivirus scans on Microsoft Defender Linux
That’s why we’re excited to introduce centrally managed scheduled antivirus scans for Linux in Microsoft Defender, now available in public preview.With this capability, customers can now configure scheduled antivirus scans on Linux using security settings management policies in the Microsoft Defender portal for centralized policy enforcement or local Managed JSON configuration that can be deployed via configuration management tools like ansible, puppet and chef.The feature supports a flexible set of scheduling options, including hourly quick scans (interval-based scheduling), daily quick scans at a defined time, and weekly scans with configurable scan type (quick or full).
10/06/2026
Making Mac OneDrive Faster and More Reliable
OneDrive on macOS is getting a major update to how it syncs!The Native Sync Engine is rolling out to Insiders today with version 26.098.It's up to 2x faster on initial sync and on-disk state changes, uses less CPU, memory, and battery, and removes the hidden cache folder that's been the source of most reliability issues since 2022.
10/06/2026
Making Microsoft Teams more responsive, reliable, and ready for work
This blog highlights the latest performance improvements delivered during the first half of 2026, from faster chat switching and people search, to enhancements that make Teams feel more responsive, resilient, and reliable across desktop, web, and mobile.During the first half of 2026, we reduced chat switch latency by 20%, building on gains delivered through last year's chat and channels redesign.As a result, the number of daily users impacted by app hangs decreased by 35%.
10/06/2026
New Exchange Online Mailbox Auditing Signal: Visibility into IPM to Non-IPM Copy Activity
A known audit evasion technique involves copying mail items from a user's visible IPM folders into a hidden folder in the non-IPM subtree and then accessing the data from there for exfiltration.Activity in the non-IPM subtree was not auditedExchange Online now logs a MailItemsAccessed event whenever a mail item is copied from the IPM subtree to the non-IPM subtree.
10/06/2026
A new chapter of efficient foundation models for medical imaging
At HLTH 2024, we introduced three open-source healthcare AI foundation models on Microsoft Foundry: MedImageInsight (MI2), CxrReportGen (CXRRG), and MedImageParse (MIP).Microsoft now offers premium versions of its medical imaging foundation models on Foundry, available today as a private preview to approved customers.These first premium models - MedImageInsight Premium and CxrReportGen Premium bring managed, commercial-ready delivery to two high-value imaging scenarios: multimodal image encoding and chest X-ray findings generation.
10/06/2026
CAST and Cloudforce offer transactable partner solutions in Microsoft Marketplace
Microsoft partners like CAST and Cloudforce deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace.CAST Highlight: Build your Microsoft Azure migration roadmap and modernize complex software systems faster with CAST’s intelligence technology that delivers rapid, fact-based insights across your entire application portfolio.nebulaONE: Cloudforce’s nebulaONE is a secure, scalable AI platform that runs entirely within a customer’s Microsoft Azure tenant, allowing organizations to create and deploy branded GPT models using proprietary data without relying on third parties or exposing data to the internet.
10/06/2026
Top AI Coding Agents and Development Platforms in 2026: Atoms, Devin, Windsurf, Cursor, Warp, and More Compared
They describe intent, and AI agents do the work.This guide covers the AI coding agents […]The post Top AI Coding Agents and Development Platforms in 2026: Atoms, Devin, Windsurf, Cursor, Warp, and More Compared appeared first on MarkTechPost.
10/06/2026
Anthropic Releases Claude Fable 5 and Claude Mythos 5: Same Underlying Model, Different Safeguards, New Mythos-Class Tier
Claude Fable 5 ships generally available with classifiers;Mythos 5 stays limited, cyber safeguards lifted, through Project Glasswing.The post Anthropic Releases Claude Fable 5 and Claude Mythos 5: Same Underlying Model, Different Safeguards, New Mythos-Class Tier appeared first on MarkTechPost.
10/06/2026
Compliance Academy: A Multi-Agent Cyber Mystery Built on Microsoft Foundry Agent Service
Microsoft Reactor invited three individuals to compete in a live coding battle: build something that shows what reasoning agents can do, in front of a streaming audience, in roughly twelve minutes of airtime each.The solution I will be building is Compliance Academy: a multi-agent cyber-mystery role-playing game where the player is the lead investigator at Helix Dynamics, a fictional biotech that just lost 14 GB of clinical trial data.That was the hypothesis worth testing on stream: reasoning agents are good enough now that we can make compliance training feel like a case file instead of a quiz.
10/06/2026
We Gave Ourselves 20 Minutes to Build an AI Agent for a Lumber Company. The Timer's Still on Screen.
Build an AI agent that solves a real business problemDeploy a working AI application to AzureWith the agent done, we pivot to deploying a full AI chat application to Azure.
10/06/2026
Building a Code Dataset Pipeline from NVIDIA Nemotron-Pretraining-Code-v3 Metadata with Streaming, Pandas, and tiktoken
In this tutorial, we work with NVIDIA's Nemotron-Pretraining-Code-v3 dataset as a large-scale metadata index for code pretraining research.We analyze languages, file extensions, repository frequency, and directory depth to understand the index structure.We then reconstruct raw GitHub URLs, fetch real source files, and estimate the token scale of the fetched code.
10/06/2026
Productize, observe, version, and automate MCP servers in Azure API Management
As organizations move from AI-assisted applications to agentic workflows, MCP servers are becoming a critical integration layer between agents, tools, APIs, data sources, and enterprise systems.With MCP server versioning in Azure API Management, you can expose multiple versions of the same MCP server side by side.With Management API and Infrastructure as Code support, teams can provision and configure MCP servers programmatically through Azure API Management APIs and automation pipelines.
10/06/2026
How ARM Tracks Work That Takes Hours
When a user creates, updates, or deletes a resource in Azure, the request flows through Azure Resource Manager (ARM) before reaching the service that actually owns the resource.ARM and Azure's resource providers (RPs) implement this through a standard long-running operation (LRO) protocol built on the Azure-AsyncOperation and Location HTTP headers, status URLs, and provisioning states.Underneath, that simple experience rests on a well-defined contract: a 201 or 202 with a status URL, a set of headers that tell the client where and how often to check, a predictable set of terminal states, and an optional second signal through provisioningState.
10/06/2026
ACI Sandboxes: A Glimpse into the Future of Agentic Compute
At Build, we demonstrated several innovations that showcase where Azure Container Instances (ACI) is heading and how it can become a foundational platform for the next generation of AI workloads.AI Sandboxes build on these foundations to provide isolated execution environments for AI agents.Rather than building separate infrastructure stacks for virtual machines, containers, AI agents, and future workload models, Azure is moving toward a common compute platform and Control Plane capable of hosting multiple execution environments.
10/06/2026
Multi-currency private offers in Microsoft Marketplace: What partners need to know
With customers across more than 141 geographies and transactions spanning multiple currencies, pricing strategy becomes more than just setting a number, it requires understanding how currency conversion impacts both the customer experience and partner payouts.How currency conversion works across the transaction lifecycleAt its core, every private offer in Microsoft Marketplace begins the same way: pricing is entered in USD.
09/06/2026
Announcing the Release of SSMS 22.7.0 - and many previews!
Today we shipped SQL Server Management Studio (SSMS) 22.7.0, and this is one of the bigger releases we've had in a while.The headline items are we’ve introduced a “What’s New” page, SQL formatting (preview), schema compare (preview), Agent Mode for GitHub Copilot in SSMS (preview), and a new execution context for GitHub Copilot.The "What's new" page loads when you launch SSMS for the first time after an update.
09/06/2026
Unlocking the Human Telemetry Layer for Safer Industrial Operations
Many industrial organizations still lack visibility into real-time human conditions, even as worker safety and operational risk remain major investment priorities.Through the Mij™ platform, VOORMI brings human telemetry into Azure IoT, enabling enterprises to integrate worker conditions such as heat stress and fatigue into the same operational architecture already used for machines and industrial systems.The reference architecture demonstrates how Azure IoT Operations can serve as a scalable operational intelligence layer for worker safety and connected operations scenarios across manufacturing, energy, and field environments.
09/06/2026
Introducing Windows Ready Print and Modernized Driver Selection
Windows Ready Print highlights what matters most: a streamlined, dependable printing experience built for modern Windows environments.At the core of Windows Ready Print is a transition away from legacy, third party drive-based workflows toward modern, standards-based printing with IPP (Internet Printing Protocol) using the Windows inbox IPP printer driver.To ensure a smooth and flexible transition, we are introducing the ability for users to configure Windows to install their printers using Windows Ready Print (if supported) or the OEM printer driver during installation.
09/06/2026
Ginkgo Bioworks and Microsoft Discovery: Bringing agentic AI to biological discovery
At Microsoft Build 2026, Microsoft announced general availability of Microsoft Discovery to support exactly this kind of work, as a comprehensive platform for building and governing agentic AI workflows across scientific and engineering disciplines.The goal is to enable researchers to scope and plan experiments in Microsoft Discovery and run them directly on Ginkgo Cloud Lab, without requiring in-house automation.Together, this creates a lab-in-the-loop model for biological research.
09/06/2026
Introducing Azure HorizonDB - PostgreSQL
- The Postgres you know and love is now even more supercharged on Azure with the latest platform optimizations and AI for enterprise apps all made possible with the new cloud-native Postgres service, Azure HorizonDB.The Azure AI extension in HorizonDB provides functions that you can invoke using SQL to leverage AI models.We’ve built a new VS code extension that brings familiar Postgres tools into a modern AI powered experience.
09/06/2026
Introducing Durable Functions in PostgreSQL
That's why we built pg_durable, a new open-source PostgreSQL extension that brings durable execution directly into the database. With pg_durable, Postgres doesn’t just store your data, it runs long-lived, fault-tolerant workflows on it, with built-in retries, parallelism, scheduling, and recovery.Reach for a dedicated orchestrator when the workflow's center of gravity is outside Postgres, fanning across heterogeneous services, or running arbitrary application logic that does not map cleanly to SQL steps, branching, loops, or HTTP calls.If you find rough edges, open an issue or send a PR at microsoft/pg_durable.
09/06/2026
Online Meeting Effectiveness Index (OMEI)
The Online Meeting Effectiveness Index (OMEI) uses Azure AI to score your virtual meetings across five dimensions — Participation, Engagement, Structure, Sentiment, and Tech Quality — and tells you precisely what to fix.The resulting framework consists of five umbrella metrics — Participation, Engagement, Structure, Sentiment, and Tech Quality — each containing three sub-metrics, producing fifteen measurable indicators of meeting quality and providing a structured lens through which meeting recordings can be assessed against research-validated indicators of effectiveness, inclusiveness, and participation equity.Through the Online Meeting Effectiveness Index, we developed a structured framework that scores meetings across five core dimensions — Participation, Engagement, Structure, Sentiment, and Tech Quality — by combining Azure Video Indexer outputs, deterministic preprocessing, and LLM-based qualitative reasoning to generate interpretable scores and actionable recommendations.
09/06/2026
Google Releases Gemini 3.5 Live Translate, a Streaming Speech-to-Speech Audio Model Covering 70+ Languages Across Meet, Translate, and the Live API
Gemini 3.5 Live Translate streams speech-to-speech translation across 70+ languages.It generates audio continuously, staying a few seconds behind the speaker.The model reaches developers via the Gemini Live API, plus Google Meet and the Translate app.
09/06/2026
Released: June 2026 Exchange Server Security Updates
Microsoft has released Security Updates (SUs) for vulnerabilities found in:Exchange 2016 and 2019 updates are available only under the Period 2 ESU programOnly customers who enrolled in the Period 2 Extended Security Update (ESU) program are eligible to receive Exchange Server 2016 and 2019 security updates released between May and October 2026.
09/06/2026
No Skype for Business Server Security Updates for June 2026
We have therefore decided that until the end of this Skype for Business 2015 and 2019 ESU Period 2 (October 2026) we will make an explicit update related announcement even if we DO NOT release anything for that particular month. There are no security releases for any version of Skype for Business Server in June 2026, for customers with SfB 2015/SfB 2019 ESU, or SfB SE.The Skype for Business Team
09/06/2026
Announcing Windows CLAT Public Preview
Public Preview Now AvailableToday, we’re thrilled to announce that Windows CLAT is now available in public preview.The public preview is available starting with Windows Insider Canary build #29599-1000, and will continue to become available in other Windows Insider Channels over the coming weeks.
09/06/2026
Level up your Azure Network Security Skills with our Upcoming Webinar Series
In this webinar, we'll explore the latest enhancements to Azure Bastion covering new capabilities that improve connectivity options, streamline the administrative experience, expand protocol and session support, and strengthen the overall security posture of remote access workflows.In this webinar, we will explore the latest enhancements to Azure Firewall covering new policy and rule management capabilities, improvements that expand protocol and traffic inspection coverage, and deeper integrations across the Azure security ecosystem to streamline operations.In this webinar, we will explore the latest enhancements to Azure WAF.
09/06/2026
Patner Case Study | Pax8
That’s why they invested heavily in enablement, education, and professional services.Grounded in their experience as a member of the Microsoft AI Cloud Partner Program, Pax8’s approach has changed the trajectories of organizations like Sourcepass, a US-based managed services provider (MSP).Together, Sourcepass and Pax8 are making enterprise-grade AI accessible to small and medium-sized businesses (SMBs)—but they’re going beyond traditional deployments.
09/06/2026
From AI Suggestions to Autonomous CRM Actions in Dynamics 365
Most AI implementations in Dynamics 365 start—and end—with case summarization.In this post, I’ll walk through a CRM Copilot Agent Accelerator built on Microsoft Power Platform that goes far beyond summarization.This approach enables organizations to reduce manual effort, improve decision quality, and scale support operations without additional Copilot licensing.
09/06/2026
More ways to qualify for the Identity and Access Management specialization
The Entra ID P2 workload has been added to the Identity and Access Management specialization, giving you more pathways to validate your expertise and stand out to both customers and Microsoft field teams searching for proven partners to deliver secure identity solutions.With more workloads available, you now have a broader set of qualifying activities to choose from.Want extra support mapping your current capabilities to the new workload criteria?
09/06/2026
From the Classroom to Community Impact: Lindsay Shelton’s MVP Journey
Heather Cook, Microsoft, MVP Lindsay Shelton, MVP Diego Domingos da Silva at the Microsoft 365 Community Conference (Left to right)MVP Lindsay Shelton at MVP SummitLindsay Shelton’s story matters because it challenges a common myth in tech: that there is only one right way to get here.
09/06/2026
Empowering.Cloud Community Update – June 2026
MVP Tom Arbuthnot shares all the latest Microsoft Teams and Copilot news and announcements in less than 15 minutes for June 2026. Brian McGough, Principal Program Manager at Microsoft, gives a behind-the-scenes look at how change communications work across the Microsoft 365 ecosystem and what's coming next. Gordon Eddy, VP of Product Management at Ribbon Communications, discusses the evolution of enterprise voice infrastructure—from on-prem appliances to cloud-native, public cloud deployments—and Ribbon's new strategic collaboration with AWS.
09/06/2026
Agent 365 | Security Operations in Defender
Triage high-severity alerts as IT in the Microsoft 365 admin center, then pivot into the full incident graph as a SOC analyst in Microsoft Defender.Today, in the second episode of this series, we build on that foundation and dive deeper from the SOC perspective in Microsoft Defender, showing how unified agent visibility enables faster detection, stronger investigations, and coordinated response with IT before agent-driven risk escalates. Alerts related to the agent are combined into a more detailed incident view, including persistent jailbreak attempts on a Copilot Studio agent and an AI agent tool invocation by the same user, which was blocked by Microsoft Defender.
09/06/2026
Elevate your telemetry using custom data collection in Microsoft Defender
At Ignite in November, we announced that Microsoft Defender is now the only endpoint protection solution that allows data-hungry security teams to meet specific telemetry needs by optimizing their data collection right within the Defender portal, without the need to rely on fragmented and siloed solutions.Security teams have been asking for guidance and examples of how to get the most out of the tool, so today we're sharing how some organizations can use custom data collection and dynamic tagging to detect command and control (C2) communications, giving defenders elevated visibility and deeper telemetry into attacker activity across the environment.Custom data collection lets you go beyond what Defender already captures without ever leaving the Defender portal.
09/06/2026
Modernizing radiology reporting—without disrupting care: A practical path to PowerScribe One
With growing imaging volumes, increasing complexity, and the rapid emergence of AI, healthcare organizations are reevaluating how their reporting environments support clinicians and strengthen operational performance.In active production across a wide range of healthcare environments (including large integrated delivery networks, academic medical centers, independent radiology practices, and community hospitals), PowerScribe One reflects a solution that is both proven in practice and designed for what comes next.Over 250 organizations and 10,000+ radiologists use PowerScribe One to generate millions of reports each month.
09/06/2026
OneDrive Office Hours | June 2026
Get ready for the June OneDrive Customer Office Hours!Join the OneDrive team to learn how OneDrive is moving to a new, dedicated web address: onedrive.cloud.microsoft.This is part of Microsoft's broader effort to bring Microsoft 365 apps and services together under the unified cloud.microsoft domain, which is reserved exclusively for Microsoft's trusted, authenticated cloud services.
09/06/2026
Streaming and Batch Data Architectures with Microsoft Fabric to Azure Databricks
This article covers integration approaches -via Microsoft Fabric- and details the five Fabric-specific paths that connect OneLake/ADLS and Databricks for end-to-end data processing.Note: This architecture establishes a complete loop-back between Microsoft Fabric and Azure Databricks, enabling Gold layer tables to be seamlessly mirrored back to Microsoft Fabric for dashboarding through Azure Databricks Mirroring. Use the Fabric monitor hub to track pipeline health, Spark application performance, and ingestion job status across all Fabric workloads.
09/06/2026
Meet the new Copilot Studio: rebuilt for more complex, multi-step work
Starting now, customers can dive into the rebuilt, revamped Microsoft Copilot Studio. The new streamlined authoring experience and modern AI core make it easier to build agents and workflows that deliver more consistent and reliable outcomes.With the new workflow designer, you can build intelligent, AI-driven processes in one place, combining structured workflow steps with agents. Share your thoughts using the feedback control in the top right corner of the product.
09/06/2026
New in Microsoft Marketplace: June 9, 2026
Learn about 292 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs.Accenture's Sonata as a Service: Bravura Sonata is a modern pensions administration platform delivered as a fully managed cloud service by Accenture.Deploy production-ready Ubuntu virtual machines on Microsoft Azure in seconds.
09/06/2026
Announcing the Path to Production for Agents Webinar Series
Join us for the Path to Production Webinar Series on July 27-28, a two-day deep dive designed to help technical teams operationalize AI and agent-based solutions using proven architecture patterns, governance models, and engineering practices.This webinar series addresses those challenges head-on with concrete, actionable guidance spanning the full lifecycle of production AI systems.This series delivers an implementation-focused roadmap for building, deploying, and operating AI agents at enterprise scale.
09/06/2026
NVIDIA cuTile Python Tutorial: Building Tiled GPU Kernels for Vector Addition, Matrix Addition, and Matrix Multiplication in Colab
In this tutorial, we implement a hands-on workflow for NVIDIA cuTile Python, a tile-based GPU programming interface for CUDA-style kernels in Python.We prepare a Colab-friendly environment and check GPU, driver, CUDA, and cuTile availability before running kernels.We then build tiled vector addition, matrix addition, and matrix multiplication, keeping a PyTorch fallback so the notebook stays executable.
09/06/2026
Troubleshooting Azure Container Apps and Jobs for .NET and Django Workloads
But when something goes wrong and your container refuses to start, or your Container App Job silently fails, it can feel like debugging inside a black box.This first part of our four-part series walks through the most common deployment and startup failures you will hit when running .NET and Django applications on Azure Container Apps and Container App Jobs.Step 1 — Set required Django environment variables in your Container App.
09/06/2026
Make Your Copilot Credits Count: A Student's Guide to Smarter AI Usage
If you're a student enrolled in GitHub Education, you already have something most developers pay for: free access to GitHub Copilot and its premium features.Every chat message, every agent task, every model call consumes something called AI Credits, and knowing how they work will help you use Copilot smarter, produce better code, and build the kind of disciplined AI habits that professional developers are only just starting to learn.When you interact with GitHub Copilot through chat, agent mode, or inline edits the model processes tokens.
09/06/2026
A New Study from Harvard and Perplexity Finds AI Agents Perform 26 Minutes of Autonomous Work per Session vs 33 Seconds for Search
A new Harvard and Perplexity paper uses matched-pair sessions to compare an autonomous agent with a search assistant.It finds large gains in autonomy, time, and cost, plus broader scope of work attempted.The post A New Study from Harvard and Perplexity Finds AI Agents Perform 26 Minutes of Autonomous Work per Session vs 33 Seconds for Search appeared first on MarkTechPost.
09/06/2026
What's new in Azure App Service at #MSBuild 2026
At Microsoft Build 2026, Azure App Service introduced a powerful set of updates designed to help organizations accelerate their journey into AI, without increasing complexity or cost.With capabilities like built-in Model Context Protocol (MCP), developers can instantly expose app functionality as agent-ready endpoints, enabling AI agents to interact with business logic securely and seamlessly.For modernization scenarios, Managed Instance on Azure App Service simplifies the migration of legacy applications, including those with OS-level dependencies.
08/06/2026
Tools for Azure AD B2C migration now available
Microsoft has invested significantly in Microsoft Entra External ID to help Azure AD B2C customers migrate with confidence and ease.Microsoft Entra External ID is a purpose-built, next-generation customer identity platform.Migrating from Azure AD B2C to Microsoft Entra External ID is an opportunity to modernize your customer identity platform while reducing operational complexity.
08/06/2026
Smaller updates, faster downloads with delta updates in Azure Device Update for IoT Hub
With delta updates in Azure Device Update for IoT Hub, fleet operators can send only what has changed between versions, reducing download size, bandwidth use, and download time on most networks.As part of a broader Azure IoT investment in more efficient edge-to-cloud data delivery, the new Device Update reference implementation agent 1.3.0 provides delta updates as a starting point that customers can build, validate, and integrate into their own environments.In this post, we'll walk through what delta updates are, how they work, and what else is new in 1.3.0 — including expanded Linux platform support to build on Debian 13 and Ubuntu 24.04, and new device-side visibility for tighter update control and coordination with device operations.
08/06/2026
Azure Availability Zone Mapping and VM Resilience Analysis Guidance using SRE.AZURE.COM Agent
Azure.com, helps Azure platform engineers understand how Availability Zones are mapped within their subscription and how virtual machines (VMs) are distributed across those zones.SRE.Azure.com enables discovery and analysis of zone mappings, VM placement, and infrastructure resilience.This means workloads in the same logical zone across subscriptions may not be physically co-located.Understanding this is critical for high availability, disaster recovery, compliance, and resilience planning.
08/06/2026
Microsoft Options to Migrate SQL Server Databases
This blog supplements the Migrate to Azure SQL documentation and tries to summarize the Microsoft first party ways to copy or migrate SQL Server databases from on‑premises environments to one of the flavours of SQL Server running in Azure.Before moving an on‑premises SQL Server database to Azure SQL Database/Hyperscale or Azure SQL Managed Instance, you should run a migration assessment.What it is: The BlobShipper application is a Windows service that automates SQL Server full and log backups to Azure Blob Storage and restores them to a target SQL Server (commonly on an Azure SQL VM).
08/06/2026
Logic Apps Aviators Newsletter - June 2026
This article introduces the Logic Apps Standard SDK (Microsoft.Azure.Workflows.Sdk), a code-first way to define Logic Apps Standard workflows in C#.This post introduces Azure Connector Namespaces and previews managed connectors for Azure Functions, extending the Logic Apps connector ecosystem to more compute services.Anitha Eswaran demonstrates how to make DIXF exports in D365FO dynamic using Azure Logic Apps and a small X++ customization.
08/06/2026
What’s new and next in Engage: June 2026
The Microsoft 365 Community Conference Viva Engage track demonstrated how communications are changing: for many organizations, leaders are more visible, connection is stronger, and everyday communication is becoming a useful source of organizational knowledge for AI.Examples from Capgemini, Nuveen, Foot Locker, AdventHealth, and Takeda showed how organizations are using Engage to create two-way dialog with leaders, support Copilot adoption, run employee events, and improve communication in the flow of work.Engage private content in Copilot, Community Agent, and other Copilot experiences in Engage require a Microsoft 365 Copilot license.
08/06/2026
ClawHub Security Signals: A Coding Guide to End-to-End Security Signal Analysis and Verdict Classification on the AI Skills Dataset
In this tutorial, we explore the ClawHub Security Signals dataset to see how scanners assess AI skills.We measure how VirusTotal, static analysis, and SkillSpector overlap and disagree using Jaccard scores and Cohen's kappa.Finally, we combine SKILL.md text with scanner signals to train a logistic regression model for ClawScan verdicts.
08/06/2026
Microsoft Entra ID security updates: What organizations need to do now
These updates focus on three key areas: replacing Custom controls with External MFA, enforcing Conditional Access consistently during credential registration, and requiring explicitly registered authentication methods for self-service password reset (SSPR).Custom controls are being deprecated in favor of External MFA.Microsoft is updating Microsoft Entra self-service password reset (SSPR) so that only explicitly registered authentication methods can be used for verification.
08/06/2026
The Future of Internal Communications Is Human + AI
But the biggest shift in communications isn’t the tools—it’s how we think.▶️ Watch the video to hear it firsthand from John Cirone and Amy Morris, from the Global Employee and Executive Comms team at Microsoft. Move from broadcast to dialogueMore leader communications are designed for conversation, not just reach, because trust is built through two-way dialogue.
08/06/2026
Designing for High Availability: The Operational Reference for Running a Geo-Replicated ACR
If you don't want to maintain different deployment manifests per region, you can keep all manifests pointing to the global endpoint (myregistry.azurecr.io) and use software-defined networking or a regional traffic manager to resolve the global endpoint to the appropriate regional endpoint based on the originating region's traffic.Private endpoints with regional endpoints and dedicated data endpointsWhen creating a geo-replica for a registry that has private endpoints configured, the replica provisioning can get stuck in a Creating state if the identity performing the operation doesn't have sufficient permissions to create private endpoint networking resources.
08/06/2026
Connect Metrics to Traces with Exemplars in Azure Monitor
Following Microsoft’s recent GA announcement for OpenTelemetry (OTel) support, we are excited to announce support for Exemplars for customers instrumenting metrics with Prometheus or OpenTelemetry and traces using OpenTelemetry, enhancing Azure Monitor’s integrated observability experience for cloud-native applications.With Azure Monitor, customers can now ingest metrics with exemplars and visualize them in Azure Managed Grafana.Ingest OTLP or Prometheus metrics with exemplars into Azure Monitor Workspace
08/06/2026
MDOP is out of support: What to do next with Microsoft Intune
On April 14, 2026, the Microsoft Desktop Optimization Pack (MDOP) reached the end of extended support.Microsoft no longer provides security updates, bug fixes, or technical support for MDOP components.For more information, refer to: Microsoft Desktop Optimization Pack (MDOP) support extended.
08/06/2026
Building Low‑Code Apps for Nonprofits with Power Apps: A Practical Technical Guide
Microsoft Power Apps provides a low‑code platform that enables organizations to build custom applications—such as intake systems, volunteer check‑ins, case management tools, and inventory tracking—without requiring traditional software development. This guide explores the core architecture of Power Apps and how nonprofits can build scalable, secure, and maintainable solutions that align with their programs and workflows.Model-driven apps are data-first, structured applications built on Microsoft Dataverse, where the interface is automatically generated based on your data model, relationships, and business rules.
08/06/2026
Xiaomi MiMo and TileRT Push a 1-Trillion-Parameter Model Past 1000 Tokens Per Second on Commodity GPUs
Xiaomi's MiMo team, with TileRT, released MiMo-V2.5-Pro-UltraSpeed, a serving mode for the MiMo-V2.5-Pro model.It decodes over 1000 tokens per second on a 1-trillion-parameter model using a single 8-GPU commodity node.The post Xiaomi MiMo and TileRT Push a 1-Trillion-Parameter Model Past 1000 Tokens Per Second on Commodity GPUs appeared first on MarkTechPost.
08/06/2026
Driving Stop-and-Go Business Processes to Closure with Foundry Hosted Agents
This post shows how to build agents that remember, using Foundry's per-project sandbox VMs to maintain state across weeks of discontinuous work.What you'll learn: - How to persist agent state in Foundry microVMs - Session handling patterns for long-running workflows - When to choose hosted vs. local agent architecture1) The Foundry Hosted Agent is the brain: built using the Microsoft Agent Framework (MAF), reasons with OpenAI models on Foundry, reaches Microsoft 365 through a single Foundry Toolbox fronting the WorkIQ MCP endpoints, and owns the agent loop, skills, memory, session, state, and orchestration — calling M365 as the signed-in user via Foundry OAuth Identity Passthrough, so it never holds a user token.
08/06/2026
Microsoft Defender now monitors RPC activity
Remote procedure call (RPC) is a protocol commonly abused by attackers that allows functions implemented in a separate process, and potentially on a remote machine, to be called as if they were local.Many core Windows and Active Directory capabilities are built on or make use of RPC, which makes it an attractive target.To help protect against remote RPC-based attacks, Microsoft Defender now monitors remote RPC calls, disrupts malicious activity that leverages them, and surfaces relevant telemetry in advanced hunting.
08/06/2026
Make upgrades predictable with Pre-Upgrade Validation Checks
Today, we’re announcing the Public Preview of Pre-Upgrade Validation Checks for Azure Database for PostgreSQL.This new capability lets you validate upgrade readiness before starting the actual major version upgrade, helping you identify and resolve blockers early.With Pre-Upgrade Validation Checks, you can run upgrade checks independently, review actionable results, fix issues, and re-run validation until your server is ready.
08/06/2026
ICYMI | Explore curated Microsoft Partner Digital Skilling Journeys
Skilling is foundational for success in an AI-first market. Keeping up with evolving technologies and capabilities better positions you with the skills you need to succeed in an ever-changing market, making it a base-level requirement for sustained growth.As part of our effort to support partners with skilling, we offer Microsoft Partner Digital Skilling Journeys (PDJs), curated presales, sales, and tech skilling experiences designed to enhance your knowledge aligned with partner strategic wins. First-time users may need to register—use your work email credentials to sign up. Curated journeys include: Continue reading this article on our new Partner Skilling discussion board
08/06/2026
GA of NSP for Azure Service Bus & NSP now available in Azure Gov. Regions
Network Security Perimeter (NSP) support for Azure Service Bus is now Generally Available.This milestone brings one of Azure’s most widely used messaging services into the NSP ecosystem, enabling customers to define a centralized security boundary across messaging and data services.Alongside this, we are also expanding NSP’s reach — NSP is now available in Azure Government regions, including:
08/06/2026
Power Platform tenant inventory — a community showcase of the API-first management surface
Microsoft's Power Platform inventory gives administrators a unified view of agents, apps, and flows tenant-wide, refreshed within ~15 minutes.Microsoft has been very public about its shift from a UX-first to an API-first development model for Power Platform programmability: new capabilities ship in the API first, then propagate to SDKs, CLI, PowerShell cmdlets, and connectors.The thesis behind this post is straightforward: an API-first Power Platform management surface puts a complete tenant inventory within reach in roughly 3,000 lines of C#.
08/06/2026
Archiving Years of Dataverse Audit History Before You Prune It — A Pragmatic, Open Source Pattern
The goal is to get a defensible copy of cold data out — the rows you are about to allow Dataverse to delete — not to mirror the audit feed in real time.You can run Azure Synapse Link with the Delta Lake profile and you’re happy parsing the packed changedata column on the consumer side, and your destination is ADLS / Synapse / Power BI.If you want the implementation depth this post deliberately leaves out — exact API shapes, watermark math, partial-failure drill, sink-author checklist, hosting variants, observability hooks, and the full list of operational responsibilities a self-hosted export carries — it all lives in one place:
08/06/2026
Azure OpenAI Architecture: The Decisions That Actually Matter (Part 2)
In Part 1 of this series, we walked through the architectural decisions that shape any Azure OpenAI / Microsoft Foundry Models workload: capacity model, deployment location, governance layer, grounding strategy, and quota engineering.The five WAF pillars — Cost Optimization, Security, Reliability, Performance Efficiency, and Operational Excellence — apply just as strongly to GenAI systems as they do to traditional cloud workloads.This post walks through each pillar in the context of Azure OpenAI in Microsoft Foundry, with best practices, common pitfalls, and the trade-offs Cloud Solution Architects (CSAs) tend to hit in real engagements.
08/06/2026
Azure OpenAI Architecture: The Decisions That Actually Matter (Part 1)
The choices you make from day one determine whether your generative AI solution can handle real-world demand or buckle under pressure.In Part 2, we’ll translate these principles into concrete implementations: multi-region topologies, cost allocation strategies, observability and monitoring patterns, and other best practices for reliability, security, and DevOps in Azure OpenAI.When to use RAG: Use RAG if your model must reliably incorporate proprietary, dynamic, or highly specific information that isn’t part of its training data, or when you need to provide source references for answers.
08/06/2026
Enabling AI-Driven SAP Development with GitHub Copilot: Plans and Usage-Based Billing Transformation
Empower SAP customers with a strategic understanding of GitHub Copilot offerings, including plan options, value realization, account models, and key considerations for enterprise adoption.Through a guided, step-by-step setup in Visual Studio Code, SAP developers will gain hands-on experience with GitHub Copilot and Copilot Chat in real-world development scenarios.Starting June 1, 2026, GitHub is transitioning GitHub Copilot from a request-based billing model to a usage-based billing model.
08/06/2026
Now in preview: built-in MCP for Azure App Service
At Build 2026 last week, we announced the public preview of built-in MCP for Azure App Service.It does one thing, and it does it with almost no effort on your part: it turns a REST API you already host on App Service into a Model Context Protocol (MCP) server, so AI agents and assistants can call your API as a set of tools.If your REST API runs on App Service and you can produce an OpenAPI spec for it — and most web frameworks generate one for you — you're a configuration change away from an agent-ready endpoint.
08/06/2026
Security Review for Microsoft Edge version 149
We have reviewed the new settings in Microsoft Edge version 149 and determined that there are no additional security settings that require enforcement.The Microsoft Edge version 139 security baseline continues to be our recommended configuration which can be downloaded from the Microsoft Security Compliance Toolkit.Microsoft Edge version 149 introduced 7 new Computer and User settings; we have included a spreadsheet listing the new settings to make it easier for you to find.
08/06/2026
Designing Reliable Data Platforms: Centralized Failure Logging Framework with Azure Monitor
Inside the logging pipeline [Customized Logs API], use a dynamic content expression to construct a JSON payload matching the Log Analytics schema.After constructing the payload, use a Web Activity to send the data to the Logs Ingestion API endpoint configured earlier.By transforming pipeline failures into structured operational telemetry, the framework evolves beyond simple logging into a true observability platform that supports proactive reliability engineering, helping teams move from reactive firefighting to data-driven operational improvements based on measurable reliability KPIs such as failure trends, MTTR, SLA compliance, severity distribution, and pipeline health scoring.
08/06/2026
Microsoft AI Introduces MAI-Transcribe-1.5: 2.4% WER on Artificial Analysis, Best-in-Class FLEURS Accuracy, and Up to 5x Faster Long-Audio Transcription
Microsoft AI has released MAI-Transcribe-1.5, the second iteration of its in-house speech-to-text family.The model covers 43 languages, adds keyword (entity) biasing for domain-specific terms, posts a 2.4% Word-Error-Rate on the Artificial Analysis leaderboard, and transcribes an hour of audio in under 15 seconds.It is generally available in Azure AI Foundry.
08/06/2026
Google Research Adds Agentic RAG to Gemini Enterprise Agent Platform with a Sufficient Context Agent for multi-hop queries
Google Research details an agentic RAG framework in Gemini Enterprise Agent Platform.A Sufficient Context Agent re-searches until multi-hop, multi-source queries have enough grounding to answer.The framework raises factuality accuracy up to 34% versus standard RAG.
08/06/2026
The Worm in the Supply Chain: How Defender for Endpoint and Sentinel for SAP BTP Caught Shai-Hulud
On 29 April 2026, malicious versions of multiple SAP ecosystem npm packages were briefly published, creating a supply-chain exposure for SAP Cloud Application Programming (CAP) development environments and CI/CD pipelines.Four official npm packages from the SAP development ecosystem were published in malicious versions that day.Security researchers are calling the campaign "Mini Shai-Hulud" - the little cousin of the worm family that has been chewing its way through open-source registries for months.
08/06/2026
Getting Secrets Out of YAML: Implementing Azure Key Vault CSI Driver on AKS with Workload Identity
The Azure Key Vault CSI Driver solves this by introducing a runtime mapping layer instead of a pipeline substitution layer.Azure Key Vault Provider for Secrets Store CSI Driver https://learn.microsoft.com/azure/aks/csi-secrets-store-driverThe Azure Key Vault CSI Driver + Workload Identity pattern fundamentally changes how secrets flow through AKS environments.
08/06/2026
Building Reflective Prompt Optimization with GEPA: Multi-Component Prompts, Structured Feedback, and Held-Out Validation
In this tutorial, we use GEPA as a reflective prompt-evolution framework to improve how a small language model solves multi-step arithmetic word problems.We start from a weak seed prompt, build a deterministic benchmark, and define a structured evaluator that returns actionable feedback.We then compare the baseline and optimized prompts on a held-out validation set to check whether the gains generalize.
07/06/2026
Understanding MCP in Microsoft Dynamics 365 Business Central: A Beginner’s Guide
One of the latest developments enabling this transformation is the Model Context Protocol (MCP). In this blog, we'll explore what MCP is, why it matters, and how it can be used with Business Central through Microsoft Copilot Studio.Model Context Protocol (MCP) is an open standard that allows AI applications and agents to securely communicate with business systems such as Microsoft Dynamics 365 Business Central.
07/06/2026
Best 21 Low-Code and No-Code AI Tools in 2026
Low-code and no-code AI platforms now turn a prompt into a working app, agent, or model. This guide compares 21 tools across app builders, automation, AI agents, and machine learning platforms, each linked to its official site. The post Best 21 Low-Code and No-Code AI Tools in 2026 appeared first on MarkTechPost.
07/06/2026
Faster az login: introducing --skip-subscription-discovery and targeted --subscription
Because you're skipping the tenant/subscription enumeration, the CLI can't infer which tenant to sign in to, so you must name it explicitly.On an interactive login (no cached or still-valid token), the Web Account Manager (WAM) account picker still appears so you can authenticate; File an issue on the Azure CLI repo: https://github.com/Azure/azure-cli/issues/new/choose
07/06/2026
Meet Harness-1: A 20B Retrieval Subagent Trained With Reinforcement Learning Inside a Stateful Search Harness on gpt-oss-20b
UIUC and Chroma's Harness-1 is a 20B retrieval subagent trained with reinforcement learning inside a stateful search harness.The harness maintains the bookkeeping — candidate pool, importance-tagged curated set, evidence graph, verification records — while the policy decides what to search, curate, verify, and when to stop.It reaches 0.730 average curated recall across eight benchmarks, beating the next open subagent by 11.4 points and trailing only Opus-4.6.
07/06/2026
NVIDIA garak Tutorial: Build a Complete Defensive LLM Red-Teaming Workflow with Custom Probes and Detectors
This tutorial walks through NVIDIA garak as an end-to-end framework for defensive LLM red-teaming.It covers setup, plugin discovery, dry runs, real-model scans on a Hugging Face generator, and multi-probe evaluations.The workflow then analyzes safety scores and attack success rates, inspects flagged outputs, and extends garak with a custom probe and detector.
07/06/2026
Google’s New Colab CLI Lets Developers and AI Agents Run Python on Remote Colab GPUs and TPUs From the Terminal
Google released the Colab CLI, letting developers and AI agents run local code on remote Colab GPU and TPU runtime The post Google’s New Colab CLI Lets Developers and AI Agents Run Python on Remote Colab GPUs and TPUs From the Terminal appeared first on MarkTechPost.
06/06/2026
Moonshot AI Releases Kimi Code CLI: A Terminal AI Coding Agent Built in TypeScript for Next-Gen Agents
Kimi Code CLI is Moonshot AI's open-source terminal coding agent, written in TypeScript with subagents and MCP configuration. The post Moonshot AI Releases Kimi Code CLI: A Terminal AI Coding Agent Built in TypeScript for Next-Gen Agents appeared first on MarkTechPost.
06/06/2026
NVIDIA Releases Nemotron 3.5 ASR: A 600M-Parameter Cache-Aware Streaming Model Transcribing 40 Language-Locales in Real Time
NVIDIA released Nemotron 3.5 ASR, a cache-aware 600M streaming model transcribing 40 language-locales in real time from one checkpoint.The post NVIDIA Releases Nemotron 3.5 ASR: A 600M-Parameter Cache-Aware Streaming Model Transcribing 40 Language-Locales in Real Time appeared first on MarkTechPost.
06/06/2026
Govern AI Agents Using Agent Governance Toolkit and Azure Container App Sandboxes
When you let a model generate code and you actually execute it, you are handing the model a Python REPL on whatever machine runs the agent.AGT ships a Python package — agt-sandbox — that answers both, and a recently added sandbox provider that was recently announced in Build 2026 - Azure container app sandboxes.The rest of this post walks through what's in the agt-sandbox package, the abstraction it pivots on, the new ACA provider, how it composes with AGT policy, and a full LLM-planned research agent built on top.
05/06/2026
A Hands-On Coding Tutorial on Qualcomm AI Hub Models for Classification, Object Detection, and Hardware-Aware Deployment
Set up Qualcomm AI Hub Models to run MobileNet-V2 inference, YOLOv7 detection, and compile models on real devices.The post A Hands-On Coding Tutorial on Qualcomm AI Hub Models for Classification, Object Detection, and Hardware-Aware Deployment appeared first on MarkTechPost.
05/06/2026
Turning Nonprofit Data Into Action: A Technical Guide to Power BI
This guide dives deeper into the technical foundations required to build nonprofit‑ready analytics solutions.Power BI Architecture for NonprofitsUse report visuals to present key metrics and patterns, then pin selected visuals to dashboards in the Power BI Service for executive-level monitoring.
05/06/2026
Enhancements to Device Status API & Logged-In User Email in Endpoint DLP
Before the introduction of the Device Status API enhancements and logged‑in user visibility, Endpoint DLP teams consistently struggled in below discussed areas:Device health, configuration status, policy sync state, OS version, and Defender version become query able signals"These enhancements evolve Endpoint DLP from a static, deployment‑centric control into a continuously observable, user‑context aware security signal, significantly reducing investigation time, operational overhead, and trust gaps at scale"
05/06/2026
Extend Microsoft Purview data protection to AWS Bedrock agents for cross-cloud AI governance
A team might use Microsoft 365 and Microsoft Purview for governance and in addition to Microsoft Foundry they may still choose to run an AI agent on AWS Bedrock or on the Google Cloud Platform.This is where Microsoft Purview becomes the central policy engine for your data estate.In this post, we show why that matters and then walk through a practical example: an expense approval agent running on Amazon Bedrock, protected by Microsoft Purview Data Loss Prevention (DLP) policies.
05/06/2026
Google DeepMind Releases Gemma 4 QAT Checkpoints: Q4_0 and a New Mobile Format Cut On-Device Memory
Compare Gemma 4 edge formats: BF16, Q4_0 QAT, and mobile QAT, on published memory numbers and design tradeoffs. The post Google DeepMind Releases Gemma 4 QAT Checkpoints: Q4_0 and a New Mobile Format Cut On-Device Memory appeared first on MarkTechPost.
05/06/2026
Title Plan Update - June 5, 2026
📁June 5, 2026 - Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan.
05/06/2026
A Multi-Region Microsoft Foundry Pattern for Enterprise Private Networking
That is why a multi-region Microsoft Foundry pattern matters: it lets teams deploy Foundry where capacity and platform readiness are available, while continuing to use existing private resources in another region without breaking security or operational expectations.The architecture pattern: Foundry in one region, enterprise resources in anotherIn this pattern, a Foundry account and project are deployed in the region that best fits platform availability, quota, or rollout needs, while enterprise-owned services such as Azure AI Search, Azure Cosmos DB, Key Vault, storage, and Application Insights remain in their approved home region.
05/06/2026
Build AI skills at Microsoft AI Skills Fest
Register now for Microsoft AI Skills Fest, a no-cost digital skilling event taking place June 8–12. Designed so partners can stay ahead in the rapidly evolving AI landscape, attendees can build in-demand AI skills, gain practical insights, and discover ways to deliver innovative solutions, deepen customer relationships, and stay competitive in a fast-changing market. Get ready to lead Frontier Transformation Want to fast-track your badge completion?Join us at the Frontier Transformation Engineer Summit on June 9 for a live, expert-led skilling experience where you’ll explore how to use Microsoft Agent Factory at scale, build your expertise, demonstrate organizational readiness, and lead Frontier Transformation for your customers.
05/06/2026
Stay productive in new Outlook for Windows with these 5 features
Conversely, you can snooze an email from your inbox and have it reappear at a time you’d prefer to read it by right-clicking on the message, then selecting Snooze and choosing a date and time.With Sweep, you can create automatic actions for messages from a specific sender.When you select Follow on a meeting, you get access to the meeting recap without having to attend.
05/06/2026
NVIDIA AI Releases Dynamo Snapshot: A CRIU-Based Fast Startup System for AI Inference on Kubernetes
NVIDIA Dynamo Snapshot checkpoints and restores vLLM inference workers on Kubernetes using CRIU and cuda-checkpoint tools. The post NVIDIA AI Releases Dynamo Snapshot: A CRIU-Based Fast Startup System for AI Inference on Kubernetes appeared first on MarkTechPost.
05/06/2026
Perplexity AI Introduces Hybrid Local-Server Inference Orchestrator for Personal Computer: Automatic On-Device and Cloud Task Routing
Perplexity AI announces a hybrid local-server inference orchestrator for Personal Computer, automatically routing AI tasks between on-device and cloud models.The post Perplexity AI Introduces Hybrid Local-Server Inference Orchestrator for Personal Computer: Automatic On-Device and Cloud Task Routing appeared first on MarkTechPost.
05/06/2026
Microsoft Fara Tutorial: Run a Browser-Use Agent in Google Colab with a Mock OpenAI-Compatible Endpoint
A hands-on guide to running Microsoft Fara in Colab, testing the browser agent loop with a mock endpoint. The post Microsoft Fara Tutorial: Run a Browser-Use Agent in Google Colab with a Mock OpenAI-Compatible Endpoint appeared first on MarkTechPost.
05/06/2026
15 Best Vibe Coding Tools in 2026 Compared: Pricing, Features, and Best Fit
Vibe coding turns plain language into working software. Explore 15 tools shaping how developers build apps in 2026. The post 15 Best Vibe Coding Tools in 2026 Compared: Pricing, Features, and Best Fit appeared first on MarkTechPost.
05/06/2026
Regional Endpoints for Azure Container Registry Geo-Replication — Now in Public Preview
Regional endpoints for geo-replicated Azure Container Registries are now in public preview.The private preview CLI extension conflicts with the built-in commands in Azure CLI 2.86.0+.The old flag name for controlling a geo-replica's global endpoint routing configuration is deprecated and will be removed in Azure CLI 2.87.0 (June 2026).
05/06/2026
Azure Monitor Health Model (Preview): What's New!
Azure Monitor Health Model is a modern observability capability that brings together telemetry, architecture, and business context of your workloads to generate health insights.Azure Monitor health models now support multiple discovery mechanisms:By introducing platform defaults and surfacing recommended signals, we make it easier to align health models with proven Azure best practices from day one.
05/06/2026
Pod CIDR Expansion Generally Available and IP Address Planning on Azure CNI Overlay
In networking with Azure CNI Overlay, the cluster-wide pod CIDR is logically partitioned into smaller “node” blocks where each node is assigned a fixed CIDR slice (/24) by Azure.Pod CIDR expansion allows you to expand the existing CIDR without downtime or node reimaging.Expand Pod CIDR Space in Azure CNI Overlay Azure Kubernetes Service (AKS) Clusters
05/06/2026
Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset
This tutorial walks through a complete NLP pipeline for research-level mathematics.Using the ResearchMath-14k dataset, we extract field-specific keywords with TF-IDF, generate sentence embeddings, visualize the problem landscape with UMAP, cluster with K-Means, build a semantic search engine, and train a classifier to predict each problem's open status — then surface near-duplicate problems by similarity.The post Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset appeared first on MarkTechPost.
04/06/2026
NVIDIA AI Releases Nemotron 3 Ultra: An Open 550B Mixture-of-Experts Hybrid Mamba-Transformer for Long-Running Agents
NVIDIA has released Nemotron 3 Ultra, a 550B total (55B active) open Mixture-of-Experts hybrid Mamba-Transformer for long-running agents.It pairs a 1M-token context with up to ~6x higher inference throughput than comparable open LLMs at on-par accuracy, and ships with open weights, training data, and recipes under OpenMDW-1.1.The post NVIDIA AI Releases Nemotron 3 Ultra: An Open 550B Mixture-of-Experts Hybrid Mamba-Transformer for Long-Running Agents appeared first on MarkTechPost.
04/06/2026
Microsoft Defender for Cloud Customer Newsletter
Defender for Cloud is now integrated into the Defender portal to bring together cloud security posture management and threat protection in a single experience.Cloud security reporting in the Defender portal is now in public previewCustomers can now create, customize, and share security insights across the organization through Defender portal’s integrated cloud security reporting capabilities.
04/06/2026
Run Global Secure Access with confidence: Introducing the GSA Operations Guide
A prescriptive Microsoft Entra Global Secure Access operations guide on Microsoft LearnThis post-deployment playbook delivers prescriptive guidance for running Global Secure Access in production at scale.Soon we will publish the GSA Security Operations Guide for Microsoft Entra Global Secure Access, providing a dedicated security monitoring and detection companion to the operational guides for Private Access, Internet Access, Remote Networks, and Microsoft traffic.
04/06/2026
Giving Developers Claude Code with Azure API Management and Claude Models in Microsoft Foundry
Claude models run in Microsoft Foundry, billed through your Azure subscription — no Anthropic contract or keys required.Azure API Management (APIM) sits in front as an LLM gateway: it authenticates each developer with Entra ID, enforces per-user rate limits and token quotas, and emits per-user usage metrics for chargeback.Start your pilot today: Deploy a Developer-tier APIM instance, connect it to Foundry, and have your first developer running Claude Code through the gateway by end of day.
04/06/2026
Partner Blog | Streamline your campaign execution with Partner Marketing Center Pro
Partner Marketing Center Pro simplifies campaign execution Partner Marketing Center Pro Is the unified, AI-powered marketing hub designed to streamline end-to-end planning, activation, execution, and performance tracking. It enables partners to reduce manual production work, scale demand generation more consistently, and move from campaign idea to customer engagement faster. In this video walkthrough, Maddie Cupchak from Pax8 shows how PMC Pro brings campaign discovery, AI-assisted customization, translation, publishing workflows, lead engagement visibility, and reporting into one unified experience.
04/06/2026
Teams Remote App/ Cloud App optimization for Windows 365 and Azure Virtual Desktop now GA
Today, we are announcing the general availability of Microsoft Teams for Remote App scenarios, expanding support for optimized Microsoft Teams experiences when connecting to Azure Virtual Desktop.The new optimization improves audio and video performance, reliability, and security, and simplifies ongoing support by enabling media engine updates without frequent upgrades to the infrastructure or client.This feature will be available to anyone using Microsoft Teams as a Remote App on Azure Virtual Desktop or Cloud Apps on Windows 365 from Windows endpoints.
04/06/2026
From campus to career: 3 practical steps for students
This graduation season, build the skills employers are looking for, create proof-of-work to get you noticed, grow as a global student community leader.Microsoft AI Skills Fest (June 8–12, 2026) is a large, no-cost online AI skilling event (registration required).Many colleges provide students with access to AI tools like Microsoft Copilot.
04/06/2026
From insight to action: how Adobe and Microsoft are helping marketers move faster with AI
Bringing customer experience intelligence into the flow of workAdobe Marketing Agent for Microsoft 365 Copilot: now generally availableA major milestone in this journey is the general availability of the Adobe Marketing Agent for Microsoft 365 Copilot, now available via Microsoft Commercial Marketplace.
04/06/2026
Driving AI-Powered Healthcare: Advanced Analytics, AI, and Real-World Impact Workshop
The modern data estate and how Microsoft Fabric unifies analyticsReal-world healthcare and life sciences use cases driving impactBuilding unified data foundations in Microsoft Fabric
04/06/2026
Harness-Driven Agents: Secure Podcast Pipeline in Hyperlight MicroVM Sandbox
harnessagent_sandbox_demo is a concrete build that puts that bounding box in exactly the right place — and it does it in service of a real, charming little product: a daily five-minute Mandarin podcast about the FIFA World Cup 2026.Every day it produces a fresh Mandarin podcast script about the FIFA World Cup 2026.A MicroVM gives each workload its own kernel and a hardware-enforced boundary — the isolation strength of a full VM — stripped down to start in milliseconds and tear down just as fast.
04/06/2026
New in Microsoft Marketplace: June 4, 2026
Learn about 387 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs. Get it now in our marketplace
04/06/2026
Miso Labs Releases MisoTTS: An 8B Emotive Text-to-Speech Model with Open Weights
Miso Labs has released MisoTTS, an open-weights 8B text-to-speech model.It uses residual vector quantization (RVQ) to scale its sonic range without scaling parameters, and conditions on both text and audio context to respond to speaker tone.The architecture pairs a 7.7B backbone with a 300M depth decoder.
04/06/2026
Foundry Toolkit for VS Code at //build: Hosted Agents End-to-End, a Smarter Toolbox, and More
We’re excited to share what’s new for Foundry Toolkit for Visual Studio Code at //build 2026.The headline: a complete, end-to-end Hosted Agent experience, scaffold, run, deploy, and observe without ever leaving VS Code.On top of that, we’ve expanded the Toolbox with native enterprise integrations and shipped a wave of LangGraph samples so every developer has a clear path from idea to production.
04/06/2026
Meet OpenJarvis: A Local-First Framework for On-Device Personal AI Agents with Tools, Memory, and Learning
Stanford researchers released OpenJarvis, an open-source framework that runs inference, agents, memory, and learning entirely on-device.It decomposes a personal AI system into five composable primitives — Intelligence, Engine, Agents, Tools & Memory, and Learning — and lands within 3.2 points of the best cloud model at roughly 800× lower marginal API cost.The post Meet OpenJarvis: A Local-First Framework for On-Device Personal AI Agents with Tools, Memory, and Learning appeared first on MarkTechPost.
04/06/2026
MANA support for Existing VM SKUs:Why Now Is the Right Time to Update Linux on your SAP on Azure VMs
Microsoft Azure Network Adapter (MANA) support for existing VM SKUs Microsoft recently announced support for Microsoft Azure Network Adapter (MANA) for existing VM SKUs.That said, support status is not the same as optimal readiness for Microsoft Azure Network Adapter (MANA).
04/06/2026
Updated skilling route for the Meetings and Meeting Rooms for Microsoft Teams specialization
As of April 15, 2026, the Meetings and Meeting Rooms for Microsoft Teams specialization now includes the Microsoft 365 Certified: Collaboration Communications Systems Engineer Associate certification as a skilling option.Completion of the Teams Meetings and Meeting Rooms Technical Assessment on or before June 15, 2026, will count toward the specialization through June 15, 2027.If you're working toward the specialization, align to the updated skilling requirement now.
04/06/2026
Skilling requirement update for Calling for Microsoft Teams specialization
Differentiate your capabilities and stand out in market with the Calling for Microsoft Teams specialization.The Microsoft 365 Certified: Collaboration Communications Systems Engineer Associate certification will replace the Teams Calling Technical Assessment, which is being retired effective June 15, 2026.Completion of the Teams Calling Technical Assessment on or before June 15, 2026, will count toward the specialization through June 15, 2027.
03/06/2026
Partner Blog | Microsoft Build 2026: Turning innovation into partner growth
Microsoft Build 2026 brought together developers at a pivotal moment. AI is reshaping how applications are built, scaled, secured, and operated, and developers are moving from creating simple assistants to long-running agentic systems that can execute real workflows. For Microsoft partners, the opportunity is clear. Customers are asking for more than experimentation. They want to move from pilots to production an...
03/06/2026
Build Enterprise-Ready Agents with Microsoft IQ and Oracle AI Database@Azure — now with Oracle MCP
We’re making it easier to bring Oracle data into intelligent applications with Microsoft IQ and Oracle AI Database@Azure. Oracle Managed Database MCP (Model Context Protocol) remote servers are now available in Microsoft Foundry—introducing a fully managed option that simplifies AI integration without disrupting existing MCP workflows. This builds on the momentum with Oracle AI Database@Azure, where enterprises are already pushing the boundaries of what's possible with Oracle data...
03/06/2026
DevOps for Microsoft Hosted Agents: From Terraform Apply to Production-Grade Agent Delivery
A companion piece to Infrastructure as Code for AI: Building and Deploying Microsoft Hosted Agents with Terraform. Just announced — source-code deploy (preview). Foundry has just added a second Hosted Agent deploy path alongside the container path this p...
03/06/2026
How to Build a Document Intelligence Backend with iii Using Workers, Functions, and Cron Triggers
We build a document intelligence backend with iii by registering modular functions and reusing them across multiple triggers. The post How to Build a Document Intelligence Backend with iii Using Workers, Functions, and Cron Triggers appeared first on MarkTechPost.
03/06/2026
Google DeepMind Releases Gemma 4 12B: An Encoder-Free Multimodal Model with Native audio that runs on a 16 GB laptop
Gemma 4 12B feeds vision and audio straight into the LLM backbone, running locally under an Apache 2.0 license. The post Google DeepMind Releases Gemma 4 12B: An Encoder-Free Multimodal Model with Native audio that runs on a 16 GB laptop appeared first on MarkTechPost.
03/06/2026
Announcing Confidential Live Migration in Azure
Authored by Caroline Perez-Vargas, Michael McReynolds Introduction Today at Build, Microsoft showcased Confidential Live Migration, a new capability that helps move Intel® TDX Confidential VMs to updated infrastructure with limited interruption while helping protect VM memory and execution context during migration. Live migration is foundational to reliability: it can improve host availability and help enable routine updates wit...
03/06/2026
Accessibility Tools in Windows & Microsoft 365 Every Nonprofit Should Know
Accessibility isn’t optional for nonprofits — it’s essential. Whether serving clients, supporting staff, or engaging volunteers, organizations must ensure digital tools are usable by everyone. Microsoft 365 and Windows include powerful, built‑in accessibility features that many nonprofits overlook. This blog explores the most impactful tools, how they work, and how to configure them using official Microsoft guidance. Accessibility Architecture in Microsoft 365<...
03/06/2026
Azure Event Grid: Powering IoT and Event-Driven Applications at Scale
Modern IoT and event-driven applications demand more than reliable messaging. They require the ability to handle larger payloads, efficiently route data at scale, and automatically adapt to changing workloads. Today, we're excited to introduce a new set of capabilities in Azure Event Grid Namespace (MQTT Broker & Event Broker) that help organizations build more scalable, resilient, and cost-efficient connected solutions. With support for
03/06/2026
Is 94% of your syslog just noise? Now you can filter it out before ingestion.
At Microsoft Build 2026, we are announcing the public preview of multi-stage transformations for Azure Monitor Data Collection Rules (DCRs). Multi-stage transformations let you filter, aggregate, parse, and map your logs at the point of collection, before data is ingested into your workspace. Processing happens in a defined sequence of steps called processors, and you can chain them together to build precise data pipelines that reduce ingestion volume, improve data quality, and lower monitori...
03/06/2026
When Telemetry Volume Gets Real: Azure Monitor pipeline’s Performance Story!
What is Azure Monitor pipeline? Azure Monitor pipeline provides centralized governance and a single point of control that runs close to your data sources, so you can filter, transform, aggregate, and route telemetry before it's sent to Azure Monitor. This approach helps you reduce ingestion volume, improve reliability in disconnected environments, and apply consistent data processing across hybrid and multi-cloud deployments. Built on OpenTelemetry technology, the pipeline supp...
03/06/2026
Introducing the New Browser Automation Tool with Toolboxes in Foundry
AI agents can reason through complex problems—but they hit a wall when workflows require clicking buttons, filling forms, or navigating web interfaces. The Browser Automation Tool bridges that gap, giving your agents the ability to interact with any website the same way a human would. Here's what's new in our latest release with Toolboxes support in hosted agents. Browser Automation Tool is available as an MCP ( Model Context Protocol) to...
03/06/2026
Azure Speech at Build 2026: Powering Voice Agents with Real-Time and Life-like Experiences
Voice is rapidly becoming the default interface for AI. At Build 2026, Azure Speech in Foundry Tools is making it dramatically easier to ship production-grade voice experiences that feel real, responsive, and global. From agentic, low-latency Voice Live experiences built natively into Microsoft Foundry Agent, to a new generation of LLM powered Speech to text and Text to speech voices - every layer of the Speech stack is getting faster, more expressive, and more cust...
03/06/2026
15 productivity features in the new Outlook for Windows
Hello, Outlook community. I’m Vicki Milton, a Principal Product Manager on the Outlook team. Over the last year, we’ve added important capabilities across areas such as offline support, shared mailboxes, and PST files. Alongside those milestones, we've continued to deliver smaller improvements that help people work more efficiently throughout the day. This article highlights 15 productivity features in the new Outlook for Windows that can help you stay organized, reduce routine ...
03/06/2026
Foundry Labs @ Build 2026
We launched Foundry Labs last year as the home for cutting-edge AI experiments from across Microsoft. It is meant to be a place where developers could try, fork, and build with our earliest prototypes. The response from the community has been tremendous, and we're doubling down. Today at Build 2026, we're rolling out a refreshed experience for
03/06/2026
Evaluate before you ship: introducing the Voice Live Evaluation Harness
You've built a voice agent on Azure Voice Live. It demos beautifully. Then a teammate asks the question that keeps every voice-agent team up at night: "How do we know it's actually good — across 200 customer calls, not the three we just listened to?" Until today, the honest answer was: put on headphones. Manual listening. Subjective scoring in a spreadsheet. No baseline, no regression signal, no way to defend a model swap with data. We're...
03/06/2026
News to Know – Volume 3, Edition 6, June 2026
This month’s newsletter brings together the latest updates, insights, and best practices to help you use Viva Glint & Pulse as part of your broader AI transformation strategy. As Copilot adoption grows, employee listening can help organizations better understand employee experiences, identify opportunities for support, and turn feedback into action that drives meaningful business impact. *Side note: Have ...
03/06/2026
Learn about Level Access's digital accessibility partner solution in Microsoft Marketplace
Microsoft partners like Level Access deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace. Learn about this offer below:
03/06/2026
File share migrations simplified with Azure Copilot Migration Agent
Building on our earlier announcement of discovery and assessment support for SMB and NFS file shares in Azure Migrate, we are extending the experience to support end-to-end file share migrations within the same workflow. With
03/06/2026
Event Recap - European Collab Summit 2026 - Cologne Germany
From May 5 to 7, 2026, the global Microsoft community came together in Cologne, Germany for the European Collaboration Summit 2026, a gathering of innovators, builders, and leaders shaping the future of work. With over 275 sessions spanning the European Collaboration, AI & Cloud, and BizApps Summits, Microsoft’s presence was both expansive and impactful,&nbs...
03/06/2026
Nous Research Releases Hermes Desktop: A Native Cross-Platform Front End for Hermes Agent v0.15.2 with Streaming Tool Output
Hermes Desktop is a no-terminal GUI sharing one agent core, skills, and memory with the Hermes Agent CLI. The post Nous Research Releases Hermes Desktop: A Native Cross-Platform Front End for Hermes Agent v0.15.2 with Streaming Tool Output appeared first on MarkTechPost
03/06/2026
NVIDIA Releases Cosmos 3: A Two-Tower Mixture-of-Transformers Foundation Model Unifying Physical Reasoning, World Generation, and Action Generation
NVIDIA released Cosmos 3, open omnimodal world models pairing an autoregressive VLM reasoner with a diffusion generator for physical AI. The post NVIDIA Releases Cosmos 3: A Two-Tower Mixture-of-Transformers Foundation Model Unifying Physical Reasoning, World Generation, and Action Generation<...
03/06/2026
Designing Cloud Landing Zones by Traffic Flow: A Defence‑in‑Depth, DMZ‑First Architecture
As enterprises adopt Microsoft Azure for large‑scale and regulated workloads, security architecture must be driven by traffic trust boundaries and inspection intent, not connectivity alone. Regulatory frameworks consistently require a clear separation between Internet‑untrusted and private enterprise traffic, enforced through
03/06/2026
Bug fixes in Microsoft Access - Current Channel Version 2605 (Build 16.0.20026.20118)
Bug Name Issue Fixed Edge Browser Control didn't render PDFs on some machines
03/06/2026
Token economics–driven architecture: hybrid models, AI Runway, AKS Kata MicroVM, MCP
1. The moment the bill arrived For most of 2024 and 2025, "Agents" were a demo word. In 2026 they are a line item on the cloud invoice. Every major model provider — OpenAI, Anthropic, Google, Mistral, DeepSeek, and even the in-cluster open-weights serving stacks — now bills by the token. Input tokens, output tokens, cached tokens, reasoning tokens, tool-call tokens. The unit price has come down. The number of tokens an autonomous agen...
03/06/2026
GitHub Action for Deploying Hosted Agents
Introduction With Microsoft's introduction to Hosted Agents comes a next logical question. How to implement this? Organizations need a method that is quick, repeatable, and requires minimal adjustments to their existing tooling and processes. Thus, we will walk through how to deploy a Hosted Agent through a repeatable GitHub Action. If this is new to you this blog is a follow up to
03/06/2026
Transparent data encryption in Azure SQL Database now supports AES keys (Public Preview)
For teams thinking about long-term cryptographic resilience, this preview is especially relevant. TDE with customer-managed keys has traditionally used asymmetric RSA-based key protectors, while broader industry guidance is increasingly focused on preparing for a post-quantum cryptographic (PQC) future and adopting cryptographic approaches that are better aligned with that transition. This update aligns with broader security guidance, including
03/06/2026
New Capabilities to Observe Agents in Azure Monitor
Over the last six months, we have been listening to you and building new capabilities to help you observe your agents. You’ve been sharing with us that quality issues are tricky and evaluation is critical, that agent reasoning needs to be understood, that humans must be in the loop to review select agent interactions, and that security and privacy are essential. To address these concerns, we’re announcing several new capabilities that make agents a first-class artifact in Azure Monitor...
03/06/2026
Deploying Foundry Hosted Agents via REST API
Introduction At Microsoft Build `26 it was announced that Microsoft Foundry Hosted will soon be generally available. This blog post will out...
03/06/2026
How to Fine-Tune LFM2 Using QLoRA and DPO: A Complete Step-by-Step Coding Tutorial on Google Colab
Learn to fine-tune LFM2 with QLoRA, supervised fine-tuning, DPO, and adapter merging using TRL and PEFT on Colab. The post How to Fine-Tune LFM2 Using QLoRA and DPO: A Complete Step-by-Step Coding Tutorial on Google Colab appeared first on MarkTechPost.
03/06/2026
The end of patching era for containers: Microsoft Defender for Cloud expands hardened image support
Why hardened images are becoming the new baseline for container image security Container security is evolving beyond vulnerability scanning alone. Across the ecosystem - spanning container platforms, registries, and software supply chain tooling - customers are increasingly adopting hardened container images - images that are minimal by design, transparent in composition, and continuously maintaine...
02/06/2026
Inside ACR Artifact Cache: Pull-Through Caching at Scale
By: Akash Singhal, Luis Dieguez, Kiran Challa, Nathan Anderson,
02/06/2026
Is Your Monitoring Actually Working? What's New in Monitoring Coverage
Monitoring is only useful when the right signals are collected, the right alerts are in place, and the data is actually flowing when teams need it. In large Azure environments, confirming all three across every VM and AKS cluster can still take too much manual work. At Microsoft Ignite, we introduced Monitoring Coverage in Azure Monitor, a centralized preview experience for finding coverage gaps and enabling recommended VM and container monitoring at scale. At Microsoft Build, we are e...
02/06/2026
Protect Azure Cosmos DB with vaulted backups using Azure Backup (preview)
As organizations increasingly rely on Azure Cosmos DB to power mission‑critical, globally distributed applications, protecting this data from accidental deletion, malicious activity, and ransomware has become more important than ever. At MS Build 2026, we’re excited to announce the preview of Azure Backup for Cosmos DB, which introduces vaulted backups—a secure, isolated, and fully managed backup solution designed to s...
02/06/2026
Microsoft 365 Copilot on mobile: What staged rollout plans can miss
IT teams often design rollout plans in careful stages: the right pilot group, the right prerequisites, the right communications, and the right guardrails. Sequencing matters. But when Microsoft 365 Copilot on mobile shows up in your environment, the shape of adoption can change. Employee behavior doesn’t always follow the same tidy stages as licensing or deployment plans. Once ...
02/06/2026
MGCI | Newsletter May 2026
Hi MGCI Members! Things are moving fast across the MGCI community, and the energy is hard to miss. From behind-the-scenes looks at what makes Community Days DC successful to global events bringing thousands together, there’s a lot happening (and a lot to be proud of). Add in new Regional Leaders on the way, upcoming sessions, and a packed event calendar, and it’s clear this community keeps leveling up. Let’s dive into what’s been happening around the world and what’s coming up n...
02/06/2026
Azure Functions MCP Extension: What's New at Build 2026
The Azure Functions MCP extension has had a breakout year! Since its initial preview, the extension has grown from a single trigger type into a full-featured platform for building remote MCP servers: with tool, resource, and prompt triggers across multiple languages, MCP Apps for interactive UIs, built-in MCP authentication, and feature enhancements. Here's what's new and what it means for developers building MCP servers on Azure Functions. The full MCP primitive set: Tools, resources...
02/06/2026
Anyscale on Azure: Powering Enterprise AI at Massive Scale on Azure Kubernetes Service
Somewhere on your AI platform team, an engineer is on call this weekend — not for the model, not for the training run, but for the integration code holding five separate AI processing systems together. Data preparation on one. Training on a second. Evaluation on a third. Serving on a fourth. Observability bolted on across all of it. The glue between them has quietly evolved into a production system of its own, complete with its own failure modes and its own pager.
02/06/2026
Write Logic Apps in C#: introducing the Logic Apps Standard SDK
The workflow you always wished you could write in code If you build on Logic Apps Standard, you already know the deal: the runtime is excellent at the unglamorous parts of integration - connecting to systems, retrying, scaling, keeping run history you can actually debug. What you sometimes wanted was a different front door. You're a .NET developer. You live in C#, source control, and pull requests. And for a long time, authoring a workflow meant leaving all of that behind for a visua...
02/06/2026
New AI gateway capabilities in Azure API Management
Multi-model, multi-protocol AI applications are quickly becoming the norm. Teams are mixing OpenAI, Anthropic, and Vertex AI models, exposing tools through MCP, and wiring agents together with A2A. As that surface grows, so does the work of keeping it secure, observable, and consistent. Our ongoing strategy for the AI gateway capabilities in Azure API Management centers on that problem: providing one place to manage models, MCP tools, and agents, no matter which provider or protocol is...
02/06/2026
Announcing Go support in Azure Functions (Preview)
We're excited to announce that Azure Functions now supports Go as a first-class language, available today in public preview on the Flex Consumption plan. Go developers can now build event-driven, serverless applications using idiomatic Go, the standard toolchain they already love, and the full breadth of Azure Functions triggers, bindings, and operational capabilities. TL;DR: Write Functions in Go...
02/06/2026
What’s new in Observability at Build 2026
Observability for AI and Agent Workloads AI agents are moving from prototype to production. To help teams ship and operate agents with the same rigor as the rest of their stack, Azure Monitor & Azure Copilot Observability agent brings end-to-end agent observability — grounded in OpenTelemetry so signals are portable across the toolchain. Agent Observability in Azure Monitor Agents are now a first-class artifact...
02/06/2026
Announcing Azure Linux 4.0: Purpose-Built for Azure, Now in Public Preview
Today at Microsoft Build, we're announcing the public preview of Azure Linux 4.0 - Microsoft's first party Linux distribution, purpose-built for Azure. Azure Linux 4.0 is available now for Azure Virtual Machines, VM Scale Sets, and container images – with Azure Kubernetes Service (AKS) support and Windows Subsystem for Linux (WSL) coming soon after.
02/06/2026
Introducing Azure Container Linux (ACL)
Today at Microsoft Build 2026, we’re announcing the general availability of Azure Container Linux (ACL): a secure, immutable container host designed to help platform teams run Kubernetes workloads at scale on Azure Kubernetes Service (AKS) with greater consistency, reduced operational overhead, and a stronger default security posture. This release builds on Microsoft’s long-standing commitment to the Flatcar Containe...
02/06/2026
🎉 Automation just became a team sport. Meet Azure Logic Apps Automation.
Low barrier to entry. Built for production. Now in Public Preview There's a moment that plays out in almost every organization right now. Someone closest a business problem - a retail ops lead, a finance analyst, a security analyst looks at a repetitive process and thinks, this should just run itself. For most of computing history, ...
02/06/2026
Partner Case Study | United Technologies
Founded in 1994, United Technologies (Int’l) Ltd. is a leading IT service and accounting solutions provider based in Hong Kong. United Technologies joined the Microsoft Marketplace Rewards program to utilize the global advantage of co-marketing with Microsoft as a critical step toward expanding its business beyond its existing market in the Guangdong-Hong Kong-Macao Greater Bay Area. At the end of 2025, the company executed a listing optimization and press release support to promote SmartBusi...
02/06/2026
📢 Announcing Knowledge as a Service for Azure Logic Apps
Now in Public Preview Turn your documents into a ready-to-use knowledge base without custom RAG pipelines. Today at Microsoft Build 2026, we are announcing the Publi...
02/06/2026
Better Together: Build Agents in Microsoft Foundry, Automate them with Azure Logic Apps
One agentic stack: Foundry brings the intelligence; Logic Apps brings the automation and orchestration. The promise of agentic AI is not simply more capable chat. It is autonomous work that advances real business processes. To achieve this, agents require two things: a place to be built with the appropriate models, instructions, knowledge, and guardr...
02/06/2026
Introducing the Azure Functions serverless agents runtime (preview)
We're thrilled to announce the Azure Functions serverless agents runtime, now in public preview. It brings a new, markdown-first programming model for building AI agents as a first-class workload on Azure Functions, with the event-driven triggers, scale-to-zero economics, and operational integrations you know and love from the platform. A few things you could build in a matter of minutes:
02/06/2026
What's new in Azure API Management at Microsoft Build 2026
For more than a decade, Azure API Management has helped organizations secure, govern, and operate APIs at enterprise scale. As organizations build more AI-powered applications, APIs are increasingly part of a broader architecture that includes AI models, agents, MCP tools, and agent-to-agent interactions. These new patterns increase the need for consistent governance, discovery, security, and observability...
02/06/2026
Introducing On-demand Sandboxes for Azure Durable Task Scheduler (Private Preview)
Maybe it needs a native toolchain. Maybe it runs untrusted customer or LLM-generated code. Maybe it needs Python from a .NET orchestrator, or bursty compute that should scale to zero when the work is done. Today, we're thrilled to announce On-demand Sandboxes for Azure Durable Task Scheduler, now available in private preview. On-demand Sandboxes lets you move those individual workflow steps to managed, isolated compute while your orchestrator stays exa...
02/06/2026
Announcing Anyscale on Azure public preview: Powered by Ray on AKS
What's new The defining workload of the cloud era is no longer a web service or a database. It is a distributed AI training or inference job that needs thousands of GPUs, a coherent data plane, and a way for a handful of engineers to operate all of it without losing their weekends. Getting there is still harder than it should be. GPU capacity is fragmented across regions and SKUs, data is scattered across the lifecycle, and identity and credentials sprawl with ...
02/06/2026
Announcing managed connectors for Azure Functions (Preview)
Azure Functions now includes managed connectors in public preview - the same 1,400+ connector ecosystem behind Logic Apps and Power Platform - as first-class triggers in your Functions code, plus typed SDKs for invoking connector actions from your function body. Build event-driven integrations with Microsoft 365, Salesforce, ServiceNow, SAP, Dynamics 365, and 1,400+ other systems using familiar Functions syntax. This release is the result of...
02/06/2026
Introducing Azure Container Apps Sandboxes: Secure Infrastructure for Agentic Workloads
Today we are announcing the public preview of Azure Container Apps Sandboxes - a new first-class resource type that gives you fast, secure, ephemeral compute environments with built-in suspend and resume. This is the underlying infrastructure on which products like
02/06/2026
What's new in Azure Kubernetes Service at Microsoft Build 2026
A year ago, teams were still asking whether Kubernetes belonged anywhere near their AI workloads. That question has mostly been answered as the community comes together to . The real challenge now is operational: how to run training and inference at scale when cost, latency, and reliability are constantly in tension. The AKS announcements at Microsoft Build focus on that tension directly. They expand what you can control across the stack: how individual clusters are operated, how close...
02/06/2026
Build, deploy, and govern sovereign AI with Foundry Local on Azure Local
Not every AI workload can run in the cloud. For many of our customers, data needs to stay within defined boundaries, connectivity may be limited or absent, and latency, governance, and auditability are non-negotiable. With Foundry Local on Azure Local, you can use the same model catalog, developer workflows, and governance capabilities you know from Azure, while running AI enti...
02/06/2026
Any source. Any destination. Ready for AI-era.
Telemetry is exploding, every new app, edge node, and AI agent is a new firehose, and AI has raised the bar on what that telemetry must be: governed, on open standards, observable at agent scale. Today, most teams answer that by stitching together a stack of disconnected tools, each catering to a set of data sources, another that offers transforms, different ones for routing to each destination, and wrappers on top for some essence of much-needed enterprise governance, a...
02/06/2026
Unlock On-Prem Productivity with Agentic Retrieval in Foundry Local
In today’s connected world, customers expect instant, context-rich interactions, even in environments where cloud connectivity isn’t guaranteed. That’s where Retrieval-Augmented Generation at the edge comes in. Since we launched into public preview, we’ve watched teams across regulated, disconnected, and mission-critical environments push this technology into places cloud GenAI simply couldn’t reach.
02/06/2026
Your first model deployment on Foundry Local on Azure Local: from catalog to inference in 10 minutes
Foundry Local on Azure Local is in public preview at the time of this writing. You've installed Foundry Local on your Azure Local cluster. The operator's pods are running, the CRDs are registered, you've checked it twice with kubectl get pods. Now what? This blog covers the part that comes right before all of that - the lifecycle pattern you'll use to deploy any model on Foundry Local on Azure Local. Our recent
02/06/2026
Scale On-Prem AI with Foundry Local on Azure Local: Multi-Node Inference and vLLM Support
Since announcing the public preview of Foundry Local on Azure Local for single-node, we’ve seen strong adoption in regulated industries and consistent customer demand to expand the platform for scalable deployments. Today, we’re expanding Foundry Local model offering on Azure Local (preview) with three additions that broaden where and how you can use it: Multi-node scheduling - distribute inference workloads across the GPU capacity in your Azure Local ...
02/06/2026
Announcing Preview of new Azure Lasv5 and Laosv5 VMs based on the AMD EPYC™ ‘Turin’ processor
We’re excited to announce the preview of the new Azure Lasv5 and Laosv5 Local Storage Optimized Virtual Machines (VMs) powered by the 5th Generation AMD EPYC™ (Turin) processors. Lasv5-series is designed for storage-intensive workloads requiring high disk capacity, throughput, and I/O, while Laosv5-series is well-suited for workloads requiring significantly higher local storage capacity and performance, such as large-scale caching clusters and big data processing. Lasv5 and Laosv5 Key...
02/06/2026
Introducing GitHub Enterprise Local (Preview): DevOps for Sovereign and Private Cloud Environments
Across the world, many organizations, particularly in government, defense, financial services, and critical infrastructure, must operate within strict sovereign boundaries, often due to regulatory, security, or disconnected environment requirements. Microsoft’s Sovereign Private Cloud is a customer operated cloud model designed for scenarios where sovereignty, operational control, and resiliency are non negotiable. It enables organizations to operate securely and at scale, even in restricted ...
02/06/2026
Build AI agents for production with secure identities from day one
Building an AI agent is no longer the hard part. The real challenge begins when that agent must run securely in production and meet identity, access, audit, and security requirements. That’s where many agents get stuck. It’s relatively easy to build a prototype, but much harder to deploy an agent that operates with the security controls required for production. Microsoft Entra Agent ID helps close that gap by giving agents a consistent identity foundation. Together with the Microsoft Agent 36...
02/06/2026
Build 2026: New Azure Managed Redis Capabilities for AI-Ready Applications
As AI-driven applications continue to evolve, developers need a data platform that can keep up, delivering real time performance, intelligent context, and enterprise grade security at scale. At Microsoft Build 2026
02/06/2026
Azure Virtual Desktop supports greater application and identity functionality with latest updates
At Microsoft Ignite 2025, we announced both the general availability of external identity support in Azure Virtual Desktop and the public preview support of using...
02/06/2026
Embed intelligence into physical systems with smaller form factor infrastructure (preview)
Written by Cosmos Darwin, Azure Edge PM, and Michael MacKenzie, VP of Digital Operations AI is transforming how we work, but so far it's mostly lived on your screen: agents and models assisting with information work. How can that intelligence take on physical work, too? Jobs that happen out in the world, like transporting goods, inspecting equipment, manufacturing products, and serving retail customers. This is already possible today, but developing autonomou...
02/06/2026
Adaptive data protection with context-based redirections in Windows 365, now in public preview
Today, we are excited to announce the public preview of context-based redirections for Windows App. This new capability helps organizations apply more granular controls to device and resource redirection based on contextual signals such as device management state, compliance postur...
02/06/2026
Announcing Preview of Guest RDMA for Azure Boost
We’re excited to announce Guest RDMA (Preview) in Azure, beginning today in our UKSouth region, bringing high-throughput, ultra-low latency networking directly into guest virtual machines anywhere within the same region. By using Azure Boost to enable RDMA capabilities on our frontend network within the guest OS, applications can bypass the traditional networking stack and offload the transport protocol to the NIC - reducing CPU overhead and delivering consistent, high-performance communicati...
02/06/2026
MCP Test Console and Git Repository synch in Azure API Center
Why This Matters As organizations race to build AI-powered applications, the Model Context Protocol (MCP) has emerged as the standard way to connect AI agents with external tools and data sources. Managing these MCP servers at enterprise scale, however, has been a growing challenge — until now. AI agents are only as useful as the tools they can access. MCP servers expose those tools — from databases and internal APIs to third-party services — in a standardized way that a...
02/06/2026
Announcing new security, maintenance and analytics features for PostgreSQL at Microsoft Build 2026
At Microsoft Build 2026, we’re announcing a major wave of PostgreSQL innovation across Azure. Alongside the public preview of Azure HorizonDB, we’re delivering a broad set of enhancements for our fully managed open-source PostgreSQL service:
02/06/2026
Preview of multiparty analytics with Azure Confidential Clean Rooms
Today, we are excited to announce the preview of multiparty analytics feature of Azure Confidential Clean Rooms, a fully managed service that allows customers and their partners to securely analyze privacy-sensitive datasets from multiple parties. It uses confidential compute enabled Apache Spark-based big-data analytics (Spark SQL) which helps protect their raw data from other collaborator...
02/06/2026
More Control, Less Overhead: Custom Domain Upgrades in Azure API Management v2
Multiple custom domains in Premium v2 Large organizations rarely expose APIs under a single domain. A global enterprise might need api.contoso.com for external partners, apis.hrportal.contoso.com for internal teams, and dev.europe.contoso.com for a regional developer portal — all at once. Until now, achieving this required spinning up separate API Management instances, adding cost and operational complexity. Azure API Management Premium v2 now supports multiple custom ...
02/06/2026
Azure API Center Introduces a Data Plane MCP Server for Enterprise-Wide API and AI Asset Discovery
As organizations scale their adoption of MCP-based tooling and AI agents, one challenge keeps surfacing: developers spend too much time figuring out what APIs, tools, and AI assets exist — and then manually wiring up connections to each one. Today, we're excited to announce general availability of a new capability that changes that. What's new Azure API Center now provides a data plane MCP server — a unified enterprise discovery endpoint that gives agents and ...
02/06/2026
Find what you need, faster: Azure API Center now supports custom metadata filtering
Enterprise API and AI catalogs have expanded dramatically. Where teams once managed dozens of APIs, they now govern hundreds — spanning business units, environments, compliance domains, and an ever-growing roster of AI assets. The catalog itself has become a discovery challenge. What's new Developers can now filter catalog assets using organization-defined metadata attributes. These aren't generic tags — they're the classifications your organization already uses: environments,...
02/06/2026
Built-in gateway support for workspaces in Azure API Management
Workspaces in Azure API Management let platform teams hand off API ownership to individual API teams while keeping centralized governance. Until now, using them meant deploying a dedicated workspace gateway on the Premium tier — adding cost, operational overhead, and limiting regional availability. That requirement is going away. Workspaces can now be associated directly with the built-in gateway, and this capability is generally available.
02/06/2026
TinyFish Launches BigSet: An Open-Source Multi-Agent System That Builds Structured Live Datasets from Plain-English Descriptions
Describe a dataset in one sentence; Bigset's orchestrator and parallel sub-agents research the live web and return structured tables. The post TinyFish Launches BigSet: An Open-Source Multi-Agent System That Builds Structured Live Datasets from Plain-English Descriptions appeared first on
02/06/2026
Managed Connectors for SRE Agent (preview)- Govern what your agent can do
Giving an agent access to a tool is the easy part. The harder question is what it's allowed to do with that access. "Can the agent copy a file in OneDrive?" mostly answers itself. "Can it copy any file, to any destination, over one that's already there?" is the one that decides whether the integration has a governance layer. Managed Connectors is built around that second question. It expands the catalog of tools the agent can reach - OneDrive, SharePoint, Google Drive, GitLab, Power BI...
02/06/2026
Improved data processing features in Foundry IQ: Richer content extraction and data enrichment
Great answers start before retrieval. They depend on how well your data pipeline can reach enterprise content, preserve document structure, and carry text and visual context into the index. As part of the Microsoft Foundry platform, the Foundry IQ (Azure AI Search)
02/06/2026
Foundry IQ: Improve recall by up to 54% with knowledge bases
By Alec Berntson, Alina Stoica Beck, Jim Singh, Amaia Salvador Aguilera, Lihang Li, Matt Gotteiner Agents are only valuable for the enterprise when they have access to your organization's knowledge. A common starting point is to give your agent a retrieval tool to find relevant context for its task. What do you do when your agent can’t find relevant context using the tool? Foundry IQ knowledge bases deliver strong search performance while keeping your a...
02/06/2026
Securing the new risk surface: local agents, claws, and open runtimes
The next wave of AI is more than just powerful models. We’re now seeing intelligent agents that run locally on our devices, interacting directly with sensitive data, apps, and systems. Some operate persistently: monitoring, planning, and executing tasks over time instead of just responding to one-off prompts. We call these more sustained, autonomous processes “claws.” Together, local agents and claws are changing how work gets done. They also introduce a new risk surface for organizations: th...
02/06/2026
Foundry IQ: New governance and enterprise AI security capabilities
Enterprise AI adoption depends on more than retrieval quality. It requires a foundation that enables agents to access business-critical content without weakening the controls already in place to protect it, including source permissions, sensitivity labels, audit trails, private network paths, and identity-based access. This post highlights security, governance, and private communication updates across
02/06/2026
Start Secure, Stay Secure: How Microsoft is Closing the Gap from Code to Runtime
Modern software applications composed of hundreds of artifacts, multiple programing languages, and cloud infrastructure provide an extensive attack surface that only continues to expand in the era of AI. According to Microsoft Threat Intelligence and industry research, threat actors are also increasingly leveraging AI-assisted techniques to accelerate vulnerability discovery and exploitation (Source:
02/06/2026
Microsoft Purview enables developers with strong data security across AI apps and agents
Today, developers are at the center of a new wave of innovation—building AI applications and agents that are deeply connected to enterprise data. But with this opportunity comes a new and complex set of security challenges. AI systems operate across cloud platforms, third-party services, and even local and on-premises development environments, interacting dynamically with sensitive data such as customer records, financial information, and intellectual property. Traditional security approaches...
02/06/2026
Shaping what Azure SRE Agent does: Tool Permissions and Hooks
When an AI agent runs against production, the first question every security team asks is "What can it do, who decided it could, and what stops it from doing something it should not." Azure SRE Agent reached general availability in March. Since then, teams inside Microsoft and customers running it against real production workloads have asked for the same thing: finer-grained controls over what the agent can do on its own and a clear answer to who governs each call that reaches ...
02/06/2026
Powering new devices and Agent-First experiences with MDEP
Today at Microsoft Build 2026, we're taking the next step for Microsoft Device Ecosystem Platform (MDEP) – and for the enterprise devices that will define the next era of work. To enable this new era, Microsoft just announced a new chip-to-cloud platform, codenamed Project Solara, designed from the ground up for agent-first experiences and the new device form fact...
02/06/2026
Azure HorizonDB: Enterprise-Ready Postgres, Engineered for the AI Era
Affan Dar, Vice President of Engineering, PostgreSQL at MicrosoftCharles Feddersen, Partner Director of Program Management, PostgreSQL at Microsoft Today at Microsoft Build, we’re pleased to announce the public preview of Azure HorizonDB, a new enterprise-ready Postgres-compatible database service designed to meet the needs of modern AI applications, alongside a set o...
02/06/2026
Reducing NTLM Dependency: IAKerb and LocalKDC in Windows Insider Preview
Today, Windows expands where Kerberos works—reducing the need for NT LAN Manager (NTLM) fallback with IAKerb and LocalKDC, coming to client and
02/06/2026
Announcing the 2026 Imagine Cup World Champion
On June 2 at Microsoft Build, student founders from around the world watched as this year’s winner was revealed live on stage. Hosted by Dona Sarkar of Microsoft Enterprise AI Advocacy, the Imagine Cup World Championship brought together a global audience of developers, founder...
02/06/2026
Made for developers and agents, Windows 365 at Build 2026
Build 2026 is here, and Windows 365 is showing up in a BIG way. Over the past year, we’ve listened closely to developers and IT teams using Cloud PCs at scale. You told us that bringing a new developer onto a Cloud PC needs to be streamlined—that signing in should mean being ready to code, not spending hours on setup. We hear from you that compute choice matters, and that a one-size-fits-all approach doesn’t work for dev teams building everything from web apps to AI/ML worklo...
02/06/2026
New Windows Features to Secure Today’s Data in a Post-Quantum World
Quantum safety is a staged transition across customer environments. Windows is enabling this progression by extending quantum-safe support beyond algorithms and APIs, into the protocols and platform components that organizations use the most. This foundation empowers customers to build, validate, pilot, and ultimately deploy quantum-safe applications, systems, and infrastructure at scale.
02/06/2026
Azure SRE Agent at Microsoft Build 2026: Bringing agentic operations to the enterprise
Build 2026 Update When we launched Azure SRE Agent, the promise was simple: reduce operational toil, improve up time, and evolve teams from manual incident response towards AI-powered operations. Since GA in March 2026, that promise has held up in production. Teams are using the agent to diagnose live issues, reason across telemetry and code, and automate r...
02/06/2026
Bring Your Own GitHub App: Connecting Azure SRE Agent to Enterprise Repositories
What if your SRE agent could access your enterprise GitHub repositories the same way your CI/CD pipelines do with a governed service identity, not a personal token?
02/06/2026
Private Plugins with Azure SRE Agent
SRE's and platform teams are building operational skills specific to their infrastructure: investigation runbooks, compliance checks, cost analysis playbooks, deployment verification procedures. The next step is making that work reusable across every agent in the organization without exposing it publicly. Today, SRE Agent supports plugin marketplaces hosted in private GitHub repositories, including GitHub Enterprise. This is part of the Azure SRE Agent announcements at
02/06/2026
VNet integration for Azure SRE Agent (preview)
For many production systems, the logs, databases, private endpoints, repositories, and runbooks an SRE Agent needs to do its job are behind network boundaries your security team already governs. VNet integration for Azure SRE Agent, now in preview, puts the agent's outbound traffic under those same controls - your virtual network, your NSG rules, your private DNS - so it reaches only what your network allows. The principle is one your security team already applies to every other worklo...
02/06/2026
From LaTeX to accessible PDFs: Transforming math workflows in Microsoft 365
Congratulations, Class of 2026! It's an exciting time looking forward to the next step in your journey. The rest of us salute you as we continue with our own journeys. For so many of us, math has been an integral part of the journey, enabling us to understand, solve, and build – which is why I'm very excited to share improved support for industry standard math formats in Microsoft 365 that make it easier to communicate inclusively with math. Improved ...
02/06/2026
What's new in Microsoft Teams | May 2026 - Build Edition
It's hard to believe May is over already! You may have noticed this edition of What's new in Teams is landing a few days later than usual — that's intentional. We're publishing alongside Microsoft Build, our annual developer conference where we showcase the latest in AI, agents, and the tools that help developers. It's one of the most energizing weeks of the year, full of announcements, hands-on sessions, and ...
02/06/2026
New ways to learn and demonstrate skills
Announcing new opportunities within the Microsoft Credentials ecosystem, plus new skilling partnerships with Microsoft technology partners. At Microsoft Build 2026, we’re introducing new ways for developers to learn and demonstrate skills in the tools they use every day. Today, we’re announcing:
02/06/2026
Learning Agent now generally available — personalized AI upskilling for every employee
Meet Learning Agent in Microsoft 365 Copilot Today we’re excited to announce the general availability of Learning Agent in Microsoft 365 Copilot, to help every employee build Copilot and AI skills where the work gets done. It provides personalized recommendations based on each person’s context – their role, daily tasks, and work patterns – so learning feels relevant, practical, and easy to act on. Learning Agent helps users learn by doing — right within Micro...
02/06/2026
The next frontier in endpoint security: Securing local AI agents with Microsoft Defender
AI agents are now doing real work on the endpoint — reading files, running commands, browsing the web, and acting on behalf of the users they run under. That same power is also what makes them dangerous: agents act on whatever content they take in, and much of it comes from outside the user's control — a web page, a repository, a command's output. A single malicious instruction hidden in that content can turn an agent against the very environment it's trusted to work in. With access to source...
02/06/2026
Monitor AI coding agents with OpenTelemetry in Azure Monitor
AI coding agents are quickly becoming part of the everyday developer workflow. As teams adopt tools such as GitHub Copilot, Claude Code, and Codex, they need a better way to understand usage, troubleshoot performance, and keep an eye on token consumption and cost. With Azure Monitor’s OpenTelemetry support, you can collect OpenTelemetry Protocol (OTLP) signals from AI coding agents and route them into Azure Monitor for end-to-end visibility. Ingested OTLP data is stored with OpenTeleme...
02/06/2026
Direct OpenTelemetry ingestion into Azure Monitor is now generally available
OpenTelemetry is powering a new era of observability. Built on open standards, designed for portability, and made for developers who want flexibility without compromise. And now, you can send OpenTelemetry logs, metrics, and traces straight into Azure Monitor OTLP endpoints and data storage. This capability is generally available, production-ready, and built to scale from day one. With direct OTLP ingestion, you can keep your existing OpenTelemetry instrument...
02/06/2026
Infrastructure as Code for AI: Building and Deploying Microsoft Hosted Agents with Terraform
AI agents are no longer experimental. Teams are shipping production-grade agents that retrieve information, call APIs, reason over documents, and orchestrate multi-step workflows at scale. Microsoft Foundry's Hosted Agents service gives you a fully managed runtime for those agents, built on top of the Microsoft Foundry Agent Service, with Microsoft handling the infrastructure, scaling, and runtime lifecycle. The challenge is that provisioning this infrastructure by hand or clicking thr...
02/06/2026
Evaluating the Evaluator: How to Test an LLM Judge with Microsoft Agent Framework
The four verdicts, up front Consistency: mean CV across posts 5.30% Pipeline format checks: pipeline pass rate 100% Rubric adherence (strict judge): 5.00 / 5, mean math drift 0.05 pts Calibration vs. labels: Pearson r = 0.51, MAE = 22.9 pts Three of those say the model is healthy. The las...
02/06/2026
Building AI apps and agents with Azure Databricks, Copilot Studio, and GitHub Copilot
A workspace-wide Genie MCP endpoint for Copilot Studio Genie is Azure Databricks’ AI agent that lets any employee chat with their data and get trusted answers instantly. Genie Spaces are curated, business‑domain workspaces for teams to find strategic insights for their targeted use cases. Until now, co...
02/06/2026
Alibaba’s Qwen Team Launches Qwen3.7-Plus, Adding Vision, Deep Reasoning, Tool Invocation, and Autonomous Iteration on the Bailian Platform
Qwen3.7-Plus is Alibaba's multimodal agent model on Bailian, understanding images and video while adding self-programming and tool invocation. The post Alibaba’s Qwen Team Launches Qwen3.7-Plus, Adding Vision, Deep Reasoning, Tool Invocation, and Autonomous Iteration on the Bailian Platform ap...
02/06/2026
JetBrains Releases Mellum2: A 12B MoE Model for Fast, Specialized Tasks in Multi-Model AI Pipelines
JetBrains releases Mellum2 under Apache 2.0 — a 12B MoE model trained on 10.6 trillion tokens for AI workflows. The post JetBrains Releases Mellum2: A 12B MoE Model for Fast, Specialized Tasks in Multi-Model AI Pipelines appeared first on MarkTechPost.
02/06/2026
Building and Operating a Microsoft Foundry Hosted Agent with GitOps and GitHub Tasks
The Gap Between Prototype and Production Most AI engineering teams can build a working agent in a day. The hard part is not building it; the hard part is operating it. Prompts drift. Tool configurations change without review. Deployments happen from someone's laptop. There is no audit trail, no rollback plan, and no consistent way to promote a change from a development environment to production. GitOps closes that gap. By treating your agent definition, configuration, and infr...
02/06/2026
Better Deployment Errors in az webapp deploy
Deployment failures can be difficult to interpret, especially when the error returned by the deployment API does not clearly explain what went wrong or what to do next. To make this easier, we have added a new switch to az webapp deploy for App Service for Linux: --enriched-errors true When enabled, deployment failures show context-enriched diagnostics directly in the CLI output. This includes an error code, deployment context, the raw er...
02/06/2026
Azure Logic Apps introduces Automation and new capabilities for agentic business process automation
Automation is entering a new era Automation has traditionally been powerful, but not always accessible. Building production-grade automations often requires specialized expertise in workflows, integrations, APIs, infrastructure, identity, security, networking, and operations. Organi...
02/06/2026
Understand What’s Happening with Your App Service for Linux Website Using Site Status
When your website is not starting or behaving unexpectedly, it can be difficult to quickly understand what state the application is in and what might be causing the issue. To make this easier, Azure App Service for Linux now includes Site Status. Site Status provides runtime information for your website, including the current state of the app and detailed error information when issues are detected. What Site Status shows Site Status gives you a vie...
02/06/2026
How to Speed Up Transformer Training Using NVIDIA Apex (FusedAdam, FusedLayerNorm) and Native torch.amp
We build NVIDIA Apex from source, detect fused kernels, and benchmark FusedAdam, FusedLayerNorm, and torch.amp in Transformer training. The post How to Speed Up Transformer Training Using NVIDIA Apex (FusedAdam, FusedLayerNorm) and Native torch.amp appeared first on MarkTechPost.
02/06/2026
Agents 365 & Microsoft 365 Copilot Hub Redesign: April 2026 M365 Champions Community call
Hello Champions! Here’s a recap and top Q+A from our May M365 Champions monthly call of 2026, featuring Agents 365 with
02/06/2026
Prepare for SOAP API deprecation by moving to REST
Microsoft Advertising is evolving its API platform to better meet modern developer needs. As part of this shift, we’re transitioning from the SOAP API to a REST-based architecture that offers improved performance, flexibility, and ease of use. If you’re currently using the SOAP API, now is the time to start planning your migration. What’s changing We’re standardizing on REST APIs as the foundation for all future Microsoft Advertising API development.
01/06/2026
What's New in Microsoft Entra: June 2026
Welcome to the June edition of our monthly newsletter, summarizing the latest news and developments in the exciting, ever-evolving world of Microsoft Entra. What went into General Availability (GA) since May 2026? Enable Phish‑Resistant MFA for Linux Desktops with Microsoft Entra...
01/06/2026
KT accelerates cloud and AI adoption with Azure Confidential Computing
A leading South Korea telecom provider, KT Corporation, serves more than 20 million consumers and thousands of enterprise customers in finance, manufacturing, and the public sector. As businesses across the country undergo digital transformation, KT needed to expand its cloud offerings but faced hurdles from government regulations and customer expectations.
01/06/2026
Windows news you can use: May 2026
First, as we head into June and the first set of Secure Boot certificates start to expire, there will be another Secure Boot Ask Microsoft Anything (AMA) on Thursday, June 4. Do save the date and post your questions early or at any time durin...
01/06/2026
Transforming Microsoft Teams into a Secure Collaboration Platform for Nonprofits
Microsoft Teams is often seen as a meeting tool, but its real power lies in how it connects Microsoft 365 services like SharePoint, OneDrive, and the Power Platform into a single workspace. When a Team is created, a Microsoft 365 Group and a SharePoint site are automatically provisioned, forming the foundation for file storage, permissions, and collaboration For nonprofits managing distributed staff, volunteers, and external partners, Teams can function as a central hub for col...
01/06/2026
MiniMax Releases MiniMax M3 with MSA Architecture Supporting 1M-Token Context, Native Multimodality, and Agentic Coding
MiniMax M3 introduces MiniMax Sparse Attention, a 1M-token context window, and native image, video, and computer use support. The post MiniMax Releases MiniMax M3 with MSA Architecture Supporting 1M-Token Context, Native Multimodality, and Agentic Coding appeared first on MarkT...
01/06/2026
Share Your Use Case in a Lighting Talk
Microsoft Security Store Lightning Talks are high‑energy, community-led mini sessions spotlighting real users like you who are putting Microsoft Security Store agents and solutions to work, driving measurable impact through faster workflows, smarter automation, and stronger security outcomes. Selected sessions wi...
01/06/2026
Cumulative Update Released for Skype for Business Server SE (SE CU1)
Microsoft has released a cumulative update for Skype for Business Server Subscription Edition (Build Number 7.0.2046.849), which resolves two significant issues, in addition to other meaningful payload content: Blank screen when accessing the Skype Meetings application after installing CU8: A white screen appears when attempting to join a meeting through the web address (“Join a meeting” link). (
01/06/2026
Building a GitHub Copilot Agent Usage Dashboard
Introduction Working with organisations that are attempting to create GitHub Copilot custom agents, take-up of these agents by their community becomes important to know. Some questions quickly emerge are "how well are we actually using it?", "which agents are getting used and which have not had that much traction?"....
01/06/2026
How Marketplace offer types shape AI economics and scale
This post is part of a series on building and publishing well-architected AI apps and agents in Microsoft Marketplace. The series focuses on AI apps and agents that are architected, hosted, and operated on Azure, with guidance aligned to building and selling solutions through Microsoft Marketplace. Offer types and hosting decisions...
01/06/2026
Kubernetes Center: Security & LTS/Out-of-Support Version Insights Now Available
What's New Security Insights: The new Security page in Kubernetes Center gives you an immediate, all clusters or Kubernetes Fleet Manager-wide view of your security posture without leaving the portal. At the summary level you can see: Security vulnerabilities broken down by risk level Runtime alerts categorized by severity Non-complia...
01/06/2026
Now Generally Available: Microsoft Defender for open source relational databases on AWS RDS
Securing multicloud databases to help reduce risks Open‑source (OSS) relational databases are becoming increasingly critical and increasingly targeted in organization of all sizes. As organizations adopt multicloud architectures, these databases often run across Azure and Amazon Web Services (AWS), while security tools remain fragmented. The result is inconsistent visibility into sensitive data, disconnected alerts, and limited insight into how database exposure translates into real ...
01/06/2026
Don’t miss out: Microsoft Partner of the Year Awards nominations are now open!
It's time: the Microsoft Partner of the Year Awards nomination window is now officially open until Tuesday, July 7, at 6:00 PM Pacific Time.
01/06/2026
Meet Memory OS: A 6-Layer Open-Source Memory Stack Built on Top of Hermes Agent
The open-source project adds local persistent memory to Hermes Agent through six layers, gated retrieval, and a wiki. The post Meet Memory OS: A 6-Layer Open-Source Memory Stack Built on Top of Hermes Agent appeared first on MarkTechPost.
01/06/2026
2026 Microsoft Marketplace Partner of the Year Award – nomination window is open!
We want to recognize our amazing partners that have embraced Microsoft Marketplace as core to their GTM strategy and joint selling opportunities. Get ready to share your outstanding achievements and become an inspiration to the whole Microsoft partner community! Submit your nomination for a chance to be recognized in the Microsoft Partner of the Year Awards. The nomination window for the 2026 Microsoft Partner of the Year Awards&n...
01/06/2026
Secure a high-impact sponsorship for Microsoft Ignite
Become a sponsor at Microsoft Ignite in San Francisco, November 17–20, and showcase your organization to a global audience. Connect with tech leaders, Microsoft experts, partners, and customers. Becoming a spo...
01/06/2026
Determinism over magic: the engineering design behind Azure Container Registry Regional Endpoints
By Zoey Li, Huangli Wu, Johnson Shi, Wei Meng Introduction Azure Container Registry (ACR) supports
01/06/2026
Teams Meetings Voice Isolation: Help Your Voice Stand Out
Voice isolation is designed to reduce noise and separate your voice from other sounds and voices in Teams calls and meetings. In simple terms, it helps Teams recognize who you are trying to hear and filter out what does not belong in the conversation. Background noise affects meeting quality in by making the speaker harder to understand and distracting to listening participants. How voice isolation works Voice isolation uses a personalized deep voice quality enhancement AI mod...
01/06/2026
Your PostgreSQL workflow just found its new home in Cursor
TL; DR: Our Visual Studio Code extension for PostgreSQL is now available on the Open VSX registry: Cursor users get first-class database tooling without leaving the editor that already understands their code.
01/06/2026
Accelerate your AI or agent build to sell on Marketplace with Quick-Start Development Toolkit
Want to skip right to coding in minutes? Start with the interactive wizard in App Advisor Building AI products quickly is becoming table stakes. Building them in a way that supports scalability, repeatability, and a path to commercialization is where software companies create advantage.
01/06/2026
Making Academic Standards More Accessible
Why standards matter Academic standards are the shared language that connects curriculum, instruction, and assessment. When educators can easily access and apply them: Lesson planning becomes more intentional. You design instruction around clear learning goals rather than guessing what to cover. Assessment aligns with instruction. Quizzes, rubrics, and assignments reflect what students are actually expected to demonstrate. ...
01/06/2026
Claude Code on Microsoft Foundry in VS Code — A Practical Setup Guide (with the gotchas)
Enables enterprise-grade governance without changing your developer workflow. The official Microsoft Learn article (Configure Claude Code for Microsoft Foundry) gets you ~80% of the way there. The remaining 20%—VS Code settings shape, tenant mismatches, and configuration conflicts like "baseURL and reso...
01/06/2026
Parallax: A Parameterized Local Linear Attention That Keeps Softmax and Adds a Learned Covariance Correction Branch
Parallax replaces LLA's per-query solver with a learned projector, doubling arithmetic intensity and improving perplexity at 0.6B and 1.7B. The post Parallax: A Parameterized Local Linear Attention That Keeps Softmax and Adds a Learned Covariance Correction Branch appeared first on
01/06/2026
Microsoft Build 2026
June 2–3, 2026 / San Francisco and onlineThe event in San Francisco is sold out. But you can still register to join us online for free!Lots of great sessions to view and attend!! Make sure you check them out:Session catalog
01/06/2026
An Implementation of the Microsoft Agent Governance Toolkit for Safe AI Agent Tool Use with Policies, Approvals, Audit Logs, and Risk Controls
In this tutorial, we build a governed AI-agent workflow using Microsoft’s Agent Governance Toolkit as the reference point. We create a Colab-ready implementation where agents do not directly execute tools; instead, every action first passes through a governance layer that checks the agent’s identity, trust score, risk tier, requested tool, action type, sensitivity level, and […] The post
31/05/2026
Introducing the updated exposure score in Microsoft Defender Vulnerability Management
We are introducing an updated exposure score model in Microsoft Defender Vulnerability Management, now available in public preview. Security teams use the exposure score to understand vulnerability posture, prioritize remediation, and explain progress to leadership. The updated model helps make that score more useful by bringing in additional vulnerability risk signals and asset context, so teams can better understand where risk is concentrated and which remediation actions are likely ...
31/05/2026
A Coding Implementation on Loguru for Designing Robust, Structured, Concurrent, and Production-Ready Python Logging Pipelines
In this tutorial, we implement a practical use case with Loguru, a powerful, flexible, and production-ready logging library for Python. The post A Coding Implementation on Loguru for Designing Robust, Structured, Concurrent, and Production-Ready Python Logging Pipelines appeared first on
31/05/2026
Agents That Build Agents: A SKILL-first Blueprint with MS Agent Framework & Foundry
The single insight that changes everything Most "build an AI agent" tutorials collapse two completely different jobs into one tangled mess: the job of building an agent (writing the code, defining its tools, evaluating it, packaging it), and the job of running an agent (planning, reasoning, calling tools, remembering users, delivering ...
31/05/2026
Trajectory Releases a Concurrent Multi-LoRA Training Stack for Continual Learning, Reporting a 2.81× Experiment-Throughput Gain
Trajectory, working with UC Berkeley Sky Lab and Anyscale, built a concurrent multi-LoRA training stack for continual learning. It maps each RL experiment to a dedicated LoRA adapter on an always-hot engine, reporting a 2.81× end-to-end experiment-throughput gain over a single-tenant baseline with no reward regression. The code is open-sourced in NovaSky-AI/SkyRL. The post
31/05/2026
Build Skill-Augmented AI Agents with SkillNet for Search, Evaluation, Graph Analysis, and Task Planning
In this tutorial, we implement a SkillNet use case as a practical framework for discovering, installing, inspecting, evaluating, and organizing reusable AI skills. The post Build Skill-Augmented AI Agents with SkillNet for Search, Evaluation, Graph Analysis, and Task Planning appeared first on ...
31/05/2026
Best Text-to-Speech TTS Models in 2026: A Benchmark-Based Comparison
Text-to-speech changed fast in 2026. This guide ranks the leading commercial and open-weight TTS models, comparing quality, latency, cost, language coverage, and licensing so engineers can match a model to the job. The post Best Text-to-Speech TTS Models in 2026: A Benchmark-Based Comparison appeared first on MarkTechPost....
30/05/2026
Genesis AI Releases Nyx, Quadrants, and Genesis World 1.0 Physics Platform for Scalable Robotics Foundation Model Evaluation
Genesis AI released Genesis World 1.0 on May 27, 2026 — a four-component simulation platform covering physics, rendering, compilation, and tooling. The system achieves a Pearson correlation of 0.8996 between simulation and real-world robot rollouts, and reduces policy evaluation time from over 200 hours to under 0.5 hours. The post
30/05/2026
Hermes Agent Ships Tool Search for MCP: Anthropic Evals Show 49% to 74% Accuracy Gain on Opus 4
Nous Research's Hermes Agent adds Tool Search to fix MCP context bloat using BM25 progressive schema disclosure. The post Hermes Agent Ships Tool Search for MCP: Anthropic Evals Show 49% to 74% Accuracy Gain on Opus 4 appeared first on MarkTechPost.
30/05/2026
How to Use AgentTrove: Streaming 1.7M Agentic Traces and Building a Clean ShareGPT SFT Dataset in Python
AgentTrove is the largest open-source collection of agentic interaction traces, with 1.7M rows in a ShareGPT-style layout. This hands-on Python tutorial shows how to stream the dataset without full downloads, normalize agent turns, extract commands, analyze trajectories, and export successful traces into a clean SFT fine-tuning dataset. The post
30/05/2026
What’s new in Azure Language in Foundry Tools
Every day, your applications process thousands of emails, transcripts, and documents containing sensitive information—names, phone numbers, medical details. Manually identifying and protecting this data doesn't scale. Here's how the latest PII (Personally Identifiable Information) detection capabilities within Azure Language in Foundry tools can help you automate privacy protection across text, conversations, and healthcare scenarios <...
29/05/2026
NVIDIA Introduces X-Token: Projection-Guided Cross-Tokenizer KD That Outperforms GOLD by +3.82 Average Points on Llama-3.2-1B
NVIDIA's X-Token fixes two structural failures in GOLD and improves GSM8k accuracy from 2.56 to 15.54 The post NVIDIA Introduces X-Token: Projection-Guided Cross-Tokenizer KD That Outperforms GOLD by +3.82 Average Points on Llama-3.2-1B appeared first on MarkTechPost....
29/05/2026
GPT Realtime in Production: Which Context Strategy Should You Actually Use?
Are You Running Azure GPT Realtime in Production? The question that started this: Are you running Azure gpt-realtime in production? If so, you've already run into the question I want to talk about: how should you manage conversation context across turns? It sounds like an implementation detail. It isn't. The way you answer it determines whether your per-call cost is 30 cents or 90 cents, whether your contact-center latency stays under two seconds, and w...
29/05/2026
StepFun Releases Step 3.7 Flash: A 198B MoE Vision-Language Model for Coding Agents and Search Workflows
StepFun releases Step 3.7 Flash, a 198B MoE model with native vision, 256k context, and Advisor Mode. The post StepFun Releases Step 3.7 Flash: A 198B MoE Vision-Language Model for Coding Agents and Search Workflows appeared first on MarkTechPost.
29/05/2026
Choosing the Right Language Analyzer for Azure AI Search
By Abhishree Shetty, Alec Berntson, Lihang LiA language analyzer is a specific type of
29/05/2026
Azure Functions MCP extension now supports MCP Prompts
We are thrilled to announce that the MCP prompt trigger is now available in public preview in the Azure Functions MCP extension! With this release, the extension now supports all three core MCP server primitives - tools, resources, and prompts, giving you a complete platform for building rich MCP servers on Azure Fun...
29/05/2026
Build Less. Deliver More. A lesson I learned building AI apps and workflows #Cowork
I want to share something that happened recently, because I think it can be relatable. A while back I built out a meta prompt for my weekly manager 1:1. If you've seen it, you know I put real thought into it. It scans my interactions across accounts, pulls out what matters, and turns it into a structured update I can walk into a meeting with. I was proud of that build, and honestly I still use a lot of it. But then I decided to take it further. I added a full briefing pac...
29/05/2026
Migrating to GPT-5.x Without Breaking GPT-4: A Practical, Backward-Compatible Playbook
The first request your service sends after swapping gpt-4o for gpt-5.1 in production will return HTTP 400. Not in two weeks. On the first call. And the parameter the error points to isn't one you set anywhere in your code - it's bound onto the request by a LangChain helper you've used for two years. This post walks through every breaking change between the GPT-4 and GPT-5 families on Azure OpenAI in Microsoft Foundry, the integration clif...
29/05/2026
mssql-python 1.8.0: friendlier Row access, Bulk Copy with MSI, and a refreshed ODBC driver
We just shipped mssql-python 1.8.0, the official Microsoft SQL Server driver for Python. This release focuses on day-to-day ergonomics, a long-requested authentication option for Bulk Copy, and a refresh of the bundled ODBC driver. pip install --upgrade mssql-python Highlights Row objects now support string-key indexing Row already supported integer indexing ...
29/05/2026
Title Plan Update - May 29, 2026
📁May 29, 2026 - Title Plan Now Available Access the latest Instructor-Led Training (ILT) updates anytime at
29/05/2026
Partner Blog | Build Frontier Transformation capability with new engineer skilling and June events
Customers are moving quickly to Frontier Transformation, where AI and agents are embedded as a repeatable, governed operating capability. As Nicole Dezen outlines in her recent post,
29/05/2026
Four open source projects to explore at Microsoft Build
Open source is where developers experiment, collaborate, and turn new ideas into tools that others can build on. At Microsoft Build, we’re creating a dedicated space for that energy: the Open Source Zone.
29/05/2026
PostgreSQL Meets AI at POSETTE: An Event for Postgres 2026 (T-3 weeks)
POSETTE: An Event for Postgres 2026 is where that evolution comes into focus, please visit conference’s site to register and add the event to your calendar! Artificial intelligence is changing how we build applications, but not in the wa...
29/05/2026
AI Observability Starter Kit for Microsoft Foundry agents
Table of Contents 1. From green dashboards to production-grade AI observability 1.1 How it flows 1.2 Agent definition 2. Deploy and run
29/05/2026
Unlocking the Power of Azure Resource Graph Explorer for Comprehensive Database Inventory
Why Taking Inventory is Crucial Taking inventory of databases in Azure is a critical practice for any organization managing cloud resources. It ensures that all databases are accounted for, providing a comprehensive overview of the organization’s data assets. This visibility is essential for effective management and optimization of resources, as it allows for better planning and allocation based on actual usage and requirements. An accurate inventory also plays a key role in i...
29/05/2026
What’s new in Microsoft Sentinel: May 2026
Welcome to the May edition of What's new in Microsoft Sentinel. This month’s updates focus on unified role-based access control (RBAC), ecosystem breadth, AI-agent security, and high-assurance identity. RBAC and row-level scoping are now generally available, giving security teams a single, granular permissions model across Sentinel and the Microsoft Defender portal and enabling multi-team SOC collaboration. The Sentinel connector catalog has passed 400 connectors, expanding coverage ac...
29/05/2026
The Odd Couple - Latches and KEEP_NULLS
Introduction Bulk loading is one of the most heavily optimised data paths in SQL Server. When it works well, hundreds of concurrent sessions can push millions of rows per minute into large tables with minimal CPU overhead. But when it doesn't, the symptoms can be baffling: CPU sits almost idle while every session waits, and throughput collapses by orders of magnitude. We recently worked with a customer running a large-scale data processing platform on Azure SQL Hyperscale Data...
29/05/2026
What’s New in Microsoft 365 Copilot | May 2026
Welcome to the May 2026 edition of What's New in Microsoft 365 Copilot! Every month, we highlight new features and enhancements to keep Microsoft 365 admins up to date with Copilot features that help your users be more productive and efficient in the apps they use every day. Let’s take a closer look at what’s new this month: User capabilities:
29/05/2026
Load testing hosted MCP servers with Locust and Azure Load Testing
Agent traffic doesn't look like human traffic. It arrives in bursts, sustains long sessions, and hits the same handful of tools at a parallelism a typical API client never produces. Hosted MCP servers are how AI agents reach the tools and data your product exposes, and as those servers move from local subprocesses to network endpoints, you need to know how they behave under that concurrent load. This post shows you how to build a portable Python harness on top of Locust that tal...
29/05/2026
Building a hands-free voice concierge with Microsoft Foundry Voice Live and a Hosted Agent
This post walks through a small, working sample that wires the browser microphone to Azure AI Speech Voice Live, binds the realtime session to a Foundry hosted agent, and lets the agent answer travel questions using tool calls. The full source, infrastructure, and labs live in the repository linked at the end. Why this combination matters Voice user interfaces have historically been hard to build well. Streaming audio, partial transcripts...
29/05/2026
PostgreSQL Meets AI at POSETTE: An Event for PostgreSQL 2026 (T-3 weeks)
POSETTE: An Event for Postgres 2026 is where that evolution comes into focus, please visit conference’s site to register and add the event to your calendar! Artificial intelligence is changing how we build applications, but not in the wa...
29/05/2026
Meet mKernel: A Multi-GPU, Multi-Node Fused Kernel Library for GPU-Driven Communication
UC Berkeley's UCCL team releases mKernel, fusing intra-node NVLink, inter-node RDMA, and dense compute into a single persistent CUDA kernel. The post Meet mKernel: A Multi-GPU, Multi-Node Fused Kernel Library for GPU-Driven Communication appeared first on MarkTechPost.
29/05/2026
Hexo Labs Open-Sources SIA: A Self-Improving Agent That Updates Both the Harness and the Model Weights
Hexo Labs released SIA, an open-source self-improving loop, under an MIT license. A Feedback-Agent reads each run's trajectory, then either rewrites the scaffold or triggers a LoRA weight update on gpt-oss-120b. Combining both levers beat scaffold-only iteration on LawBench, TriMul GPU kernels, and scRNA-seq denoising. The post Hexo La...
29/05/2026
Power Pages & SPA: Deploying a Custom React SPA to Microsoft Power Pages
Introduction Modern business applications are no longer limited to traditional server-rendered pages or fixed portal layouts. Today’s users expect fast, responsive, highly interactive web experiences - the kind of experience developers commonly build using modern front-end frameworks such as React. Microsoft Power Pages has evolved to support this shift. With Single Page Application support, developers can now build modern client-side app...
29/05/2026
From Requirement to Production Code, How Engineering Squad Automates the Full Dev Lifecycle
I started wondering: what if instead of one AI assistant generating code snippets, you had an entire squad of specialized AI agents. Each owning a single stage of the delivery pipeline, they could collaborate, self-correct, and produce a complete, traceable output from a plain-text requirement? That's Engineering Squad: an open-source, multi-agent framework built with LangGraph, Azure OpenAI, and Foundry Local. Nine agents. One pipeline. Zero manual handoffs. You give it a requi...
29/05/2026
Azure DDoS Protection & Azure WAF: A Layered Defense for Modern DDoS Attacks
Introduction: The Need for Layered DDoS Defense Organizations today operate in an environment where Distributed Denial of Service (DDoS) attacks continue to evolve across both network and application layers. To help organizations build resilient, internet-facing applications and services, Microsoft Azure provides a comprehensive and layered set ...
29/05/2026
Why do I see many VDI_CLIENT_WORKER sessions in Azure SQL Database — and do they impact performance?
Sometimes you’ll notice many sessions showing the command VDI_CLIENT_WORKER in Azure SQL Database—often around scaling, replica/copy workflows, or internal seeding operations. These sessions can look alarming, especially during a performance investigation, but they are typically internal background workers. This post explains how to recognize them, what’s safe to do (and what isn’t), and how to focus on the real bottlenecks like...
29/05/2026
Training 100B+ Models on a Single GPU: What MegaTrain Changes - and What It Means for Azure
The Paradigm Shift in Model Training The conventional wisdom in deep learning has been simple: bigger models require bigger infrastructure. Training a 100-billion parameter language model traditionally demands massive GPU clusters with terabytes of combined memory, where each GPU holds portions of the model simultaneously. This assumption has shaped the entire AI infrastructure landscape, driving demand for high-memory accelerators and complex distributed training frameworks. ...
29/05/2026
How to Design an End-to-End Ansible Automation Lab with Playbooks, Inventories, Roles, Vault, Dynamic Inventory, and Custom Modules
In this tutorial, we build a complete Ansible lab that runs end-to-end in Google Colab or any Linux environment. We start by installing ansible-core, setting up a local workspace, creating an Ansible configuration file, and defining both static and dynamic inventories. We then explore key Ansible concepts, including group variables, host variables, variable precedence, ad […] The post
29/05/2026
Extending the Vercel AI SDK to Microsoft Foundry (TypeScript)
The Vercel AI SDK gives developers one elegant, provider‑agnostic surface (generateText, streamText, tools, structured output) for building agentic apps. The official AI-sdk/azure provider, however, only targets the Azure OpenAI chat surface and hence the rest of Microsoft Foundry's catalog (Llama, DeepSeek, Mistral, Phi, and now Anthro...
29/05/2026
[Preview] CIS Benchmarks on Azure; Now for Windows Server
For customers with machines managed by Azure (i.e., Arc-enabled machines and Azure VMs), last year we delivered built-in CIS Benchmarks for Linux. The feedback has been clear: “Excellent, now do Windows.” Today we're announcing that built-in CIS Benchmarks for Windows Server...
28/05/2026
Liquid AI Releases LFM2.5-8B-A1B: An On-Device MoE Model With 8.3B Total and 1.5B Active Parameters
Liquid AI's LFM2.5-8B-A1B activates 1.5B of 8.3B parameters, offering 128K context, reasoning, and tool calling on consumer hardware. The post Liquid AI Releases LFM2.5-8B-A1B: An On-Device MoE Model With 8.3B Total and 1.5B Active Parameters appeared first on MarkTechPost.
28/05/2026
Anthropic Ships Claude Opus 4.8 Alongside Dynamic Workflows and Cheaper Fast Mode, With Workflows Capped at 1,000 Subagents
Anthropic's Claude Opus 4.8 brings dynamic workflows and cheaper fast mode to Claude Code, now in research preview The post Anthropic Ships Claude Opus 4.8 Alongside Dynamic Workflows and Cheaper Fast Mode, With Workflows Capped at 1,000 Subagents appeared first on MarkTech...
28/05/2026
Governing AI Agents Against Every OWASP Agentic Risk: A Deep Dive with the Agent Governance Toolkit
AI agents are moving from prototypes to production. They book flights, write code, negotiate contracts, and operate across enterprise systems with minimal human oversight. The attack surface is not theoretical: OWASP has catalogued the top 10 risks specific to agentic applications, and every one of them maps to a real-world failure mode. ...
28/05/2026
Azure Native Integrations: Public Preview of Napster Companion API on Azure
What is Napster Companion API? Napster Companion API is Napster's platform for building Omniagents: persistent, multi-channel AI agents with one identity, one memory, and one set of tools that show up across every channel an end user touches. The same Omniagent meets the customer on the website, in the mobile app, on video, and on the phone line with the same face, the same voice, and the same memory of the last conversation. The Omniagent as a digital worker T...
28/05/2026
Operationalizing AI powered medical imaging pipeline for cohort building
Authors: Jared Erwin, Senior Software Engineer, HLS Nursing AI and Data Platform, Faculty UW School of Medicine Manoj Kumar, Director, HLS - Data & AI HLS Frontiers AI
28/05/2026
Building Reliable AI Coding Workflows Using Modular AI Agent Optimization
Artificial Intelligence is rapidly transforming the modern software development industry. AI-powered coding assistants such as GitHub Copilot, Claude Code, and other Large Language Model (LLM)-based systems are helping developers automate repetitive coding tasks, improve productivity, and accelerate software development processes. These tools can generate code, assist with debugging, provide recommendations, and support developers during implementation. However, desp...
28/05/2026
Building a Secure Hybrid Workplace with OneDrive: Architecture, Security, and Best Practices
Hybrid work requires a zero‑trust, identity-driven architecture where users, devices, and data are continuously validated. Microsoft 365 — specifically OneDrive for Business backed by SharePoint Online — provides a distributed content services platform designed for secure collaboration at scale. This blog breaks down the core architecture, data protection mechanisms, and administrative controls that enable secure hybrid collaboration with OneDrive...
28/05/2026
Partner Blog | Partner-led momentum, broader availability for SMB: Microsoft 365 Business with Copilot
Small and medium-sized businesses (SMBs) are entering a new phase of AI adoption. It is no longer defined by experimentation. It is about moving from individual use cases to everyday, scalable impact as organizations move toward Frontier Transformation. Recent findings from the
28/05/2026
Who's Calling Your Service? Designing for Humans and Agents at the Same Time
We're building three interfaces for Azure SRE Agent: an interactive CLI for humans at a terminal, an agent mode for coding agents that spawn it as a subprocess, and an MCP server for humans inside coding agents and for remote agents in other ecosystems. The CLI and agent mode are coming. The MCP server ships first. That ordering wasn't obvious at first, and this post is about why we landed there. Three interfaces, one question: who's actually calling this? When we start...
28/05/2026
Available today: Anthropic Claude Opus 4.8 in Microsoft 365 Copilot
Today we’re expanding model choice in Microsoft 365 Copilot with the addition of Anthropic’s latest model—Claude Opus 4.8. Available now in Copilot Cowork (Frontier) and rolling out to Copilot Chat, Excel, PowerPoint, and Copilot Studio. Opus 4.8 builds on Opus 4.7 and previous Opus model strengths. It...
28/05/2026
Claude Opus 4.8 is now available in Microsoft Foundry
As AI applications become more complex, teams need models that can handle longer-running work, reason more deeply across complex analysis use tools more reliably across multi-step workflows, and support consistency for production workflows. Claude Opus 4.8 is designed for these demands, with stronger performance across software development, agents, document-heavy analysis, and enterprise workflows. Built for complex coding work Claude Opus 4.8 is d...
28/05/2026
[Now Generally Available] Customizable Security Baseline Policies in Machine Configuration!
Background: Azure Machine Configuration remains committed to enabling greater security and simplicity in at-scale server management for all Azure customers. Machine Configuration (previously known as Azure Policy Guest Configuration) enables both built-in and custom configuration as code allowing you to audit and configure OS,...
28/05/2026
Rethinking cloud gateways for apps, AI, APIs, and more in Azure with F5 in Microsoft Marketplace
In this guest blog post, Ilya Krutov, Senior Product Marketing Manager at F5, considers the evolution of cloud architectures and how F5 NGINXaaS for Azure in Microsoft Marketplace unifies delivery, security, and governance, helping platform teams avoid building yet another siloed control plane for AI. Cloud architectures and connectivity patterns are undergoing a subtle but profound shift. What began as simple web traffic routed to stateless applications has evol...
28/05/2026
New Microsoft Certified: Dynamics 365 Contact Center AI Engineer Associate Certification
Deliver always‑on customer service at scale. Prove your ability to design and run modern contact center solutions in Dynamics 365 that combine agents and human expertise, with Exam AB‑250 (beta). Customer expectations now demand fast, continuous service across every channel. Meeting that expectation requires contact center solutions that combine human expertise with intelligent automation, while staying scalable, secure, and well governed. This shift is creating new o...
28/05/2026
What’s new in Microsoft Intune – May
Whether it's Android app deployment, identity setup on macOS, certificate authority renewal, or faster compliance evaluations, the throughline is the same: less friction for the IT admins doing the work. More control over how admins manage and protect Android devices A device that never got properly enrolled is still a risk, even if nobody's touched it in months. That's the kind of thing that keeps IT admins up at night. Three Android updates this month each address a differen...
28/05/2026
Introducing federated Copilot connectors for LSEG and Moody's in Excel
Earlier this month, we announced Microsoft 365 Copilot federated connectors were coming to Copilot in Excel. Built on the emerging industry standard Model...
28/05/2026
SharePoint Showcase: From Chaos to AI-Ready with the SharePoint Admin Agent
The way governance gets done continues to evolve. Across organizations, agents are no longer a sidebar conversation; they are showing up in everyday work, reasoning over content, and stretching how IT thinks about permissions, lifecycle, and recovery. At the Microsoft 365 Community Conference, nearly every demo this year landed on...
28/05/2026
New in Microsoft Marketplace: May 28, 2026
Learn about 40 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs. Get it now in our marketplace
28/05/2026
Operating AI apps and agents after publishing in Microsoft Marketplace
Marketplace operations begin after publishing The previous post focused on configuring your offer in Partner Center and preparing it for publishing. Publishing makes your Marketplace offer available for purchase by customers. Subscriptions are created, provisioning flows execute, billing begins,...
28/05/2026
Perplexity AI Open-Sources Unigram Tokenizer That Achieves 5x Lower p50 Latency Than Hugging Face tokenizers Crate
Perplexity AI open-sources a rewritten Unigram tokenizer that reduces reranker latency and cuts production CPU utilization by 5-6x. The post Perplexity AI Open-Sources Unigram Tokenizer That Achieves 5x Lower p50 Latency Than Hugging Face tokenizers Crate appeared first on MarkTec...
28/05/2026
A Coding Guide to Implement a pgvector-Powered Semantic, Hybrid, Sparse, and Quantized Vector Search System
In this tutorial, we build a complete pgvector playground inside Google Colab and explore how PostgreSQL can work as a powerful vector database for modern AI applications. We start by installing PostgreSQL, compiling the pgvector extension, connecting through Psycopg, and registering vector types for smooth Python integration. Then, we create embeddings with SentenceTransformers, store them […] The post
28/05/2026
How to exclude specific CVEs with CVE exceptions in Microsoft Defender Vulnerability Management
Not every CVE should be handled the same way, and choosing the wrong exception type can remove more risk visibility than intended. A security recommendation can include many CVEs. If only one CVE is out of scope, excluding the full recommendation can hide vulnerabilities that still matter in your environment. CVE exceptions help you make a narrower decision: exclude one specific CVE for a defined scope and duration, while...
28/05/2026
Building Agentic Systems on Azure: Microsoft Foundry Agents SDK vs Microsoft Agent Framework
In my recent experience as a Senior Consultant at Microsoft, I’ve been actively involved in designing and delivering AI-driven solutions, with a strong focus on building intelligent agents using modern frameworks. Along the way, I've built agents using both Microsoft Foundry Agents SDK (hereafter "Agents SDK") and Microsoft Agent Framework (MAF) B...
28/05/2026
General Availability of the MySQL Flexible Server Quota Management Self-Service Experience
What’s New? The updated experience introduces a dedicated Azure Database for MySQL Flexible Server Quotas blade in the Azure portal, offering a...
28/05/2026
Access Your SRE Agent from Any IDE, Terminal, or AI Assistant
Your team already uses an SRE Agent — it monitors your services, learns your architecture, and handles operational tasks. Now developers can talk to that agent in natural language from the interfaces they already use every day: their editor, their terminal, their AI assistant. Check what the agent knows, ask it a question, search its memories, wire it into a workflow — all without leaving the tool where they're already writing code. What we're announcing Azure SRE Agent...
28/05/2026
Windows 365 for Agents: run AI agents in Cloud PCs across real applications
Copilot agents have been talking the talk—summarizing information, drafting content, and answering questions. But soon they’ll be walking the walk—executing workflows across systems in policy-controlled Cloud PCs. With Windows 365 for Agents (now in public preview), you can run AI agents in a secure environment and use natural language to direct them to work across software and complete tasks, such as processing invoices or updating CRM data. What’s changing? It m...
28/05/2026
Sakana AI Proposes DiffusionBlocks: a Block-wise Training Framework That Converts Residual Networks into Independently Trainable Denoising Modules
DiffusionBlocks converts residual networks into independently trainable blocks by interpreting layer updates as reverse diffusion denoising steps. The post Sakana AI Proposes DiffusionBlocks: a Block-wise Training Framework That Converts Residual Networks into Independently Trainable Denoisin...
28/05/2026
Microsoft Security Community Spotlight: Marcel Graewer
Globally, Marcel shares practical detection engineering insights on Microsoft Sentinel and Microsoft Defender XDR through forums and blog posts. Locally, he represents his employer in the IT-Security group of the Microsoft Business User Forum, where German companies using Microsoft technologies exchange real-world experience and expertise. The work Marcel values most is helping people enter the IT field. In Germany, "Fachinformatiker" is a recognized IT profession lear...
27/05/2026
Partner Blog | Leading the moment: How Azure partners are driving the Frontier shift
Something fundamental is shifting in how partners create value, and it is moving faster than many expected. That shift is creating new opportunities for those ready to lead. Across recent partner events and one-on-one conversations, we have heard a consistent message: customers are actively adopting AI and shifting toward becoming Frontier firms. They are moving AI from isolated experimentation to a core capability that drives execution, differentiation, and growth. Now customers a...
27/05/2026
NVIDIA Releases Polar, a Token-Faithful Rollout Framework for GRPO Training Across Codex, Claude Code, and Qwen Code
NVIDIA researchers have introduced Polar, a rollout framework that trains language agents using reinforcement learning without modifying their agent harnesses. Polar places a model API proxy between the harness and the inference server, capturing token-level interactions and reconstructing trainer-ready trajectories. Using GRPO on a Qwen3.5-4B base model, Polar improves SWE-Bench Verified pass@1 by 22.6 points under the Codex harness, 4.8 points under Claude Code, and 6.2 points under Pi. The...
27/05/2026
Introducing PostgreSQL Hub for Azure Developers
Whether you're just getting started or you've been building for years, if all you want is a faster path from "I have an idea" to "this is running in production", then PostgreSQL Hub for Azure Developers is for you.Curated resources to help you build.From sample apps and solution accelerators to tutorials, videos, workshops, and relevant documentation, you'll find what you need to build core applications, AI-powered solutions, and multi-agent architectures on PostgreSQL.
27/05/2026
New Microsoft Certified: Intelligent Applications Builder Associate Certification
Show you can combine apps, agents, automation, and Copilot into intelligent solutions in Microsoft Power Platform, with Exam AB‑410 (beta).That’s why we’re introducing the Microsoft Certified: Intelligent Applications Builder Associate Certification, designed for professionals who are ready to use Microsoft Power Platform, Copilot, and natural language to build the next generation of intelligent business applications.Build AI-powered solutions in Microsoft Power Platform by using Copilot, natural language prompts, and low-code tools.
27/05/2026
Recertified: How Microsoft 365 Copilot continues to earn trust and What Changed in a Year
Recertification: ISO 42001 for the second consecutive yearToday, we are announcing that Microsoft 365 Copilot and Copilot Chat (Copilot) have achieved ISO/IEC 42001:2023 recertification independently validated for the second consecutive year.First certified in March 2025, Copilot was among the first enterprise AI systems in the world to earn ISO 42001 certification.
27/05/2026
Organize your multitenant view with Tenant Groups in Microsoft Defender
We’re excited to share a new capability, now in public preview in the Microsoft Defender multitenant (MTO) portal: Tenant Groups—a flexible way to organize the tenants you manage and switch your view between them with a single click.Tenant Groups let you create logical groupings of tenants (by customer segment, geography, criticality, onboarding stage—whatever fits how you work) and seamlessly switch the Defender MTO view to show data from only the tenants in that group.NOTICE: The feature previously called Tenant groups—used for content distribution—has been renamed to Deployment profiles.
27/05/2026
New MRCA Diagnostic: Teams Premium License & Configuration Check
As Microsoft Teams Premium continues to expand its capabilities ensuring proper license assignment and tenant configuration is critical for a seamless user experience.To support this, we're excited to introduce the Teams Premium License & Configuration Diagnostic — a comprehensive tool designed to validate license readiness, feature enablement, and tenant policy settings for Teams Premium.It validates whether your tenant and users are properly configured for Teams Premium by checking:
27/05/2026
Introducing Microsoft Planetary Computer Pro Model Context Protocol Tools on VS Code
About Microsoft Planetary Computer Pro MCP Tools The Microsoft Planetary Computer Pro MCP Tools introduces a natural language-driven interface that simplifies how users interact with geospatial data managed with Microsoft Planetary Computer Pro. By integrating direc...
27/05/2026
Update Health in Cloud Update is now Generally Available
Keeping Microsoft 365 Apps up to date is essential for security, reliability, and access to new features. When an update does not complete successfully, however, identifying the issue and understanding its impact across devices can take time. Today, we’re announcing general availability of update health in
27/05/2026
Learn about Richtech Robotics' transactable partner solutions in Microsoft Marketplace
Microsoft partners like Richtech Robotics deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace. Learn about these offers below:
27/05/2026
New dual-ID requirement for account linking APIs
We’re introducing an important security update to Microsoft Advertising account linking APIs to better protect customer accounts and prevent unauthorized access. This change applies only to new linking requests. Existing links and pending requests aren't affected. What’s changing To create or accept an account linking request, you must now provide two identifiers instead of one: For manager account ...
27/05/2026
Scaling the reach of finance: what’s next with Finance Agent in Microsoft 365 Copilot
In most organizations, finance is a small but mighty strategic partner to the business, supporting enterprise-wide decisions while managing core processes from record-to-report and source-to-pay to forecast-to-plan. The insights and guidance finance teams produce are more than just outputs of these processes; they form the foundation for critical decisions that shape how the business operates and grows. On any given day, finance teams are expected to: Deliver accurate and ...
27/05/2026
Finance Agent Benchmark: evaluating and improving AI for Finance
As business complexity accelerates, finance organizations are being asked to support more stakeholders, guide more decisions, and operate at unprecedented speed, often without additional resources. As these demands outpace traditional tools and processes, AI presents an opportunity to reshape how finance teams scale their impact. Finance Agent in Microsoft 365 Copilot is purpose-built for this shift, helping finance teams ex...
27/05/2026
Event Guide - Digital Workplace Conference 2026 - Melbourne, Australia
Join us in Melbourne for the Digital Workplace Conference 2026 — Australia's premier in-person event for Microsoft 365 professionals, business leaders, power users, and technical roles. Across two packed days at the Sofitel Melbourne on Collins, you'll connect with industry leaders, customers, and peers shaping the future of digital work, with deep dives into Microsoft 365, AI, Copilot, SharePoint, ...
27/05/2026
Meet EAGLE 3.1: The Speculative Decoding Algorithm That Fixes Attention Drift in LLM Inference
The EAGLE team, vLLM, and TorchSpec jointly release EAGLE 3.1 to fix speculative decoding instability in production. The post Meet EAGLE 3.1: The Speculative Decoding Algorithm That Fixes Attention Drift in LLM Inference appeared first on MarkTechPost.
27/05/2026
Multi-Tenant Architecture: Real Challenges and an Azure Design Walkthrough
Azure Multi-Tenant Architecture (B2C Scenario) Let’s start with a reference design commonly used in Azure-based systems. A pretty standard setup looks something like this: Microsoft Entra External ID (Azure AD B2C) for authentication Azure API Management as the entry layer App Service or Functions for the compute layer Cosmos DB or SQL for storage Redis for caching Service Bus for async processing Appli...
27/05/2026
Hybrid AI Agents in Python: Routing Between Foundry Local and Microsoft Foundry
Why hybrid, and why now If you build AI features today, you are caught between three forces. Users want low latency and strong privacy. Product teams want frontier reasoning capability. Finance teams want predictable cost. No single model satisfies all three. Run everything on a small on-device model and you bottleneck on complex questions. Send everything to a frontier cloud model and you pay for trivial requests, leak sensitive data across a network boundary, and add hundreds of mi...
27/05/2026
MEMO: A Modular Framework for Training a Dedicated Memory Model on New Knowledge Without Modifying LLM Parameters
Researchers from NUS, MIT, and A*STAR propose MEMO, a modular framework that encodes corpus knowledge into a separate trainable MEMORY model. The post MEMO: A Modular Framework for Training a Dedicated Memory Model on New Knowledge Without Modifying LLM Parameters appeared first on ...
27/05/2026
Excel Esports Comes to Amsterdam: Inside the 2026 European Open
Picture this: a packed venue in central Amsterdam, mechanical keyboards at the ready, a live audience, two days of competition, and on the big screen — a spreadsheet. Yes, a spreadsheet. What followed left no doubt that Excel esports belongs on a live stage. May 22–23, 2026 brought the global Excel esports community to the H20 Esports Campus in Amsterdam for the very first Excel Esports European Open, and what unfolded was equal parts world-class competition and community celebration. ...
26/05/2026
Design a High-Precision Retrieve-and-Rerank Pipeline with ZeroEntropy Zerank-2 Reranker
In this tutorial, we use zeroentropy/zerank-2-reranker, a 4B Qwen3-based cross-encoder reranker, to improve retrieval quality. We start by setting up the runtime, loading the reranker, and understanding how it scores query-document pairs. Then, we move from simple pairwise scoring to a practical two-stage retrieve-and-rerank pipeline, where a fast bi-encoder first retrieves candidates and zerank-2 reranks […] The post
26/05/2026
Stability AI Releases Stable Audio 3: A Family of Fast Latent Diffusion Models for Audio Generation and Editing
Stability AI has released Stable Audio 3, a family of latent diffusion models for instrumental music and sound effects generation. The release includes open weights for the small and medium variants. Small runs on a MacBook Pro M4 CPU. Medium fits on consumer GPUs with 8 GB of VRAM. Both generate stereo audio at 44.1 kHz using a three-stage training pipeline: flow matching, distillation warmup, and adversarial post-training. On the BBC Sound Effects benchmark at 5 seconds, SA3 medium scores F...
26/05/2026
Build AI RAG Apps with Azure DocumentDB (with MongoDB compatibility) and OpenAI: Step-by-Step Guide
Scenario Imagine you are building your company’s RAG chat application using Azure OpenAI Service and orchestrating the flow with LangChain. The chat experience works, but now it needs to be grounded in your company’s data. You generate embeddings and want to store and query them without adding another database or compl...
26/05/2026
Share the Moment: Listen Together with Shared Audio
I was on a traveling with a friend on a long flight when I asked them if they wanted to watch a movie with me on my laptop. We both pulled out our earbuds and learned that only one set of earbuds can be used at a time. We then awkwardly shared one earbud each until we both couldn’t get over the surrounding noise, so they handed me back my earbud and I finished the movie by myself Bluetooth Classic Audio was built to replace the wire of your ...
26/05/2026
Simplify Virtual WAN Spoke Connectivity at Scale with Azure Virtual Network Manager
With Azure Virtual Network Manager (AVNM) integration, organizations using Virtual WAN for transitive connectivity can simplify spoke connectivity and policy management across large-scale hub-and-spoke deployments. By using a Virtual WAN hub as the hub in an AVNM hub-and-spoke topology, organizations can define connectivity and routing intent once at the network group level and apply it consistently across large numbers of spoke VNets. This reduces repetitive per-spoke connec...
26/05/2026
From Showing Up to Lifting Others: Diego Domingos da Silva's MVP Journey
For MVP Diego Domingos da Silva, the journey to becoming a Microsoft MVP was never about collecting credentials. It was about showing up, learning in public, and finding people who made the tech world feel more human. A newer MVP in the program, Diego has built his reputation by helping others make sense of Microsoft 365 with honesty, humor, and heart. Along the wa...
26/05/2026
Partner Case Study | Quorum Cyber
Robust data protection is a challenge for most industries. When the data is both extremely sensitive and a prime target for cyberattacks—such as electoral and voter data—that challenge is compounded. Organizations handling this kind of data need strong security that is also steady, visible, and designed to respond at any hour. That’s the kind of protection Quorum Cyber has built its business around. A Microsoft-focused managed security service provider (MSSP) and Microsoft Solutions Pa...
26/05/2026
Announcing the release of Microsoft OLE DB Driver 19.4.2 for SQL Server
We're pleased to announce the general availability (GA) release of Microsoft OLE DB Driver 19.4.2 for SQL Server. This is a maintenance update to the 19.4 line that improves TLS handling, raises a long-standing connection redirection limit, refreshes the bundled authentication library, and fixes accessibility issues in the UDL dialog. Download
26/05/2026
Build the skills to strengthen customer conversations with Microskilling
Build the skills needed to stay current with product changes, strengthen customer conversations, and take action faster through curated videos and podcasts. Microskilling is purpose-built to accelerate understanding of the most impactful Microsoft skilling content related to leadership narratives, product pitches and updates, industry insights, and competitive differentiators.
26/05/2026
Important: FY26 PRACR close deadlines
We’re sharing the Partner Reported Azure Consumed Revenue (PRACR) deadlines for the close of fiscal year 2026 (July 2025–June 2026) to help you stay on track. These dates are sequential and critical to an accurate year-end close, ongoing submission eligibility, and a smooth transition to FY27.
26/05/2026
What's New in Excel (May 2026)
Welcome to the May 2026 update. This month brings new Copilot entry points, smart suggestions, and a keyboard-first design to help you work more efficiently. We're also introducing Show Changes, a new experience that offers greater transparency into the updates Copilot makes on your behalf. Rounding things out, we've shipped improvements to the =COPILOT function to make it more useful in your everyday work. Excel for Windows and Mac:- New Cop...
26/05/2026
Demystifying LWLock: MultiXact SLRU Wait Events in Azure Database for PostgreSQL
What Is the MultiXact Subsystem? Before diving into the wait events, it helps to understand what PostgreSQL is protecting. When a single transaction modifies a row, PostgreSQL stores that transaction's ID (XID) directly in the row header's xmax field. Simple and fast. But what happens when two or more transactions need to hold locks on the same row simultaneously? For example: Two sessions run SELECT ... FOR KEY SHARE on...
26/05/2026
What’s New in Notebooks | May 2026
Copilot Notebooks gets smarter for Microsoft 365 Copilot users
26/05/2026
Publishing AI apps and agents on Microsoft Marketplace: Partner Center configuration and offer setup
Partner Center configuration The previous post, Publishing readiness for AI apps and agents on Microsoft...
26/05/2026
Find shadow tenants and reduce risk fast with Microsoft Entra Tenant Governance
As organizations grow, so does their tenant footprint. Over time, tenants created for acquisitions, development projects, regional operations, or partner collaboration can fall outside central IT visibility, creating what many security teams now refer to as shadow tenants. One of the foundational pillars of Microsoft Entra Tenant Governance is discovering related tenants. This capability helps you identify tenants connected to your environment through ...
26/05/2026
Set clear AI expectations for every assignment with Student AI Guidelines
The challenge: students don't know where they stand with AI Every educator has a different approach to AI in their classroom. Some want students using it freely. Others want AI limited to brainstorming or editing. Some assignments shouldn't involve AI at all. The problem? Students are left guessing. Educators have been piecing together workarounds — writing AI policies into assignment instructions, referencing school handbooks, or adding disclaimers to rubrics...
26/05/2026
SELECT * FROM build2026_sessions WHERE postgres = true;
Microsoft Build 2026 is around the corner, and this year it’s shaping up to be a big one for PostgreSQL experts and enthusiasts. If you’re a developer working with Postgres, or just love exploring new database technology, there's plenty to get excited about. Microsoft’s new cloud-first evolution of PostgreSQL,
26/05/2026
AI Skills Fest is just days away—here's what to expect
From headliners to hands-on learning, we’ve got your insider’s guide to a week full of can’t-miss moments in AI skilling. I always say my top career tip is simple: stay curious and keep on learning. Ask questions, try new things, follow what sparks your interest. That’s what Microsoft AI Skills Fest is all about. This isn’t just another learning event, it’s a full-o...
26/05/2026
CodeCargo, Centric, Clerk Chat, and Crashplan deliver transactable offers in Microsoft Marketplace
Microsoft partners like CodeCargo, Centric, Clerk Chat, and Crashplan deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace. Learn about these offers below:
26/05/2026
Custom Dictionaries for Teams Meetings Transcription
Teach Teams Your Company's Language If your Teams transcripts have ever mangled a product name, missed an acronym, or turned an industry term into nonsense, you are not alone. Microsoft built custom dictionaries for Teams meetings to solve that exact problem. Teams transcription is powered by AI models trained on general language datasets. Th...
26/05/2026
Meet OmniVoice Studio: A Local, Open-Source Alternative to ElevenLabs
OmniVoice Studio runs voice cloning, video dubbing, real-time dictation, and speaker diarization entirely on your own hardware. No API keys, no cloud account, and no subscription required. The project supports 646 languages for TTS and exposes an MCP server for integration with Claude, Cursor, or any MCP client. The post Meet OmniVoice Studio: A Local, Open-Source Alte...
26/05/2026
Design a Complete Multimodal RLVR Pipeline with Open-MM-RL, Vision-Language Prompting, Reward Scoring, and GRPO Export
In this tutorial, we explore the TuringEnterprises/Open-MM-RL dataset as a practical foundation for multimodal reasoning and reinforcement learning with verifiable rewards. We load the dataset, inspect its schema, analyze domains, formats, question lengths, answer types, and image distributions, and visualize representative examples from each domain. We also build a lightweight reward function that checks exact, […] The post
26/05/2026
Building an On-Device Voice Assistant with Microsoft Foundry Local
Why on-device voice still matters Most "voice AI" tutorials assume your audio leaves the machine. You ship a WAV to Whisper-API, your transcript to GPT-4, and a synthesized response back over the wire. That works — but it also means three round trips, three per-token bills, and three places your user's voice gets logged. The new wave of small, hardware-optimised models changes the trade-off. NVIDIA's Nemotron Speech Streaming En 0.6B is a 600M-parameter stream...
26/05/2026
Together AI Open-Sources OSCAR: An Attention-Aware 2-Bit KV Cache Quantization System for Long-Context LLM Serving
Together AI has released OSCAR (Offline Spectral Covariance-Aware Rotation), an INT2 KV cache quantization method for long-context LLM serving.Unlike prior rotation-based approaches that apply data-oblivious Hadamard transforms, OSCAR derives separate rotations for keys and values from attention-aware covariance structures estimated offline.At 2.28 bits per KV element, OSCAR reduces the BF16 accuracy gap to 3.78 points on Qwen3-4B-Thinking-2507 and 1.42 points on Qwen3-8B, while delivering approximately 8× KV memory reduction and up to 3× decode speedup at 100K context length.
25/05/2026
Step by Step Guide to Build and Compare FedAvg and FedProx Federated Learning on Non-IID CIFAR-10 with NVIDIA FLARE
In this tutorial, we build an advanced federated learning experiment with NVIDIA FLARE.We compare FedAvg and FedProx on a non-IID CIFAR-10 setup, where client data is split using a Dirichlet distribution to simulate realistic label imbalance across federated sites.We use the NVFlare Job API to define and launch federated jobs, while the Client […]
25/05/2026
Make this your year for Frontier Transformation: Earn your badge and join us at the summit
If you’re a solution engineer or architect building AI agents across the Frontier stack—including Microsoft Foundry, Microsoft Copilot Studio, Microsoft 365 Copilot, GitHub Copilot, Microsoft Fabric, and Microsoft Agent 365—now’s the perfect time to validate your expertise with the Frontier Transformation Engineer badgehttps://aka.ms/FrontierPartnerSkilling. Through certifications, project-ready execution, and advanced training, this applied skilling journey hones your capabilities in designing, building, and operating production-ready agentic AI solutions—so you can lead customers from AI experimentation to secure implementation. Learn more about how to engineer a Frontier partner practice in our latest blog post. Join us at the Frontier Transformation Engineer Summit on June 9 for a live, expert-led skilling experience where you’ll explore how to use Microsoft Agent Factory at scale, build individual expertise, showcase organizational readiness, and lead Frontier Transformation for your customers.
25/05/2026
Deploying Existing Agentic Services to Microsoft 365 Copilot via Gateway and OBO
Deploying an Agentic Service to Microsoft 365 Copilot with Delegated OBO AccessWhat follows is a general development guideline — framework-agnostic, language-agnostic — for deploying any agentic service behind Azure Container Apps, exposing it to M365 Copilot through an M365 Gateway, and using chained OBO flows to call downstream services as the signed-in user.The app package is a ZIP containing a manifest and icons that registers the gateway as a Custom Engine Agent in Microsoft 365.
25/05/2026
Best Authentication Platforms for AI Agents and MCP Servers in 2026
As MCP crosses 97 million monthly SDK downloads and AI agents move into production workflows, authentication has become the most critical infrastructure decision teams face.This guide ranks the eight leading platforms — WorkOS, Stytch, Auth0 by Okta, Composio, Nango, Arcade, TrueFoundry, and Cloudflare — on spec compliance, enterprise identity depth, integration breadth, and real-world fit for 2026 deployments.The post Best Authentication Platforms for AI Agents and MCP Servers in 2026 appeared first on MarkTechPost.
25/05/2026
WorkOS Releases auth.md: An Open Agent Registration Protocol Built on OAuth Standards
Most web applications still have no structured way for an AI agent to register. auth.md proposes a fix: a Markdown file apps publish at their domain that tells agents which registration flows are supported, which scopes to request, and how to get credentials tied to a real user — without a human filling out a form.The post WorkOS Releases auth.md: An Open Agent Registration Protocol Built on OAuth Standards appeared first on MarkTechPost.
25/05/2026
Building an End-to-End Azure RAG Strategy Agent with MS Foundry
This architecture represents an end-to-end Retrieval-Augmented Generation (RAG) pipeline where raw documents are ingested from Azure Blob Storage, processed using Document Intelligence, transformed into embeddings via Azure OpenAI, and indexed in Azure AI Search for hybrid retrieval.This repository demonstrates a production-ready Azure RAG architecture:How to generate embeddings with Azure OpenAI in Microsoft Foundry Models - Microsoft Foundry |
25/05/2026
How to use Instance Mix with Azure Virtual Machine Scale Sets
Instance Mix for Azure Virtual Machine Scale Sets allows you to configure your scale out with more options by define multiple compatible VM sizes in a single scale set.Instance Mix is a Virtual Machine Scale Sets capability that lets you specify up to five VM sizes for a single scale set that uses Flexible orchestration mode.You can enable Instance Mix on a separate existing scale set if it uses Flexible orchestration mode, does not already use Instance Mix, and the selected VM sizes are compatible.
24/05/2026
Build a Complete Langfuse Observability and Evaluation Pipeline for Tracing, Prompt Management, Scoring, and Experiments
In this tutorial, we implement the Langfuse (an open-source LLM engineering platform) pipeline for tracing, prompt management, scoring, datasets, and experiments.We build a complete workflow that works with either a real OpenAI key or a deterministic mock LLM, so we can understand every major Langfuse feature without depending on paid model access.The post Build a Complete Langfuse Observability and Evaluation Pipeline for Tracing, Prompt Management, Scoring, and Experiments appeared first on MarkTechPost.
24/05/2026
StepFun Releases StepAudio 2.5 Realtime: An End-to-End Voice Model with Roleplay-Specific RLHF and Paralinguistic Comprehension
StepFun, the Shanghai-based AI lab, released StepAudio 2.5 Realtime in May 2026 — an end-to-end real-time speech large language model with fully customizable persona capabilities.The model connects via a WebSocket API, supports Chinese and English, and ranked first across all five benchmark dimensions tested in April 2026, including an 80.41 human evaluation score and 82.18 on paralinguistic comprehension.The post StepFun Releases StepAudio 2.5 Realtime: An End-to-End Voice Model with Roleplay-Specific RLHF and Paralinguistic Comprehension appeared first on MarkTechPost.
24/05/2026
Building MedNexus: A Multi-Agent Healthcare Platform on Microsoft Agent Framework
Azure AI Search: the hybrid index the doctor never seesThe Patient Historian indexes everything into a single mednexus-clinical index — clinical notes, X-ray analysis text, transcripts, and even the patient's My Story narrative.The Doctor Chat: Agent Framework with function-calling toolsThe floating doctor chat assistant is a clean example of how the Agent Framework's FunctionTool abstraction collapses what used to be tool-schema boilerplate:def _build_framework_tools(ui_action_ref: dict[str, Any]) -> list[FunctionTool]:)What this stack actually gives youStepping back from the code: what you get from combining Microsoft Agent Framework + MCP + Azure AI Foundry is a system where every clinical decision has a traceable lineage.
24/05/2026
The Azure Copilot Observability Agent Chat - Stop Writing Queries, Start Asking Questions.
The Azure Copilot Observability agent now has a chat experience that simplifies this dramatically – you just ask, in your own plain, natural language. The chat with the agent has a progressive exploration flow, instead of isolated queries.Through your chat with the observability agent, you can also trigger a full, deep investigation process.
24/05/2026
Microsoft Research Releases Webwright: A Terminal-Native Web Agent Framework That Scores 60.1% on Odysseys, Up from Base GPT-5.4’s 33.5%
Microsoft Research introduces Webwright, a terminal-native browser agent framework that replaces click-trace web automation with reusable Playwright scripts.Using a single agent loop across three modules and roughly 1,000 lines of code, Webwright powered by GPT-5.4 reaches 60.1% on the long-horizon Odysseys benchmark and 86.7% on Online-Mind2Web — the highest AutoEval score among open-sourced harness recipes.The post Microsoft Research Releases Webwright: A Terminal-Native Web Agent Framework That Scores 60.1% on Odysseys, Up from Base GPT-5.4’s 33.5% appeared first on MarkTechPost.
24/05/2026
NVIDIA AI Releases Gated DeltaNet-2: A Linear Attention Layer That Decouples Erase and Write in the Delta Rule
Prior delta-rule models like Gated DeltaNet and KDA use one scalar gate to control both erasing old content and writing new content.NVIDIA's Gated DeltaNet-2 decouples these into a channel-wise erase gate b_t on the key axis and a channel-wise write gate w_t on the value axis.At 1.3B parameters trained on 100B FineWeb-Edu tokens, it outperforms Mamba-2, Gated DeltaNet, KDA, and Mamba-3 across language modeling, commonsense reasoning, and long-context retrieval — with the largest gains on RULER S-NIAH and multi-key needle retrieval.
24/05/2026
Tencent Open-Sources TencentDB Agent Memory: A 4-Tier Local Memory Pipeline for AI Agents
Tencent has open-sourced TencentDB Agent Memory, a fully local memory system for AI agents released under the MIT license. The project pairs symbolic short-term memory, which offloads verbose tool logs into a compact Mermaid task canvas, with a 4-tier long-term memory pyramid (L0 Conversation → L1 Atom → L2 Scenario → L3 Persona). It ships as an OpenClaw plugin and a Hermes Docker image, runs on local SQLite + sqlite-vec by default, and uses hybrid BM25 + vector retrieval with RRF fusion. Ten...
23/05/2026
Build a SuperClaude Framework Workflow with Commands, Agents, Modes, and Session Memory
In this tutorial, we build an advanced workflow using the SuperClaude Framework as a structured layer on top of the Anthropic API. The post Build a SuperClaude Framework Workflow with Commands, Agents, Modes, and Session Memory appeared first on MarkTechPost.
23/05/2026
Nous Research Releases Contrastive Neuron Attribution (CNA): Sparse MLP Circuit Steering Without SAE Training or Weight Modification
Nous Research releases Contrastive Neuron Attribution (CNA), a method that identifies and ablates sparse MLP neuron circuits to steer LLM behavior — no sparse autoencoder training, no weight modification, and no degradation of general capability benchmarks.The post Nous Research Releases Contrastive Neuron Attribution (CNA): Sparse MLP Circuit Steering Without SAE Training or Weight Modification appeared first on MarkTechPost.
23/05/2026
Perplexity Open-Sources Bumblebee: A Read-Only Supply-Chain Scanner for Developer Endpoints
Perplexity has open-sourced Bumblebee, an internal security tool it uses to protect the developer systems behind its search product, Comet, and Computer. Bumblebee is a read-only inventory collector for macOS and Linux developer endpoints. It scans npm, PyPI, Go modules, MCP configs, editor extensions, and browser extensions — without invoking any package manager or running any code. The post
23/05/2026
Title Plan Update - May 22, 2026
📁May 22, 2026 - Title Plan Now Available Access the latest Instructor-Led Training (ILT) updates anytime at
22/05/2026
May update: What’s New in Azure for Partners
Guiding customers through their AI transformation is not just about delivering technology but shepherding them into a new era of AI-powered productivity. From migrations and modernization to innovation at scale, partners have a profound opportunity to help their customers usher in Frontier Transformation while creating long-term business by building and deploying intelligent apps and agents.
22/05/2026
Redefining Security for an AI Driven World
Vendors are being challenged to help customers address these challenges not as a point-solution vendor but as an end-to-end security and AI platform partner. By integrating identity, data governance, threat protection, and AI services into a unified ecosystem, Microsoft can deliver coordinated defenses, continuous compliance monitoring, and operational efficiency gains that fragmented toolsets cannot match. The sections that follow examine each chall...
22/05/2026
Striking the Right Balance: ECN and PFC Thresholds for AI Clusters
Introduction In large-scale AI training clusters, congestion control is critical to maintaining high GPU utilization and low job completion times. Two key mechanisms in RoCEv2 (RDMA over Converged Ethernet) fabrics are Explicit Congestion Notification (ECN) and Priority Flow Control (PFC). Overly aggressive tuning of ECN marking and PFC pause thresholds – tightening them too much – often backfires. Instead of reducing jitter and tail latency, it can cause instability: pause ...
22/05/2026
Regex support for LOB types in T-SQL—available in Azure SQL & SQL Server 2025
At a glance — Native regular expression (regex) functions in T-SQL now accept varchar(max) and nvarchar(max) inputs of up to 2 MB across all seven regex functions, including the two table-valued functions (REGEXP_MATCHES and REGEXP_SPLIT_TO_TABLE). This capability ships in
22/05/2026
A Step-by-Step Coding Tutorial to Implement GBrain: The Self-Wiring Memory Layer Built by Y Combinator’s Garry Tan for AI Agents
AI agents start every session from zero — no memory of meetings, notes, or decisions.GBrain, the open-source memory layer Y Combinator's Garry Tan built to power his own OpenClaw and Hermes deployments, fixes that with a markdown-first knowledge graph that wires itself through regex inference, not LLM calls.This step-by-step coding tutorial walks through installing GBrain v0.38.2.0, building a brain repo, running hybrid search, and connecting it to Claude Code via MCP — about 20 minutes, all terminal output captured live.
22/05/2026
Learn how to host your agents on Microsoft Foundry
We just concluded Host your agents on Foundry, a three-part livestream series where we explored how to deploy and host Python AI agents on Microsoft Foundry: Deploying Python agents to Foundry Hosted agents using the Azure Developer CLI Building hosted agents with Microsoft Agent Framework, including Foundry IQ integration and multi-agent workflows Building hosted agents with LangChain + LangGraph
22/05/2026
Monitoring & Observability in Microsoft Foundry
Production AI is a moving target. Once you deploy an AI-powered agent, its behavior can shift without a single line of code being changed. As Microsoft's Foundry team states: "The hard part isn't getting the agent to work it's keeping it working". Microsoft addressed this challenge by making Evaluations, Monitoring, and Tracing in Microsoft Foundry generally available through Foundry Control Plane, deeply integrated with Azure Monitor so A...
22/05/2026
Announcing mssql-django 1.7.2
We're pleased to announce the release of mssql-django 1.7.2, a patch release that ships three targeted bug fixes for the Django backend for Microsoft SQL Server and Azure SQL. This release focuses on correctness: timezone-aware datetimes, QuerySet.explain() on Django 4.0+, and exception handling in a test utility. Install or upgrade from PyPI: pip install --upgrade mssql-django
22/05/2026
Building Community-First Events: Lessons from M365 Community Days DC
I’ve helped organize a number of community events over the years, but this one stood out. Not because everything went perfectly—it didn’t—but because of how consistently the community showed up, stepped in, and made the experience better than anything we could have planned. That’s when it really clicked: the goal isn’t just to run a great event. It’s to build something people feel ownership in. 300 attendees · 50 speakers · 44 sessions · 20 MVPs · 15 MCTs · 14 ...
22/05/2026
From Scale to Breakthrough: Azure NetApp Files Sets a New Cloud Benchmark for EDA Performance
Table of Contents Introduction New benchmark proof with large volume breakthrough mode What is Azure NetApp Files large volume breakthrough mode?
22/05/2026
Foundry IQ as a Shared Knowledge Brain for Multiple AI Agents
When we build AI agents today, the hardest part is often not reasoning or generation — it’s giving agents access to the right knowledge. In many projects, each agent ends up with its own retrieval logic, its own indexed data, or its own RAG pipeline. This quickly becomes hard to manage and inconsistent. This is where Foundry IQ in Microsoft Foundry introduces a useful shift:it acts as a shared knowledge brain that multiple AI a...
22/05/2026
Custom KEDA Scale Rules for Azure Functions on Azure Container Apps
Announcing Custom KEDA Scale Rules for Azure Functions on Container Apps We're excited to announce a new capability for Azure Functions on Container Apps: custom KEDA scale rule overrides. You can now bypass the platform's auto-generated scaling rules and define your own KEDA configuration - giving you full control over how your function apps scale. Why We Built This Azure Functions on Container Apps automatically generates KEDA scale rules from your function triggers...
22/05/2026
AI Infrastructure Preflight at User space: Validating Multi Node, Multi GPU Slurm Clusters
Every team that operates GPU clusters for AI has seen this pattern. The cluster boots, GPUs are visible, and scheduling works at a basic level. Then the first distributed training run stalls in NCCL initialization, fails during rank rendezvous, or silently maps ranks to the wrong devices. The issue is often not in training code. It is in infrastructure consistency across scheduler, runtime, drivers, networking, and process topology. The goal of ai-infra-validator is straightforward:
22/05/2026
CI/CD for AI Agents on Microsoft Foundry
Introduction Building an AI agent is the straightforward part. Shipping it reliably to production with version control, evaluation-driven quality gates, multi-environment promotion, and enterprise governance is where most teams run into friction. Microsoft Foundry changes this. It is Microsoft's AI app and agent factory: a fully managed platform for building, deploying, and governing AI agents at scale. It provides a first-class agent runtime with built-in lif...
22/05/2026
Microsoft Releases Fara1.5: A Family of Browser Computer-Use Agents (4B/9B/27B) That Outperform OpenAI Operator and Gemini 2.5 Computer Use on Online-Mind2Web
Microsoft Research released Fara1.5, a family of browser computer-use agents in 4B, 9B, and 27B sizes. Fara1.5-27B scores 72% on Online-Mind2Web, outperforming OpenAI Operator, Gemini 2.5 Computer Use, and Yutori Navigator n1. The release also includes FaraGen1.5, a synthetic data pipeline that trains agents on gated The post
22/05/2026
Build Recurrent-Depth Transformers with OpenMythos for MLA, GQA, Sparse MoE, and Loop-Scaled Reasoning
In this tutorial, we explore OpenMythos by building an advanced recurrent-depth transformer workflow that runs end-to-end in Google Colab. We create both MLA and GQA model variants, compare their parameter counts, and check the stability of the recurrent injection matrix through its spectral radius. The post Build Recurrent-Depth Transfo...
22/05/2026
When RAG Hits the Wall: Designing Systems That Scale from 1,000 to 1 million Documents
Introduction Retrieval-Augmented Generation (RAG) has quickly become the default architecture for grounding Large Language Models (LLMs) in enterprise data. And at small scale, it works exceptionally well. 100 documents → Excellent accuracy 1,000 documents → Still predictable With around 100 documents, RAG systems tend to produce highly accurate responses. Even at 1,000 documents, behavior r...
22/05/2026
Meet Dileepa Bandara
This is the next segment of our blog series highlighting Microsoft Student Ambassadors who achieved the Gold milestone, the highest level attainable, and have recently graduated from university. Each blog in the series features a different student and highlights their accomplishments, their experience with the Student Ambassador community, and what they are up to now. How has being part of the Microsoft Student Ambassadors community helped you connect wi...
22/05/2026
Meet Azmat Ullah
This is the next segment of our blog series highlighting Microsoft Student Ambassadors who achieved the Gold milestone, the highest level attainable, and have recently graduated from university. Each blog in the series features a different student and highlights their accomplishments, their experience with the Student Ambassador community, and what they are up to now. How has being part of the Microsoft Student Ambassadors community helped you connect wit...
22/05/2026
How CopilotKit Is Redefining the Agentic AI Stack in 2026
An inside look at CopilotKit’s 2026 shipping cycle. Learn how the new AG-UI protocol, AIMock testing suite, and Pathfinder server are providing the production architecture developers need for agentic AI. The post How CopilotKit Is Redefining the Agentic AI Stack in 2026 appeared first on MarkTechPost.
21/05/2026
Cloud Native Platforms: Build
For a system already in production and already in pain, the SRE community's hierarchy of reliability needs gives the most defensible starting order: monitoring and observability first (you cannot fix what you cannot see), then incident response (close the bleeding cleanly), then resilience patterns (idempotency, retries, decoupling) so the bleeding has fewer reasons to start, then flexibility and delivery so safe change can travel at speed.For a system being built fresh, the order in this post (flexibility, resilience, observability, delivery, cost) reflects the Azure Well-Architected Framework's emphasis on designing for change, failure, and visibility before scaling teams or workloads.Drop a comment with patterns you have seen in your environment.
21/05/2026
Cloud Native Platforms: Run
Audience: SREs (Site Reliability Engineers), platform engineers, engineering managers running production systemsPart 3 of this series argues that the same discipline applies again, in a different domain: the practices that make platforms operable are the practices that make AI useful in delivery.Drop a comment with patterns you have seen in your environment.
21/05/2026
Cloud Native Platforms: Evolve
Planning, design, development, testing, release, and operations are all being augmented at once.The disciplines that make platforms scale are the same disciplines that make AI useful.Drop a comment with patterns you have seen in your environment.
21/05/2026
Qwen Introduces Qwen3.7-Max: A Reasoning Agent Model With a 1M-Token Context Window
Alibaba's Qwen team introduced Qwen3.7-Max at the 2026 Alibaba Cloud Summit, describing it as its most advanced and comprehensive agent model to date.The model features a 1M-token context window, extended-thinking mode, and is designed for long-horizon tasks including coding, debugging, and multi-step workflow automation.It scored 56.6 on the Artificial Analysis Intelligence Index, ranking fifth overall among proprietary models.
21/05/2026
Capturing clinical conversations across dozens of languages with Dragon Copilot
Language can shape trust, understanding, and the patient experience Patient care doesn’t happen in just one language. To better reflect the diversity of patients and communities’ physicians’ serve, Dragon Copilot now supports dozens of languages, enabling clinicians to capture clinical conversations naturally without changing how they document care. This expanded capability helps physicians engage more confidently with diverse patient populations, transition smoothly from one appoint...
21/05/2026
Cohere Releases Command A+: A 218B Sparse MoE Model for Agentic Workflows That Runs on as Few as Two H100 GPUs
Cohere releases Command A+, an open-source 218B Sparse Mixture-of-Experts model consolidating four prior Command A variants into one. It runs on as few as two H100 GPUs at W4A4 quantization, supports 48 languages, and is Cohere's first multimodal reasoning model. The post Cohere Releases Command A+: A 218B Sparse MoE Model for A...
21/05/2026
When AI Should Ask for Help: Human-in-the-Loop Patterns in Microsoft Foundry
As AI agents become increasingly capable, modern applications are shifting from deterministic workflows to systems that can reason, adapt, and act. Platforms like Microsoft Foundry enable this transition by making it easier to orchestrate models, tools, and data into cohesive experiences. But greater autonomy introduces a new design challenge: Where should control remain with the system - and where should it return to ...
21/05/2026
Drive AI adoption with AI Skills Fest—build real skills, fast
AI Skills Fest (June 8–12) is a global week of practical AI skill-building designed for every audience—from business leaders to developers. Powered by AI Skills Navigator, it combines live shows, curated learning playlists, and hands-on experiences to help learners build confidence and apply AI in real-world scenarios. In addition, Training Services Partners (TSPs) are participating globally by delivering localized, language-specific events, making the experience acces...
21/05/2026
Teaching AI to Remember: Exploring Memory Store in Microsoft Foundry
Imagine interacting with an AI assistant that remembers your preferences - the tools you use, the projects you're working on, or even how you like your coffee. In many AI systems today, maintaining this kind of long-term memory isn’t straightforward. While models can understand context within a single conversation, remembering important information across multiple interactions requires additional infrastructure. That’s exactly the problem Memory Store in...
21/05/2026
WAR, Azure Advisor, and Us (Azure Arch Diagram Builder): Three Ways to Score an Azure Architecture
Author: Arturo Quiroga, Azure AI services Engineer - Senior Partner Solutions Architect — Microsoft A few days ago I published From Prompt to Production: Building Azure Architecture Diagrams with AI, introducing the open-source Azure Architecture Diagram Builder. One feature got more follow-...
21/05/2026
Shaping Copilot across Word, Excel, and PowerPoint
We’ve been working to make Microsoft 365 feel more connected and integrated with Copilot, available as a helpful thought partner, when you need it. We recently updated Word, Excel and PowerPoint with a consolidated, more visible entry point (Dynamic Action Button) at the bottom right of the apps that suggests actions from Copilot based on your document. You may have noticed similar entry points in other apps across Microsoft 365, all with a...
21/05/2026
MVP Mentoring Rings: Where Community Becomes a Catalyst
What if mentoring did not start with matching one expert to one learner, but with bringing a small circle of community leaders together to learn out loud? That is the idea behind MVP Mentoring Rings: small, community-led groups where Microsoft Most Valuable Professionals (MVPs) share experience, ask honest questions, and help one another grow. Unlike traditional one-to-one mentoring, Mentoring Rings are built around collective learning. The result is a model that feels both practical and deep...
21/05/2026
What's New in Microsoft Foundry Labs – May 2026
Four new releases this month — a new benchmark for how agents interact, an experimental end-to-end agentic stack, a faster image model, and a first-party geospatial model. Last month we kicked off this series with a roundup of new Foundry Labs releases across speech, vision, and multimodal AI. This month, we're back with another update — read on to see learn what's new! SocialReasoning-Bench: measuring whether AI agents ...
21/05/2026
You Can Build a Framework-Agnostic AI Gateway on Azure App Service — Here's How
The agent infrastructure conversation moved this year. In October 2025, AWS shipped Amazon Bedrock AgentCore — a managed agent runtime with per-session microVM isolation, built-in long-term memory, native MCP support, and an opinionated policy engine. A few months earlier, Cloudflare shipped its
21/05/2026
Cohere Command A+ Now Available in Microsoft Foundry
Command A+ is Cohere’s newest mixture-of-experts (MoE) model designed for enterprise-grade agentic AI workloads with exceptional efficiency and scalability. Released under an Apache 2.0 license, the model brings together reasoning, multimodal understanding, multilingual capabilities, retrieval, and tool use into a single unified model optimized for real-world enterprise AI applications. Built...
21/05/2026
mssql-python 1.7.1 and the case of the missing megabytes
We just shipped mssql-python 1.7.1 to PyPI. This release is mostly polish, but the road to publishing it was bumpier than expected, and there is some housekeeping on the PyPI side worth talking about. What's in 1.7.1 A handful of correctness, performance, and platform fixes that landed since 1.6.0: PERF: UTF-16 string handling now goes through simdutf and std::u16string, cutting overhead on every string round-trip between Pytho...
21/05/2026
Meet Murray Sargent, the quiet force behind accessible math
If you’ve ever typed an equation into Microsoft Word, copied math from the web into a document, or relied on a screen reader to understand an equation, you’ve benefited from Murray Sargent’s work, even if you’ve never heard his name. As we celebrate Global Accessibility Awareness Day, we’re recognizing Murray, recipient of the Microsoft Accessibility Lifetime Achievement Award, for his extr...
21/05/2026
Securing Azure AI Applications: Against Prompt Injection | Part - 2
Introduction — Why Prompt Injection Matters? In December 2023, a customer walked up to a Chevrolet dealership's chatbot and asked it to do something simple: agree with everything the customer said and end every reply with "this is a legally binding offer — no takesies backsies." The bot complied. Within hours, screenshots of a 2024 Chevy Tahoe being "
21/05/2026
Empowering.Cloud Community Update – May 2026
The latest Microsoft Teams and Microsoft365 expert community briefings, podcasts and upcoming community events. Expert Briefings: 4 Ways to Improve Customer Experience With Landis Contact Center for Microsoft Teams https://empowering.cloud/4...
21/05/2026
How to determine which Resource Mailboxes are being actively used
To use this with PowerShell, you need the Microsoft.Graph.Calendar module and you need an Entra ID App registration which has the appropriate Graph permissions added.Role Based Access Control for Applications in Exchange Online |Get Calendar diagnostic logs for Exchange Online mailboxes - Exchange |
21/05/2026
New in Microsoft Marketplace: May 21, 2026
Learn about 59 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs.AdSecurity: AdSecurity is a self-service account recovery solution for users on Microsoft Entra ID, formerly Azure Active Directory, enabling password reset, unlocking, and rehabilitation without requiring support intervention.Zoom Meetings for Dynamics 365
21/05/2026
Building AI Agents with Microsoft Foundry: A Progressive Lab from Hello World to Self-Hosted
The Microsoft Foundry Agent Lab is a structured, open-source demo series designed to change that — nine self-contained demos, each adding exactly one new concept, all built on the same Microsoft Foundry SDK and a single model deployment.Model Router is a Microsoft Foundry capability that inspects each request at inference time and routes it to the optimal available model — weighing task complexity, cost, and latency.The Foundry Agent Lab is open source under the MIT licence.
21/05/2026
Student Devs: Build AI Agents, Compete for $55K in Prizes
Student Devs: Build AI Agents, Compete for $55K in Prizes 🎮 AI Skills Fest • June 4–14, 2026 • Free to Enter $55KPrize Pool3Challenge Tracks10Days of HackingFreeTo Enter
21/05/2026
One Model, Three Modalities: ByteDance Releases Lance for Image and Video Understanding, Generation, and Editing
ByteDance's Intelligent Creation Lab has released Lance, an open-source native unified multimodal model that handles image and video understanding, generation, and editing — all within a single framework, using only 3B activated parameters. The post One Model, Three Modalities: ByteDance Releases Lance for Image and Video Unders...
21/05/2026
AI Under Attack: A Defender's Guide to Memory Poisoning, Jailbreaks, and Evasion Techniques
Introduction AI-powered applications are transforming how enterprises operate - from autonomous agents that manage workflows to copilots that accelerate developer productivity. But as AI systems grow more capable, so do the adversaries targeting them. The rise of agentic AI, retrieval-augmented generation (RAG), and persistent memory in LLM-based systems has introduced a new class of security threats that traditional applicati...
21/05/2026
OIDC vs SPN: Securing Azure Deployments with GitHub Actions & Terraform
From Secrets to Trust: Modernizing CI/CD Authentication When building infrastructure pipelines on Microsoft Azure using GitHub Actions and Terraform, one design choice quietly determines your entire security posture: How does your pipeline authenticate to Azure? For years, the answer was simple:
21/05/2026
Clean up idle and always-failing Azure Logic App Consumption
The Logic Apps Management REST API is queried with OData — $top, $filter, the usual:The bucket is “ran in the window, but not a single Succeeded run in the window” — not “all runs are Failed”.api-version=2019-05-01 with properties.state = 'Disabled'), a cross-subscription mode that iterates az account list with a confirmation per sub, and a companion API-connection GC script that uses Resource Graph to join connections against workflow definitions in one query.
21/05/2026
What is a Forward Deployed Engineer: The AI Role OpenAI, Anthropic, and Google Are Hiring in 2026
OpenAI launched a $4B+ Deployment Company and Anthropic closed a $1.5B joint venture with Blackstone and Goldman Sachs — both built around the Forward Deployed Engineer model Palantir pioneered.The post What is a Forward Deployed Engineer: The AI Role OpenAI, Anthropic, and Google Are Hiring in 2026 appeared first on MarkTechPost.
21/05/2026
Announcing Public Preview of Argo CD extension in AKS Azure Portal Experience
We are excited to announce the public preview of Argo CD in the Azure Portal for Azure Kubernetes Service.With Argo CD now available directly in the Portal, teams can enable and manage GitOps without the complexity of manual setup.Enable Argo CD directly from the AKS cluster
20/05/2026
Ansible + Azure Arc: Manage Arc Extensions with New Ansible Modules
We’re excited to announce new modules in Ansible Galaxy that make it easier to manage Azure Arc machine extensions at scale.With the latest updates to the azure.azcollection on Ansible Galaxy, you can now deploy and manage Azure Arc extensions using familiar, declarative Ansible workflows.Azure Arc machine extensions power critical scenarios such as security, monitoring, update management, configuration and compliance.
20/05/2026
Meet Turbovec: A Rust Vector Index with Python Bindings, and Built on Google’s TurboQuant Algorithm
turbovec brings Google Research's TurboQuant algorithm to vector search, offering 16x compression and zero codebook training for RAG pipelines. The post Meet Turbovec: A Rust Vector Index with Python Bindings, and Built on Google’s TurboQuant Algorithm appeared first on MarkTechPost.
20/05/2026
Driving Engagement in Nonprofits with Viva Engage
Microsoft Viva Engage, part of the Microsoft Viva suite, provides a cloud-based, enterprise social layer within Microsoft 365 that enables nonprofits to build community, share knowledge, and foster engagement across geographic and organizational boundaries.Campaigns enable nonprofits to run coordinated, measurable engagement initiatives using hashtags and centralized tracking.Use Power Automate with the Viva Engage connector to enable event-driven automation and cross-system integration:
20/05/2026
Cumulative Update #5 for SQL Server 2025 RTM
The 5th cumulative update release for SQL Server 2025 RTM is now available for download at the Microsoft Downloads site. Please note that registration is no longer required to download Cumulative updates.To learn more about the release or servicing model, please visit: CU5 KB Article: https://learn.microsoft.com/troubleshoot/sql/releases/sqlserver-2025/cumulativeupdate5 Starting with SQL Server 2017, we adopted a new modern s...
20/05/2026
Cumulative Update #25 for SQL Server 2022 RTM
The 25th cumulative update release for SQL Server 2022 RTM is now available for download at the Microsoft Downloads site. Please note that registration is no longer required to download Cumulative updates. To learn more about the release or servicing model, please visit: CU25 KB Article: https://learn.microsoft.com/troubleshoot/sql/releases/sqlserver-2022/cumula...
20/05/2026
Summarized Gateway Prefixes for Route Advertisement in Azure Virtual Networks
Background Many Azure deployments follow a hub-and-spoke topology: one VNet is designated as the hub and holds the connection to on-premises (via ExpressRoute Gateway, VPN Gateway, or both), and workload VNets — the spokes — peer to the hub to reach on-premises and shared services. This centralizes gateway connectivity so many workloads can share a single ExpressRoute or VPN Gateway. However, in large hub-and-sp...
20/05/2026
From Coding Agents to Cloud Automation: AI-Assisted Customer Related Incidents in Azure Functions
On the Azure Functions team, we have been exploring how AI can help with investigating customer-reported incidents, root-cause analysis, and incident mitigation. This post shares our journey from early RCA agents to coding-agent-assisted investigations and cloud-hosted automation, and the lessons we learned along the way. Micr...
20/05/2026
How to Build Knowledge Graph Generation Pipelines From Text With kg-gen, NetworkX Analytics, and Interactive Visualizations
In this tutorial, we will generate knowledge graphs from plain text, conversations, and multiple source documents using kg-gen. We start by setting up the required dependencies and configuring an LLM through LiteLLM, then we extract entities, predicates, and relationships from simple text. As we move forward, we work with longer passages using chunking and clustering, […] The post
20/05/2026
Partner Blog | Registration is open for MCAPS Start for Partners
Partners best positioned for success in FY27 are those with a differentiated capability to operationalize AI with trust and intelligence as the foundation. MCAPS Start for Partners is designed to create clarity on Microsoft’s priorities, innovation, and investments for FY27, so you can convert this into practice growth, co-sell, and customer wins. It’s the annual moment to align early with Microsoft investments and go-to-market motions so your teams can focus, prioritize, and execute against what will shape customer conversations throughout the year. Bring the leaders who will turn priorities into outcomes across your sales, presales, delivery, and marketing teams.
20/05/2026
Partner Blog | Scaling partner-led growth in Europe: Multiparty private offers expand to new markets
Building on this momentum, starting May 27, 2026, multiparty private offers in Microsoft Marketplace will be available across 30 countries in Europe.This expansion makes it easy for partners to collaborate on deals, simplify transactions, and scale across borders. We are also continuing to expand beyond Europe, with multiparty private offers becoming available in Australia, Japan, and South Africa starting July 15, 2026.
20/05/2026
AI agents on Microsoft Fabric for faster retail merchandising decisions
For our latest in the Partner Spotlight series, we’re highlighting a partner building business-ready AI agents on Microsoft Fabric, so organizations can turn governed enterprise data into faster decisions and automated workflows.Our platform, Lucid Agents Hub, enables organizations to move beyond reporting and into automated, insight-driven workflows without moving data outside their existing security boundaries.[VA] Lucid Agents Hub is designed for teams who need to make frequent, high-impact decisions from large volumes of operational data especially merchandising teams, buyers, and store operations leaders in retail.
20/05/2026
Real-World Success Stories with PostgreSQL on Azure
Across healthcare, financial services, and AI startups, companies are navigating this journey on Azure Database for PostgreSQL: a fully managed, enterprise-ready PostgreSQL environment with 58% lower total cost of ownership (TCO) compared to on-premises deployments.This post walks through real customer stories that span the full arc, from lift-and-shift migration to production-grade AI agent development, illustrating how Azure Database for PostgreSQL supports scalability, performance, security, and AI-readiness at every stage.The result: scaling from roughly 500,000 users to 3.5 million+ users worldwide, with zero downtime during the cutover, completed in just three months.
20/05/2026
Agents League: The Esports-Inspired Hackathon Where AI Agents Battle for Glory
Agents League is here, a dynamic, esports-inspired developer challenge that brings the thrill of live competition to the world of agentic AI.Agents League is a week-long hackathon running as part of AI Skills Fest (June 4–14, 2026).Unlike traditional hackathons, Agents League combines live AI coding battles, asynchronous project submissions, and a thriving Discord community all competing for a total prize pool of $55,000 USD.
20/05/2026
Agentic Programming: A Roadmap
Here is the number that defines the current state of things:
20/05/2026
Native Database/Query Monitoring with Azure Database for PostgreSQL
Monitoring PostgreSQL Database Engine The PostgreSQL database engine provides multiple administrative views, which can be leveraged to capture metrics of activities inside of the database engine including, but not limited to, database activities, query activities, execution time, database resource locks etc for initial and deep analysis on database & query performance. Database Administrators should use these views and their corresponding metrics to perform initial level analysis...
20/05/2026
Fivetran, RedMane Technology, and WeAreDots deliver transactable offers in Microsoft Marketplace
Microsoft partners like Fivetran, RedMane Technology, and WeAreDots deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace.Ervy: Ervy by WeAreDots is an AI-powered learning platform that delivers bite-size lessons in Microsoft Teams, with no separate login required.It helps human resources and learning and development teams turn SOPs, PDFs, and policies into interactive training;
20/05/2026
TLS Certificate Pinning and Best Practices in Azure Database for MySQL
Transport Layer Security (TLS) encrypts data in transit between client applications and the server and authenticates the service endpoint in client-server authentication. The server has no visibility into whether pinning is configured on the client. From the server’s perspective, the client either completes the TLS handshake or aborts it.While certificate pinning was historically used to reduce the risk of man-in-the-middle attacks, it introduces significant operational fragility in cloud environments, particularly during certificate rotations.
20/05/2026
NVIDIA AI Releases Nemotron-Labs-Diffusion: A Tri-Mode Language Model with 6× Tokens Per Forward Over Qwen3-8B
NVIDIA researchers have released Nemotron-Labs-Diffusion, a language model family that unifies three decoding modes in one architecture.The model supports autoregressive (AR) decoding, diffusion-based parallel decoding, and self-speculation decoding.It is available in 3B, 8B, and 14B parameter sizes.
20/05/2026
Bulk-configure diagnostic settings on Azure Logic Apps Consumptions
Bulk-configure diagnostic settings on Azure Logic Apps — without clicking through the PortalLA-BulkDiag is a small, single-file PowerShell script that does the whole job in one guided run.It enumerates every Consumption Logic App in a resource group, shows you which ones already have settings, lets you pick a scope (every bare LA / every LA / a hand-picked subset), and creates the diagnostic setting on each.
20/05/2026
Alibaba Qwen Team Introduces Qwen3.5-LiveTranslate-Flash: Real-Time Multimodal Interpretation Across 60 Languages at 2.8-Second Latency
Alibaba's Qwen team has released Qwen3.5-LiveTranslate-Flash, a real-time multimodal translation model that processes audio and video simultaneously.The model covers 60 input languages and produces speech output in 29 languages at 2.8 seconds of latency.Key additions over the previous Qwen3 version include real-time speaker voice cloning, vision-enhanced comprehension via lip movements and on-screen text, and dynamic keyword configuration for domain-specific terminology.
20/05/2026
Google Introduces Gemini 3.5 Flash at I/O 2026: A Faster and Cheaper Model for AI Agents and Coding
Google's Gemini 3.5 Flash beats its own flagship on coding and agentic benchmarks while running four times faster and at half the cost. The post Google Introduces Gemini 3.5 Flash at I/O 2026: A Faster and Cheaper Model for AI Agents and Coding appeared first on MarkTechPost.
20/05/2026
Signing in to Microsoft Foundry from OpenClaw using Azure AD: a smoother way to bring your models in
Signing in to Microsoft Foundry from OpenClaw via Azure ADAfter registration, every model call OpenClaw makes against Foundry reuses the same Azure-CLI-managed token cache: tokens refresh transparently, and access is gated by the Foundry resource's RBAC assignments rather than a static API key.Once you are signed in, OpenClaw will ask you to pick the Azure subscription that your Microsoft Foundry resource lives in.
20/05/2026
How to Visualize Your Azure AI Workloads Usage for Observability
This article assumes you already have an Azure Foundry project and resource deployed in Microsoft Foundry.Microsoft Foundry has a built in Monitor tab to view your model/agent usage.There's a pre-built AI Foundry dashboard ready to import.
20/05/2026
Golden Image Refresh for Virtual Machines and VM Scale Sets: Driving Consistency at Scale
Virtual Machine Scale Set (VMSS) deployments use a custom image that is baked on top of a Golden Image.The Golden Image version is pinned in the environment-specific Packer variables (pkrvariables) files.Refreshing a VMSS Golden Image involves baking a new custom image using an updated Golden Image version and deploying it via the VMSS pipelines.Use the operational pipeline to deploy the newly created custom image to the VMSS.After updating above code in provider.tf as part of manual upgrade then update the terraform code for new golden image.
20/05/2026
Applying Site Reliability Engineering to Autonomous AI Agents
If you practice SRE, you already have a mental model for running reliable production systems. You define SLOs. You track error budgets. You use circuit breakers to stop cascading failures. You run chaos experiments to find weaknesses before customers do. You treat every operational decision as a tradeoff between reliability and velocity. That mental model transfers directly to AI agents. It just needs four new ideas. In the
19/05/2026
Deploy with Confidence: Using Rule Impact Analyzer in Azure Virtual Network Manager
Introduction In a previous blog post, we described how Azure Virtual Network Manager (AVNM) enables central teams to enforce security admin rules across hundreds of virtual networks—bring consistency and governance to complex enterprise environments. But enforcement at scale introduces a new challenge: ...
19/05/2026
Upstash for Redis vs Supabase vs Neon: Which One Fits Vibe Coding Workflows in 2026?
Not all database platforms are built for the same job.Not all database platforms are built for the same job. Here is how Upstash, Supabase, and Neon actually differ — and which one fits your vibe coding workflow in 2026. The post Upstash for Redis vs Supabase vs Neon: Which One Fits Vibe Coding Workflows in 2026? appeared first on
19/05/2026
Zoom in or out of forms, tables, and queries when in Form View or Datasheet View
Access now lets you zoom in and out when you’re working with forms, tables, and queries in Form View or Datasheet View. Zoom in for a closer look at your data or zoom out to see more on screen at once. You can adjust the zoom level using the Zoom button on the ribbon, the zoom slider on the status bar, or keyboard shortcuts. Zoom is also available in Print Preview for reports. Zoom isn’t supporte...
19/05/2026
Public preview: Expanded coverage and unified management for SQL VA Express Configuration
SQL Vulnerability Assessment (SQL VA) is a core capability in Defender for SQL that helps customers identify possible misconfigurations, excessive permissions, and other deviations from security best practices through continuous scanning of their databases. Traditionally, enabling SQL VA on SQL PaaS resources required customers to provision and maintain a dedicated Azure Storage account to hold scan results and baselines. In addition, managing SQL VA across resource types required different A...
19/05/2026
Azure API Center portal is now generally available
What Is the API Center Portal? The API Center portal is a hosted, provisioned and managed by Azure, where developers across your organization can discover, explore, and consume APIs. The API Center portal provides a multi-gateway, organization-wide view of every API and AI asset (e.g. plugins, MCP servers, skills etc) Key Capabilities Search and filter your full API inventory. Developers can find APIs and AI assets by name or use AI-assisted sem...
19/05/2026
Google Launches Antigravity 2.0 at I/O 2026: A Standalone Agent-First Platform with CLI, SDK, Managed Execution, and Enterprise Support
Google used its I/O 2026 developer keynote to ship a meaningful architectural shift in how it packages AI-assisted development. The company announced Google Antigravity 2.0 — a standalone desktop application built entirely around agent orchestration alongside an Antigravity CLI, an Antigravity SDK, Managed Agents in the Gemini API, and enterprise support through the Gemini Enterprise […] The post
19/05/2026
Updated Secure Boot status report in Windows Autopatch
Do more with the improved Secure boot status report in Windows Autopatch. Now, you can gain better device-level visibility into certificate status, trust configuration, and readiness for Secure Boot certificate updates. New interactive certificate-level details fit directly into your certificate rollout workflow: Identify devices that aren't up to date. Use trust configurat...
19/05/2026
Agent Builder, Copilot Studio, or Azure AI Foundry: How We Decide for Every Client
Every client conversation starts the same way. Someone has seen a demo, attended an Ignite session, or read a press release. They want to build an agent. Then comes the question that derails more projects than any technical challenge: "Which tool should we use?" After deploying agents for clients across industries - insurance, professional services, manufacturing, public sector - we have developed a repeatable framework for answering that question. It is not bas...
19/05/2026
FabCon and SQLCon: MVP voices on community, connection, and showing up
FabCon and SQLCon bring together technical learning, product insight, and something just as important: community. Microsoft MVPs describe what stayed with them most - from hallway conversations and first-time introductions to practical sessions and friendships that keep growing long after the event ends. Their reflections show why t...
19/05/2026
Azure Arc Server April 2026 Forum
Please find the recording for the monthly Azure Arc Server Forum on YouTube! During the April 2026 Azure Arc Server Forum, we discussed: Public Preview of Essential Machine Management, learn more at aka.ms/EMM-blog and sign up at
19/05/2026
Agentic AI for Linux Operations on Azure: The Prompts
Try This Yourself: Agentic AI for Linux Operations on Azure At Red Hat Summit 2026, I handed GitHub Copilot CLI a terminal and asked it to deploy a full-stack application to RHEL 10 on Azure. Live. From a single prompt. No scripts, no runbooks, no pre-baked automation. The audience watched every command happen in real time and then played the app on their phones. This post gives you the prompts so you can try it yourself. Copy them, paste them into Copilot CLI, and watch what ...
19/05/2026
Securing AI Agents End‑to‑End: Connecting Purview DSPM, Agent 365, and the AI Security Dashboard
The Challenge:Organizations deploying Microsoft Copilot and custom AI agents face a critical gap: security visibility is fragmented across data protection, identity governance, and threat detection tools. While Microsoft provides powerful capabilities through Purview Data Security Posture Management (DSPM), Agent 365, and the AI Security Dashboard, practitioners often struggle to understand how these components work together to deliver ...
19/05/2026
Study and Learn Agent: your study coach, built for learning
It's 11 pm. A student is at the kitchen table with a chemistry problem they can't crack, an essay due tomorrow, and a quiz in the morning. They open their laptop, open an AI chatbot, and in thirty seconds, they have an answer, an essay, and a study guide. The thinking didn't happen. The grade might still come. That moment is why so many educators and IT leaders feel a knot in their stomach about AI in the classroom. The concerns are real, and we built with them firmly in view.
19/05/2026
Know before you go: Azure Managed Redis at Microsoft Build 2026
Microsoft Build 2026 is almost here, and this year’s event boasts a new format, as well as a deeper technical focus across key themes such as AI agents, cloud-native applications, data platforms, developer tooling, and intelligent infrastructure. The updates showcased at Build signal where Microsoft is investing next—and how customers can start preparing now. Whether you’re joining in person or online, this is y...
19/05/2026
From Prompt to Production: Building Azure Architecture Diagrams with AI
Author: Arturo Quiroga, Senior Partner Solutions Architect — Microsoft Cloud architects spend significant time translating ideas into architecture diagrams. They toggle between Visio, draw.io, pricing calculators, and documentation. According to the 2024 Stack Overflow Developer Survey, 61% of ...
19/05/2026
Admin Insights for Windows 365: Stay on top of what needs attention — now in public preview
With this in mind, we’re excited to announce Admin Insights for Windows 365, now in public preview, designed to help IT administrators quickly understand what’s happening in their environment and where to focus.IT administrators managing Windows 365 Cloud PCs rely on a range of signals—including reports, alerts, and device views—across the Microsoft Intune admin center to understand the health of their environment.Admin Insights surfaces dynamic insight cards in the Windows 365 management portal in Intune, based on changes and patterns across your Cloud PC environment:
19/05/2026
Choose how OneNote opens Microsoft 365 file links
I’m excited to share with you a new capability in OneNote for Windows and Mac that gives you more flexibility in how Word, Excel, PowerPoint, and OneNote file links open.Get more control over how links open in OneNoteYou now have a choice: links can open either in your browser or in the desktop app.
19/05/2026
Simplified access to Hotpatching enabled by Azure Arc for Windows Server 2025
With Windows Server 2025, we introduced hotpatch enabled by Azure Arc, delivering security updates to Windows Server across hybrid and multicloud environments – minimizing downtime (no reboot), accelerating protection, and unifying patch management.We are now taking it one step further to reduce the friction to deploying these critical updates: hotpatch enabled by Azure Arc is now available at no additional cost for Windows Server 2025.Yes, as of 15th May 2026 all billing for hotpatch has been stopped for all existing machines enrolled in hotpatch.
19/05/2026
Replacing IIS SMTP virtual server with Exchange Edge Transport
This blog post aims to present practical options to help you retire IIS SMTP and replace it with supported Microsoft solutions (because IIS SMTP virtual server is long unsupported).Assuming you have decided to decommission IIS SMTP and use the Exchange Edge Transport role for email relay, the next key decision is whether the Edge Transport server should be deployed on a domain-joined machine.If you have Exchange Online tenant, you can use your standalone Edge Transport to relay emails through Exchange Online by configuring your tenant MX as a smarthost in the Edge’s Send connector.
19/05/2026
Debugging Python apps on App Service with the new SSH helper aliases
You shipped a Python app to App Service. It worked in the demo. It works locally. In production, /chat is returning 502s — but /health is green, the deployment succeeded, the logs are quiet, and your laptop can't reproduce it. What you actually need is a shell on the running container so you can poke at DNS, env vars, installed packages, the listening port, and the AI endpoint your app is calling. The platform has had SSH for a while, but the playbook...
19/05/2026
Inside the new Intel‑powered Surface portfolio: A deep dive
Today’s work happens across locations, roles, and environments. Employees need to shift among focus, collaboration, and communication, often on the move. AI adds new opportunities to support new workflows, while modern threats raise the bar for security. Microsoft builds Surface devices to meet these complex conditions, engineering and validating hardware, firmware, and Windows as one. Building on these principles and our longstanding collaboration with Intel, we’re excited to announce...
19/05/2026
Sycor and Warrior Centric Health offer transactable partner solutions in Microsoft Marketplace
Microsoft partners like Sycor and Warrior Centric Health deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace. Learn about these offers below:
19/05/2026
Security Review for Microsoft Edge version 148
We have reviewed the new settings in Microsoft Edge version 148 and determined that there are no additional security settings that require enforcement. The Microsoft Edge version 139 security baseline continues to be our recommended configuration which can be downloaded from the Microsoft Security Compliance Toolkit. Microsoft Edge version 148 introduced 16 new Computer a...
19/05/2026
Prompt Engineering for Agentic AI
You have probably spent time learning how to prompt AI well.
19/05/2026
Turn up the volume for AI Skills Fest— no wristband required
A week of live shows, community moments, flexible learning, and fun festival vibes, all to help you build skills that stick. AI is moving fast, which means a lot of us are trying to keep up in real time. I keep hearing the same questions: Where do I even start? How do I know what to focus on? Am I too late? If you’ve been thinking, I should probably work on my AI skills, you’re in the right place.
19/05/2026
Building AI Guardian Extension: AI Detection and Enterprise AI Security
Introduction Generative AI tools such as ChatGPT, GitHub Copilot, and Google Gemini are rapidly becoming part of everyday enterprise workflows. Teams use them for code generation, documentation, analysis, support automation, and productivity enhancement. However, this accelerated adoption has also created a significant governance and security challenge: Shadow AI. Shadow AI refers to the unauthorized, unmanaged,...
19/05/2026
Rundeck – AWS Enterprise Rundeck Integration with Azure Runner
Architecture Overview Rundeck Server (AWS) → https://dev.rundeck.xyz.com Rundeck Runner (Azure Linux VM) Secure Communication over HTTPS (Port 4432) Optional Proxy for enterprise networks 1.Ensure that network connectivity is established between the Rundeck endpoint (dev.rundeck.xyz.com) and the Azure subnet over port 443. 2.Request the customer to create a Runner within a new or ...
19/05/2026
Best Enterprise Level Agentic AI Platforms for 2026
Enterprise agentic AI has moved from pilots to production in 2026. This guide ranks the top 10 platforms — Salesforce Agentforce, Microsoft Copilot Studio, ServiceNow, LangGraph, and more — with verified pricing, real adoption data, and honest constraints to help enterprise teams make the right platform decision. The post Best Enterprise Level Agentic AI Platforms for 2026 appeare...
19/05/2026
Confidence-Aware RAG: Teaching Your AI Pipeline to Acknowledge Uncertainty
Introduction Retrieval-Augmented Generation (RAG) has become the standard architecture for grounding Large Language Models (LLMs) with enterprise data. By retrieving relevant documents before generating a response, RAG helps reduce hallucinations compared to relying on model knowledge alone. However, an important limitation r...
19/05/2026
Building a Terraform Drift Validator for Azure with Live Portal Verification
Architecture: This blog describes how to build a practical Terraform Drift Validator for Azure that compares three sources of truth: Excel sheet or design document containing expected Azure configuration Terraform state file representing IaC-managed deployed intent Live Azure configuration, verified both programmatically and through ...
19/05/2026
How to Build an Advanced Agentic AI System with Planning, Tool Calling, Memory, and Self-Critique Using OpenAI API
In this tutorial, we build an advanced agentic AI system using the OpenAI API and a hidden terminal prompt for the API key. We design the agent as a small pipeline of specialized roles: planner, tool-using executor, and critic, so that we can separate strategy, action, and quality control. We also integrate structured tools (calculator, […] The post
19/05/2026
Publishing readiness for AI apps and agents on Microsoft Marketplace
Your AI solution readiness for Microsoft Marketplace is based on how your system operates at runtime, how change is controlled over time, and how customers experience adoption, billing, and ongoing use.This post is part of a series on building and publishing well-architected AI apps and agents in Microsoft Marketplace. The series focuses on AI apps and agents that are architected, hosted, and operated on Azure, with guidance aligned to building and selling solutions through Microsoft Marketplace.You enroll in the Microsoft AI Cloud Partner Program and the Marketplace program and operate under a publisher identity and Seller ID.
18/05/2026
Meet MemPrivacy: An Edge-Cloud Framework that Uses Local Reversible Pseudonymization to Protect User Data Without Breaking Memory Utility
As LLM-powered agents move from research to production, one design tension is becoming harder to ignore: the more useful cloud-hosted memory becomes, the more private user data it exposes.Researchers from MemTensor (Shanghai), HONOR Device and Tongji University have introduced MemPrivacy, a framework that attempts to resolve this tension without sacrificing the utility that makes […]The post Meet MemPrivacy: An Edge-Cloud Framework that Uses Local Reversible Pseudonymization to Protect User Data Without Breaking Memory Utility appeared first on MarkTechPost.
18/05/2026
Stochastic Gradient Descent (SGD’s) Frequency Bias and How Adam Fixes It
Modern language models are trained on data with extremely uneven token distributions.A small number of words appear in almost every sentence, while many rare but meaningful tokens occur only occasionally.The post Stochastic Gradient Descent (SGD’s) Frequency Bias and How Adam Fixes It appeared first on MarkTechPost.
18/05/2026
Introducing Code Interpreters for Logic Apps
We have recently introduced support for Code interpreters inside of Azure Logic Apps.To solve this problem, we will build an agentic business process in Logic Apps that includes our new JavaScript code interpreter.In order to allow customer isolation, customers need to have an integration account attached to their consumption workflow.
18/05/2026
Safe Rollouts Start with Signals: Introducing Scorecards in Azure App Configuration
Today, we’re introducing Scorecards in Azure App Configuration in public preview.Scorecards are a new capability in the Feature Management that helps teams quickly identify which metrics were impacted by a feature rollout and use those signals to decide what to do next.Scorecards help teams view telemetry through the context of a rollout.
18/05/2026
Three Tiers, One Platform: Building Agents Together with the Build-Along Series
The Agentic Opportunity Agentic Platforms in Microsoft 365, Power Platform and Azure Every partner has agent ambition, but a single workshop format cannot serve every builder. Business makers want a fast win without writing code. Citizen developers want to orchestrate real processes across enterprise systems. Pro developers want a code-first surface with evaluat...
18/05/2026
How to Configure Temporary Access Pass (TAP) to Prevent Lockouts
As organizations move toward passwordless authentication and stronger identity protection, having a reliable fallback mechanism becomes essential. That’s where Temporary Access Pass (TAP) comes in. TAP provides a time-limited passcode that users can use to register passwordless methods—such as Passkeys (FIDO2), Microsoft Authenticator, or certificate-based authentication—without requiring their existing password or MFA methods.
18/05/2026
Spec-Driven Development for AI-Enabled Enterprise Systems
Spec-Driven Development for AI-Enabled Enterprise Systems How to make specs the single source of truth for your React frontends, backend services, data, and AI agents. If you are building an enterprise system with a React frontend, backend APIs and services, a database layer, and shared libraries, moving to Spec-Driven Development (SDD) can feel like a big cultural shift. For AI developers and engineers, though, it is a gift: stru...
18/05/2026
Turn Your App Service Web App Into a Self-Healing Agent: LLMOps Best Practices for Production
A user submits a prompt. The agent burns through 50,000 tokens looping on a malformed tool response. Another user trips a model rate limit and the agent silently fails. A bad prompt update goes out at 4 PM Friday and degrades success rate to 60%. Your APM dashboard shows green the entire time because none of that is a 500. This post walks through the LLMOps stack we built into a working reference sample on Azure App Service: the SLIs that matter for agents, a budget circuit breaker, pr...
18/05/2026
Partner Blog | Time to market wins: Building the Frontier partner practice
Customers are clear about what they want from AI now. They want to move from ideas to outcomes faster, and at enterprise scale. The experimentation phase is giving way to production expectations, and time to market is becoming a competitive advantage in how organizations transform. That shift creates opportunity for AI practice leaders in services partner organizations. Partners who can repeatedly take agentic solutions f...
18/05/2026
Launched: Microsoft 365 Adoption Hub Redesign
Driving successful adoption of Microsoft 365 Copilot is both art and science. This community is dedicated to taking your feedback and continuing to provide tools that support you in that role. Today we've done just that with the first release of our updated Microsoft 365 Copilot adoption hub that simplifies the experience and provides content for AI business users, AI Champions and AI Leaders.
18/05/2026
EVENT | Drive Frontier Transformation: Attend the engineer summit and work toward your badge
Accelerate your capabilities delivering Frontier Transformation with two exciting opportunities: the Frontier Transformation Engineer badge and the Frontier Transformation Engineer Summit. ...
18/05/2026
Say goodbye to planning bottlenecks with Microsoft Azure Migrate
Every migration starts with the same questions: what do we have, and where should it go? Getting from those question to a clear, execution-ready answer has historically taken weeks. From exporting spreadsheets and manually classifying workloads to running assessments, conducting cost analyses, and stitching everything together into a deck that feels outdated by the time it's presented, the&nb...
18/05/2026
Launched: Microsoft 365 Copilot Adoption Hub Redesign
One of the biggest barriers to Copilot adoption is people don’t always know where to start. Today, we released the first version of our redesigned Microsoft 365 Copilot business user hub. Take a look. We set out to simplify adoption by making the experience more practical and focused on key roles: AI Business User, AI Champion and AI Leader. Microsoft 365 Copilot adoption hub W...
18/05/2026
Don’t Start Your Application Upgrade by Changing Code
The first step of a .NET upgrade isn't code, it's assessment! That sounds obvious, but it isn't. When somebody tells you to upgrade an app, the instinct is to open the repo, bump the TargetFramework, update a few NuGet packages, and start chasing build errors, that feels like progress, but you're working without knowing what you signed up for. As we wrote at our previous posts, the Copilot modernization agent runs in three steps: assess, plan, execute. At each st...
18/05/2026
Easy Auth Configuration for Logic App Standard through CI/CD
Problem Statement When Easy Auth (Azure App Service’s built-in authentication and authorization) is enabled on a Logic App Standard, users frequently report that they cannot open the run history. Specifically, the inputs and outputs of the trigger and actions fail to load on the run details page, even though the workflow itself runs and the user has access to the resource. Backgrou...
18/05/2026
State Explosion Security Problem in AI-Era Software Supply Chains
Introduction To see why this problem scales so quickly, start with the smallest possible change: a single line of code. In modern software, even a tiny edit is rarely just a local modification. It can change execution flow, introduce a new dependency, expose sensitive data, or quietly shift the purpose of the package itself. What looks trivial in a diff can create a ma...
18/05/2026
Agent 365 connector: Monitor, hunt, and investigate AI agent activity in Microsoft Sentinel
As enterprises scale the use of AI agents, SOC teams need visibility into AI agent behavior. The Agent 365 connector, now in public preview, streams rich agent telemetry from Agent 365 into Microsoft Sentinel data lake. Agent activity, such as agent data exposure or access drift, is surfaced alongside other security data, giving SOC teams a unified view across digital environments. AI Agent actions are correlated with agent identity, endpoint, and cloud signals, enabling anal...
18/05/2026
Now in Foundry: Tongyi-MAI Z-Image-Turbo, with FLUX.1-schnell and SDXL base 1.0
This week's Model Mondays edition pairs three models available through the Hugging Face collection in Microsoft Foundry: Tongyi-MAI's Z-Image-Turbo, a new designed for lower latency on a single GPU and native bilingual text rendering; Black Forest Labs' FLUX.1-schnell, a 12B rec...
18/05/2026
Navigate changing hosting economics with the Microsoft Datacenter Optimization initiative
Hosting and hybrid cloud business models are under pressure as infrastructure economics change.The Microsoft Datacenter Optimization (DCO) initiative empowers you to move beyond legacy Services Provider License Agreement (SPLA)‑based operations and build a stronger, more resilient business—modernizing customer environments while unlocking new recurring revenue opportunities across Azure, hybrid, and AI‑ready services.This shift is about more than licensing alignment—it is about building a more resilient, differentiated, service-led business for the future.
18/05/2026
Now available: Close deals faster and transact at scale with auto activation for SaaS subscriptions
Auto activation for the SaaS products you sell in Microsoft Marketplace is now generally available.By default, the private offer will use the auto activation setting of the public offer.If you create a new SaaS plan with a unique plan ID for your private offer, you can explicitly turn auto activation ON or OFF.
18/05/2026
Help Shape the Future of Microsoft Teams for Small and Medium Businesses
Microsoft is inviting Small and Medium Business (SMB) partners to join the Teams SMB Partner Advisory Council (PAC) — a simple, low-effort way to share real-world feedback with the product team and help shape the Teams roadmap for SMB customers.Our Teams SMB Partner Advisory Council (PAC) brings together a Microsoft partners who:👉 Express your interest to join the Teams SMB Advisory Board
18/05/2026
You Can Scale MCP Servers Behind a Load Balancer on App Service — Here's How
The 2025-06-18 revision formalizes stateless HTTP transport (and the current 2025-11-25 revision keeps it), which means a single request carries everything the server needs to answer.That tiny protocol change unlocks something big: you can stick an MCP server behind App Service's built-in load balancer and scale it like any other web API.One azd up and you have a stateless FastAPI MCP server running on three App Service instances behind the platform load balancer, with a staging slot, Application Insights, and a k6 script that visualizes load distribution from the client side.
18/05/2026
"Not Available in Your Region" Isn't a Dead End: A Security Assessment of Global Deployments
Microsoft typically releases new and preview models on Global first, then expands into specific regions over time as capacity is built out.Global Standard is a secure, enterprise-grade deployment type backed by the same Azure controls you already rely on, with explicit contractual commitments on how your data is used.The data protection guarantees don't change because the model is newer or because regional capacity hasn't caught up — they're the same on day one of a new model on Global as they are on a model that's been deployed regionally for a year.
18/05/2026
Platform SSO during automated device enrollment is now generally available for macOS
Today, we’re excited to announce that Platform SSO (PSSO) during Automated Device Enrollment (ADE) on macOS is now generally available.This capability simplifies onboarding by enabling device registration and Platform SSO setup to occur automatically during enrollment, eliminating extra steps for both IT administrators and end users.Configure Automated Device Enrollment for macOS in your MDM solution.
18/05/2026
Building Vector Similarity Search in PostgreSQL with pgvector
Search works well when users know exactly what they are looking for, but it breaks down when intent is described in natural language.
18/05/2026
Microsoft Teams Recording goes “Missing”
Why recordings disappear The first thing to know is recordings are not stored inside of Teams. They are actually stored in OneDrive for regular meetings and in SharePoint for channel meetings. Reviewing Recordings and transcripts automatically expire, OneDrive and SharePoint monitor the expiration setti...
18/05/2026
Building a Controllable Inference Platform on Kubernetes with AI Runway
When enterprises move generative AI from demos to real business workloads, the hardest question is usually not whether a model can answer a prompt. The harder question is whether the whole system can run reliably, predictably, securely, and economically over time. This becomes especially important as major model providers continue to adjust token pricing, context-window pricing, batching discounts, and model tiering. That is where AI Runway becomes valuable....
18/05/2026
NVIDIA Introduces a 4-Bit Pretraining Methodology Using NVFP4, Validated on a 12B Hybrid Mamba-Transformer at 10T Token Horizon
NVIDIA introduces a 4-bit pretraining methodology built around the NVFP4 microscaling format — combining selective BF16 layers, 16×16 Random Hadamard Transforms on Wgrad inputs, 2D weight scaling, and stochastic rounding on gradients — validated on a 12B hybrid Mamba-Transformer trained on 10 trillion tokens, the longest publicly documented 4-bit pretraining run, with downstream accuracy closely tracking the FP8 baseline (62.58% vs 62.62% on MMLU-Pro). The post
18/05/2026
Getting Started with OpenSearch on AKS with AKS AVM and Helm
Co-authored by Chetan Vaja (Senior Cloud Solution Architect @ Microsoft), Ninad Kapse (Senior Cloud Solution Architect @ Microsoft), Vikas Gautam (Senior Cloud Solution Architect @ Microsoft), and Prafulla Wani (Principal Cloud Solution Architect @ Microsoft). Summary OpenSearch is a community-driven, open-source search and analytics suite used by developers to ingest, search, visualize, and analyze data. OpenSearch consists of a data store and search engine (OpenSear...
18/05/2026
Ultimate Guide to POSETTE: An Event for Postgres, 2026 edition
POSETTE: An Event for Postgres 2026 is back for its 5th year: free, virtual, and unapologetically all about Postgres. No travel budget required and no jet lag involved. Just your laptop, a decent internet connection, and curiosity. This year the POSETTE 2026 sche...
18/05/2026
Understanding and building an Azure Hybrid Meshed Hub-Spoke Topology
A meshed hybrid hub-spoke topology Azure offers two main approaches to build network architectures. This article focuses on traditional networking (using VNets, peering, route tables, etc.), rather than Azure Virtual WAN. Why a hub-spoke topology? A hub‑spoke topology is the only way to control traffic flows while maintaining scalability, because it enforces a central point of connectivity and policy enforcement: ...
18/05/2026
Integrating Azure DevOps with VS Code Agent using MCP (Model Context Protocol)
🧠 What is MCP (Model Context Protocol)? MCP is a standard interface that allows AI agents to securely interact with external systems such as Azure DevOps/ With MCP: Azure DevOps capabilities are exposed as tools GitHub Copilot can discover, reason, and execute actions All actions happen with user consent and authenticatio...
18/05/2026
Build a Local Microsoft Sentinel Triage Agent in VS Code (Copilot + MCP)
Modern SOC work is not limited by data—it’s limited by the friction of collecting it. This post shows a local-first workflow that lets you investigate Microsoft Sentinel incidents from inside VS Code using GitHub Copilot Chat for reasoning and a small, deterministic MCP toolset for evidence retrieval and (optionally) approval-gated writeback. What you’ll take away: How to structure a Copilot + MCP triage loop that stays grounded in Azure evidence ...
18/05/2026
A Coding Implementation to Compress and Benchmark Instruction-Tuned LLMs with FP8, GPTQ, and SmoothQuant Quantization using llmcompressor
In this tutorial, we explore how to apply post-training quantization to an instruction-tuned language model using llmcompressor. We start with an FP16 baseline and then compare multiple compression strategies, including FP8 dynamic quantization, GPTQ W4A16, and SmoothQuant with GPTQ W8A8. Along the way, we benchmark each model variant for disk size, generation latency, throughput, perplexity, […] The post
17/05/2026
Vercel Labs Introduces Zero, a Systems Programming Language Designed So AI Agents Can Read, Repair, and Ship Native Programs
Vercel Labs has released Zero, an experimental systems programming language designed so AI agents can read, repair, and ship native programs without requiring human interpretation of compiler output.The language emits JSON diagnostics with stable codes and typed repair metadata, enforces capability-based I/O at compile time, and compiles to sub-10 KiB native binaries.
17/05/2026
A Coding Guide Implementing SHAP Explainability Workflows with Explainer Comparisons, Maskers, Interactions, Drift, and Black-Box Models
In this tutorial, we implement SHAP workflows as a practical framework for interpreting machine learning models beyond basic feature-importance plots.We start by training tree-based models and then compare different SHAP explainers, including Tree, Exact, Permutation, and Kernel methods, to understand how accuracy and runtime change across model-aware and model-agnostic approaches.We also examine how […]
17/05/2026
Nous Research Proposes Lighthouse Attention: A Training-Only Selection-Based Hierarchical Attention That Delivers 1.4–1.7× Pretraining Speedup at Long Context
Nous Research has published Lighthouse Attention, a selection-based hierarchical attention mechanism that wraps around standard scaled dot-product attention during pretraining and is removed afterward.Unlike prior methods such as NSA and HISA that pool only keys and values, Lighthouse pools Q, K, and V symmetrically across a multi-resolution pyramid, reducing the attention call from O(N·Tested on a 530M Llama-3-style model at 98K context, it achieves a 1.40–1.69× end-to-end wall-clock speedup against a cuDNN SDPA baseline with matching or lower final training loss.
16/05/2026
Meet LiteLLM Agent Platform: A Kubernetes-Based, Self-Hosted Infrastructure Layer for Isolated Agent Sandboxes and Persistent Session Management in Production
Running AI agents in a local script is straightforward.BerriAI, the company behind the LiteLLM AI Gateway, is now open-sourcing a purpose-built answer to that problem: the LiteLLM Agent Platform.The platform is described as a […]
16/05/2026
NVIDIA Introduces SANA-WM: A 2.6B-Parameter Open-Source World Model That Generates Minute-Scale 720p Video on a Single GPU
Researchers from NVIDIA introduce SANA-WM, an open-source camera-controlled world model that generates 60-second, 720p videos with precise 6-DoF camera control — trained on 64 H100 GPUs and deployable on a single RTX 5090.The post NVIDIA Introduces SANA-WM: A 2.6B-Parameter Open-Source World Model That Generates Minute-Scale 720p Video on a Single GPU appeared first on MarkTechPost.
16/05/2026
How to Build Repository-Level Code Intelligence with Repowise Using Graph Analysis, Dead-Code Detection, Decisions, and AI Context
In this tutorial, we explore how to use Repowise to build repository-level intelligence for the itsdangerous Python project in a practical and reproducible way.We start with an already cloned repository, configure Repowise using the available LLM credentials, and initialize its indexing pipeline.We then inspect the generated .repowise artifacts, analyze the repository graph with […]
16/05/2026
How to Build an MCP Style Routed AI Agent System with Dynamic Tool Exposure Planning, Execution, and Context Injection
In this tutorial, we build a fully functional MCP-style routed agent system from scratch, combining tool discovery, intelligent routing, structured planning, and execution into a single cohesive workflow.We start by setting up a modular tool server that exposes capabilities such as web search, local retrieval, dataset loading, and Python execution, all defined through structured […]The post How to Build an MCP Style Routed AI Agent System with Dynamic Tool Exposure Planning, Execution, and Context Injection appeared first on MarkTechPost.
15/05/2026
Zyphra Releases ZAYA1-8B-Diffusion-Preview: The First MoE Diffusion Model Converted From an Autoregressive LLM With Up to 7.7x Speedup
Zyphra's latest release shows that an autoregressive MoE model can be converted into a discrete diffusion model with no systematic loss in evaluation performance.ZAYA1-8B-Diffusion-Preview achieves up to 7.7x inference speedup over autoregression by shifting decoding from memory-bandwidth bound to compute-bound — a key advantage as modern GPUs continue scaling FLOPs faster than memory bandwidth.The post Zyphra Releases ZAYA1-8B-Diffusion-Preview: The First MoE Diffusion Model Converted From an Autoregressive LLM With Up to 7.7x Speedup appeared first on MarkTechPost.
15/05/2026
From Copilots to Coworkers: How AI Agents Are Transforming Azure Networking Operations
Azure operates one of the largest physical networks on the planet.Instead of adding more scripts or expanding brittle automation, we redesigned how coordination work gets done by making AI agents first-class participants in day-to-day operations.Several changes follow when agents become the default coordination layer across incidents, repairs, and workflows:
15/05/2026
Writeback for Cloud-Managed Remote Mailboxes: Now in Public Preview
Writeback for Cloud-Managed Remote Mailboxes is now in Public Preview.For customers with no remaining dependency on their last Exchange Server, a guide for decommissioning your last Exchange Server is now published on Microsoft Learn.With writeback enabled, changes made in Exchange Online to designated Exchange attributes are automatically pushed back to on-premises Active Directory through Microsoft Entra Cloud Sync.
15/05/2026
Title Plan Update - May 15, 2026
📁May 15, 2026 - Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan.
15/05/2026
Designing AI-Driven Observability for Trustworthy Agentic AI Systems
They are agentic AI systems (autonomous, multi-step agents that can plan, reason, invoke tools, and adapt in real time), which fundamentally changes what must be observed.Traditional observability built for servers and microservices cannot tell you whether an AI agent's output is correct, safe, or cost-efficient.Microsoft Foundry is described as "the AI app and agent factory" - a unified, interoperable platform for building, optimizing, and governing AI apps and agents.
15/05/2026
New Microsoft Certified: Cloud and AI Security Engineer Associate Certification
Exam SC‑500 (beta) helps you demonstrate your skills across identity, data, compute, and threat defense.Introducing the Microsoft Certified: Cloud and AI Security Engineer Associate certification.This new certification validates your ability to design and implement end-to-end security controls across cloud environments using modern, enterprise-ready security patterns.
15/05/2026
Test Automation at Scale: Lessons Learned from Enterprise projects
In large enterprise programs, test automation succeeds not by writing more scripts, but by engineering automation as a scalable quality system.In this blog, I have shared practical lessons from automation at scale, covering risk-based coverage, flakiness, observability, QA judgment, and how AI is now helping teams improve test design, coverage intelligence, failure triage, and maintenance.The future of enterprise test automation is not simply about building larger suites.
15/05/2026
New SSH helper aliases for Python apps on Azure App Service for Linux
To make that experience simpler for Python apps on Azure App Service for Linux, we have added new SSH helper aliases for common app, log, networking, and Azure AI Foundry diagnostics.View available SSH helpers with apphelpWe have also added helpers for Azure AI Foundry scenarios.
15/05/2026
Simplifying FastAPI Deployments on Azure App Service for Linux
Deploying FastAPI apps to Azure App Service for Linux is now simpler.When a FastAPI app is detected, App Service automatically starts the application using Gunicorn with the Uvicorn worker class:When you deploy a FastAPI app to Azure App Service for Linux, you no longer need to configure a custom startup command in the supported runtime flow.
15/05/2026
Best AI Agents for Software Development Ranked: A Benchmark-Driven Look at the Current Field
The AI coding agent field in 2026 is more capable, more fragmented, and harder to benchmark than it looks.Claude Code leads on code quality at 87.6% SWE-bench Verified.But the benchmark OpenAI itself declared contaminated in February 2026 is still being used to rank these tools — including by the labs publishing their own scores.
15/05/2026
Microsoft 365 E7 & Agent365: From Where You Are to Enterprise AI at Scale
Microsoft’s response to this shift is Microsoft 365 E7, introduced on May 1, 2026.Microsoft Agent 365Agent 365 is not a standalone security solution, it is a control plane for AI agents.
15/05/2026
Supertone Releases Supertonic v3: On-Device Text-to-Speech Model with 31-Language Support, Fewer Reading Failures, and Expression Tags
The Seoul-based speech AI company ships its third generation of its on-device TTS engine, adding expressive tags, improved reading stability, and a 6× increase in language coverage — all while keeping the inference contract unchanged for existing integrations.The post Supertone Releases Supertonic v3: On-Device Text-to-Speech Model with 31-Language Support, Fewer Reading Failures, and Expression Tags appeared first on MarkTechPost.
15/05/2026
Privacy proxy in Agents with Microsoft Agent Framework Middleware
In the first part - Introducing PII Shield: A Privacy Proxy for Every LLM Call - we introduced PII-Shield as a privacy proxy that detects sensitive data, applies configurable anonymization strategies per entity, and reverses that anonymization once the LLM has completed its task.Together, these form a generalized implementation of the “Anonymize → LLM → De-anonymize” pattern introduced in the first post - now systematically applied to every LLM interaction and every tool call within an agent’s execution loop.Our findings show that PiiShieldChatMiddleware introduces a median latency overhead of approximately 70 ms per interaction, with a 99th percentile overhead of approximately 200 ms.
15/05/2026
Six Coding Agents, One Production System: A Field Guide to AgenticOps with AKS-Lab-GitHubCopilot
The new reality is agentic delivery: a team of named, scoped AI agents owns slices of your repository, each with its own tools, skills, and refusal rules.The microsoft/AKS-Lab-GitHubCopilot's five labs you ship ZavaShop — a multi-agent retail supply-chain control plane running on AKS + Azure Container Apps — and along the way you internalize an operating model you can carry to any project.There are two flavors of "coding agent" in the GitHub Copilot ecosystem, and this lab uses both.
15/05/2026
How to Build a Django-Unfold Admin Dashboard with Custom Models, Filters, Actions, and KPIs
In this tutorial, we build an advanced Django-Unfold admin dashboard.We start by installing Django, Django-Unfold, and the required dependencies, then we create a fresh Django project with a shop application.We configure Unfold with a modern admin theme, custom sidebar navigation, dashboard callbacks, product badges, tabs, filters, actions, and a custom admin homepage.
15/05/2026
Agent365: The Identity-First Control Plane for Scalable AI Agents
Microsoft Agent365 addresses this challenge by introducing a control plane for AI agents, built on Microsoft Entra, that enables organizations to manage agents using the same identity-driven approach applied to users and applications.One of the core innovations of Agent365 is the introduction of Entra Agent ID, which treats agents as managed identities within the directory. The transition to agentic AI introduces a new category of identity within the enterprise.
15/05/2026
Poetiq’s Meta-System Automatically Builds a Model-Agnostic Harness That Improved Every LLM Tested on LiveCodeBench Pro Without Fine-Tuning
Poetiq's Meta-System automatically constructed and optimized an inference harness for LiveCodeBench Pro using only Gemini 3.1 Pro — no fine-tuning, no model internals.The same harness, applied without modification to GPT 5.5 High, Kimi K2.6, Gemini 3.0 Flash, and four other models, improved every one of them.The post Poetiq’s Meta-System Automatically Builds a Model-Agnostic Harness That Improved Every LLM Tested on LiveCodeBench Pro Without Fine-Tuning appeared first on MarkTechPost.
15/05/2026
A Coding Implementation to Master GPU Computing with CuPy, Custom CUDA Kernels, Streams, Sparse Matrices, and Profiling
In this tutorial, we delve into CuPy as a powerful GPU-accelerated alternative to NumPy for high-performance numerical computing in Python.We start by inspecting the available CUDA device, checking the CuPy version, runtime details, GPU memory, and compute capability so that we understand the hardware environment before running heavy computations.Then, we compare NumPy and […]
14/05/2026
Cline Releases Cline SDK: An Open-Source Agent Runtime Now Powering Its CLI and Kanban, With IDE Extensions Being Migrated
Cline has extracted its internal agent harness into an open-source TypeScript SDK called @cline/sdk, the same runtime now powering its CLI and Kanban, with VS Code and JetBrains extensions being migrated.The SDK is structured as a four-layer stack — @cline/shared, @cline/llms, @cline/agents, and @cline/core — with native support for plugins, subagents, CRON scheduling, checkpointing, and MCP connectors.On Terminal Benchmark 2.0, Cline CLI scored 74.2% on claude-opus-4.7, compared to Anthropic's published 69.4% for Claude Code on the same model.
14/05/2026
After the Agent Acts: Proving What Happened and Who Authorized It
This post covers what post-hoc accountability means for autonomous agents, what the Agent Governance Toolkit has to help address it, and three value propositions that are real but not yet visible in how governance tooling is typically described.Add evidence generation to your CI/CD release gate:Open an issue at aka.ms/agent-governance-toolkit or join the conversation in the comments below.
14/05/2026
Leadership communication in the flow of work
This research (and our internal experience) consistently show that visible, two-way leadership communication is a key driver of trust, engagement, and successful change.Engage is designed to help leaders communicate once, in the right place, and stay visible in the flow of work without adding meetings or increasing email.Read about Microsoft executive Ravi Vedula’s Viva Engage adoption journey, and chart your own course.
14/05/2026
Building an AI-Powered Contract Price Adjustment Agent with Docusign MCP and Microsoft Foundry
The Model Context Protocol (MCP)—an emerging standard that fundamentally changes how AI systems interact with enterprise services.This entire system—from the first line of Flask boilerplate to a running Azure App Service—was built and deployed using GitHub Copilot in VS Code powered by Claude Opus 4.6.Just with one request to Github Copilot, it was able to take the base source code, built by Docusign Partner Solution Architects, to run locally, and deploy it all to Azure, from the App Service to the Foundry agents.
14/05/2026
Azure Monitor Health Model - API Refresh
Signals Enhancement for Azure resourcesAlert rules can be imported as signalsImport health reports and data annotations
14/05/2026
New Platform SSO with registration during Automated Device Enrollment on macOS
A new setting ‘Enable Registration During Setup’ for Platform single sign-on (PSSO) during Automated Device Enrollment (ADE) is now generally available for macOS devices in Microsoft Intune.Add Intune Company Portal as a macOS LOB app.Signing in multiple times during enrollment isn't the ideal experience, and we're actively working to streamline it with a new enrollment setting that enables users to complete both Intune enrollment and Platform SSO device registration with a single sign-in.
14/05/2026
From Idea to Production — Building Microsoft Security Store Advisor with an Agentic SDLC
Microsoft Security Store Advisor is a new AI assistant inside Microsoft Security Store that helps customers find security solutions and agents in natural language.The team behind it builds it with an Agentic SDLC.This is how that idea became a product — the engineering choices that gave AI an accountable role at every stage, and the lessons that shaped the system. We'll cover what an Agentic SDLC is, the five stages we ran Advisor through, what broke at each stage, and what we changed to ship.
14/05/2026
Modernizing TCP Applications with Azure Application Gateway Layer 4 TCP/TLS Proxy
The Layer 4 proxy capability in Azure Application Gateway helps organizations standardize ingress management for both HTTP and non-HTTP workloads using Azure-native services.Organizations migrating traditional applications to Azure may need TCP ingress without redesigning application communication protocols.Enterprises integrating on-premises applications with Azure workloads may also benefit from centralized TCP traffic management.
14/05/2026
Upcoming May 2026 Microsoft 365 Champion Community Call
Join our next community call on May 26, 2026, to explore the new Copilot Hub experience and learn more about Agent 365.The join link will be sent to you in email with your webinar registration confirmation.While our calls are open to everyone, you must be a member of the Microsoft 365 Champion Program in order to access the presentation materials - the access link is in the initial welcome email and the monthly newsletter emails sent the week before the community calls.
14/05/2026
Addressing Exchange Server May 2026 vulnerability CVE-2026-42897
Option 1 (recommended): Exchange Emergency Mitigation (EM) ServiceApply the mitigation on a per server base or on all servers at once by running the script via an elevated Exchange Management Shell (EMS):Microsoft is working on and will release and announce a security update for impacted versions of Exchange Server in the future.
14/05/2026
Event Guide - Microsoft at TechCon Chicago 2026
Building connections at TechCon 365 Chicago is at the heart of the experience, bringing together a dynamic community of professionals passionate about Microsoft 365 and the future of work.The Microsoft Community Booth at TechCon 365 Chicago is a space to connect directly with Microsoft product teams and Microsoft MVPs. Pick up some laptop stickers and giveaway.Mark your calendar for June 15 to 19, 2026 and come make Chicago part of your tech story.
14/05/2026
Microsoft Identity Manager 2016 SP3 now available: Enhanced stability for hybrid identity
Microsoft Identity Manager (MIM) 2016 Service Pack 3 (SP3) is now generally available.It also adds a new deployment option for the Synchronization Service: Azure SQL Database, with authentication through system-assigned and user-assigned managed identities to help reduce operational risk in hybrid identity environments.MIM 2016 SP2 will remain supported for 12 months (through May 2027), in line with the service pack support lifecycle policy.
14/05/2026
Partner Blog | Turn infrastructure disruption into a growth opportunity for your hosting business
Hosting and hybrid cloud partners are at one of the most meaningful inflection points the market has seen in years.Changes in virtualization licensing, rising infrastructure costs, and rapidly evolving customer expectations are reshaping traditional hosting economics.Market impact is expected to accelerate, and shifting data residency, sovereignty, and compliance requirements are driving customers to reassess where and how workloads run.
14/05/2026
How Microsoft Defender used predictive shielding to proactively disrupt a ransomware attack
Modern ransomware attacks are increasingly designed to blend in with normal IT operations, using trusted administrative tools to quietly weaken defenses and distribute malicious payloads at scale.In a recent real‑world incident, a human‑operated ransomware actor attempted to do exactly that by abusing Group Policy Objects (GPOs) to target hundreds of devices, but Microsoft Defender detected the attack and proactively hardened those devices before GPOs were deployed.Roughly 97% of devices the attacker attempted to encrypt were fully protected by Defender.
14/05/2026
OneDrive Office Hours | May 2026
Get ready for May’s OneDrive Customer Office Hours!Special Topic: What’s New in OneDrive Sync with Jack Nichols, Kayla Ngan, and Jonathan LeungFirst, 1 million item sync is in public preview on Windows.
14/05/2026
Open Model Inference at Scale on Foundry: What’s New with Fireworks AI
We launched the public preview of Fireworks AI on Microsoft Foundry two months ago, bringing best-in-class open model inference directly into Azure. The traction has been real and high. Fireworks AI's inference layer is purpose-built for low-latency, high-throughput production workloads, natively within Azure. If you're building on Azure and want the best open models without standing up your own inference infrastructure, this is built for you.Since launch, Fireworks AI on Foundry is seeing strong customer momentum, with customer count growing week-over-week and deepening enterprise penetration globally. Teams across industries have moved quickly from experimentation to production.We’re expanding provisioned throughput unit (PTU) support to the US Data Zone, giving US-based customers a path to predictable, steady-state performance with their data staying within US Azure regions.
14/05/2026
Easily identify Windows protected print mode compatible devices
As organizations work to modernize their print environments and reduce reliance on legacy drivers, Windows protected print (WPP) mode helps improve system security by enforcing the use of the Windows modern print stack and introducing additional security features.Printer with compatibility icon indicating support for Windows protected print mode.This update helps IT administrators quickly evaluate printer readiness for Windows protected print mode before enabling it across managed devices.
14/05/2026
Automatic Connectivity Tests for Azure SQL Managed Instance
To further enhance connectivity monitoring and improve service reliability, we’re introducing automatic internal connectivity tests for all Azure SQL Managed Instances.Automatic tests diagnose issues in internal service and network availability.You can read more about the automated connectivity tests at Automatic internal connectivity tests for Azure SQL Managed Instance.
14/05/2026
Goodbye Together mode, hello simplified meeting layouts in Microsoft Teams
Today, I’d like to share an important update: Beginning June 30th, the Together mode experience will no longer be available.As part of that ongoing effort, we’re retiring Together mode in Microsoft Teams.The Together mode toggle will be removed from the meeting View menu.
14/05/2026
April 2026 Recap: Azure Database for PostgreSQL
Before we dive deeper into the feature updates, POSETTE: An Event for Postgres 2026 is just around the corner, PostgreSQL’s free, virtual conference bringing together the global community.New enhancements in the PostgreSQL VS Code ExtensionThe latest release (v1.21) of the PostgreSQL VS Code extension delivers enhancements to query authoring and analysis workflows, improved cross-extension interoperability, reliability improvements across Object Explorer and connection management, and a set of targeted bug fixes.
14/05/2026
Decoupling Memory from Startup Time in AKS Sandbox Pods
Before recent improvements in AKS Pod Sandboxing, large-memory pods could take over a minute longer to start than smaller ones.AKS Pod Sandboxing provides strong workload isolation by running pods inside lightweight virtual machines.With recent updates to the Azure Linux kernel used by AKS on Microsoft Hypervisor (MSHV), AKS has significantly improved startup time for large-memory sandboxed pods.
14/05/2026
Unexpected PITR Charges from restorableDroppedDatabases After BC → Hyperscale Migration
When migrating an Azure SQL Database from Business Critical (BC) to Hyperscale using a manual cutover, some customers notice unexpected Point-in-Time Restore (PITR) backup storage charges appearing under the following resource:After a BC → Hyperscale manual cutover, customers may see PITR charges tied to:Despite the database being active and available in Hyperscale, these charges start appearing immediately after the migration cutover and gradually decrease over time.
14/05/2026
Strategies to Share & Scale What You Learn at Flagship Microsoft Events to Bring Back Real ROI
Attending Microsoft Ignite or Build is a real investment - ticket, travel, time away from work and family, and mental bandwidth.That’s the core message I’d like to share: attending the conference isn’t the ROI - activation is.The ROI of attending a flagship tech conference is not purely financial - it shows up across multiple dimensions: knowledge, capability, network, strategy, and culture.
14/05/2026
New in Microsoft Marketplace: May 14, 2026
Learn about 66 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs.Codex Heatmap Matrix from Nexus Codex helps you spot patterns across rows and columns.VOSS Security Management for Microsoft Defender
14/05/2026
Work IQ | Data, Context, Skills & Tools for Copilot and Your Agents
Work IQ delivers data, context, skills & tools as the built-in knowledge layer behind Microsoft 365 Copilot and agents.Today, I’ll explain what Work IQ is, how it works, and show you what it can do.So, Work IQ is the brain behind Microsoft 365 Copilot and agents.
14/05/2026
Platform Improvements for Python AI Apps on Azure App Service
Azure App Service (Linux) is a fully managed PaaS offering that supports a broad range of languages, including Python, Node.js, .NET, PHP, and Java.The performance and reliability of the Python deployment pipeline directly shape the developer's experience on the platform, so we looked across the deployment path for opportunities to reduce latency and improve reliability.The first set of changes has reduced Python deployment latency on Azure App Service Linux by approximately 30%.
14/05/2026
Public Preview Update: Azure Copilot Observability Agent
The Observability agent is designed to be your monitoring companion across the full observability lifecycle, enabling you to interact via chat to better understand your observability data.The Observability agent is optimized for real‑world, full‑stack investigations in distributed systems - including environments built on Azure Kubernetes Service (AKS) and Virtual Machines (VMs).To discover the root cause, the agent applies deep reasoning, using an innovative array of Machine Learning (ML) and Large Language Models (LLM) to discover and correlate anomalies across huge volume of signals across application, infrastructure, and Azure platform layers to converge on likely root‑cause candidates across scenarios such as:
14/05/2026
Genie in a Bot: Databricks AI/BI Meets Microsoft Teams
Your business users live in Microsoft Teams.We will explore how to connect Microsoft Teams to a Databricks Genie Space via an Azure AI Foundry agent.Users ask natural-language questions about campaign data — spend, clicks, conversions, ROI, audience segments — and the system translates these into SQL queries executed against a Databricks SQL warehouse.
14/05/2026
Nous Research Releases Token Superposition Training to Speed Up LLM Pre-Training by Up to 2.5x Across 270M to 10B Parameter Models
Nous Research releases Token Superposition Training (TST), a two-phase pre-training method that cuts wall-clock training time by up to 2.5x at matched FLOPs by averaging contiguous token embeddings into bags during Phase 1 and reverting to standard next-token prediction in Phase 2 — without changing the model architecture, tokenizer, optimizer, or inference-time behavior.Validated at 270M, 600M, 3B dense, and 10B-A1B MoE scales.The post Nous Research Releases Token Superposition Training to Speed Up LLM Pre-Training by Up to 2.5x Across 270M to 10B Parameter Models appeared first on MarkTechPost.
14/05/2026
Control runtime patch updates with Platform Release Channel on Azure App Service for Linux
Azure App Service for Linux is introducing Platform Release Channel, a new setting that gives you more control over when runtime patch updates are applied to your app.With this feature, you can choose how quickly your app moves to newly rolled-out runtime patches.Platform Release Channel gives you a simple way to control the pace at which runtime patch updates are applied to your Linux apps on Azure App Service.
14/05/2026
How to Build a Dynamic Zero-Trust Network Simulation with Graph-Based Micro-Segmentation, Adaptive Policy Engine, and Insider Threat Detection
In this tutorial, we build a realistic Zero-Trust network simulation by modeling a micro-segmented environment as a directed graph and forcing every request to earn access through continuous verification.We implement a dynamic policy engine that blends ABAC-style permissions with device posture, MFA, path reachability, zone sensitivity, and live risk signals such as anomaly and […]The post How to Build a Dynamic Zero-Trust Network Simulation with Graph-Based Micro-Segmentation, Adaptive Policy Engine, and Insider Threat Detection appeared first on MarkTechPost.
14/05/2026
TLS Certificate Pinning and Best Practices in Azure Open-Source Relational Databases
Transport Layer Security (TLS) encrypts data in transit between client applications and the server and authenticates the service endpoint in client-server authentication.When pinning is used, the client will only connect if the presented certificate chain matches exactly what it expects. However, the server has no visibility into whether pinning is configured on the client, and any certificate change (even a valid one) can cause connection failures.While certificate pinning was historically used to reduce the risk of man-in-the-middle attacks, it introduces significant operational fragility in cloud environments, particularly during certificate rotations.
14/05/2026
What's new in FinOps toolkit 14 – April 2026
FinOps toolkit 14 connects AI to your FinOps hub data with a Copilot Studio agent template, ingests recommendations from Azure Advisor and your own Resource Graph queries, simplifies hub deployment, and previews a new commitment discount eligibility dataset.This release is focused on three themes: connecting AI to your FinOps data with a Copilot Studio agent template, adding optimization recommendations to FinOps hubs from Azure Advisor and custom Resource Graph queries, and previewing commitment discount eligibility data for reservation and savings plan planning.The FinOps toolkit is an open-source collection of tools and resources helping organizations learn, adopt, and implement FinOps in the Microsoft Cloud.
13/05/2026
Enterprise AI Governance in 2026: Why the Tools Employees Use Are Ahead of the Policies That Cover Them
63% of organizations have no AI governance policy. Shadow AI is already running inside your stack — here is the data. The post Enterprise AI Governance in 2026: Why the Tools Employees Use Are Ahead of the Policies That Cover Them appeared first on MarkTechPost.
13/05/2026
Azure Policy: Modern Governance with Practical Recommendations
Azure Policy is one of Microsoft Azure’s most effective governance tools.It helps organizations enforce standards automatically, detect configuration issues early, and keep cloud environments aligned with internal policies and external regulatory requirements.This guide explains why Azure Policy matters, how it works, and recommended best practices for using it effectively, with a practical example and step‑by‑step guidance.
13/05/2026
Fastino Labs Open-Sources GLiGuard: A 300M Parameter Safety Moderation Model That Matches or Exceeds Accuracy of Models 23–90x Its Size
Fastino Labs has released GLiGuard, a 300M parameter open-source safety moderation model that evaluates four safety tasks — prompt safety, jailbreak strategy detection, harm category classification, and refusal detection — in a single forward pass. Built on an encoder architecture rather than the decoder-only design used by most guardrail models, GLiGuard achieves up to 16x higher throughput and 16.6x lower latency than current state-of-the-art models, while matching or exceeding the accuracy of models 23 to 90 times its size across nine safety benchmarks.Model weights are available under the Apache 2.0 license on Hugging Face.The post Fastino Labs Open-Sources GLiGuard: A 300M Parameter Safety Moderation Model That Matches or Exceeds Accuracy of Models 23–90x Its Size appeared first on MarkTechPost.
13/05/2026
From Pipelines to Agents: Self-Healing CI/CD Workflow
When an Azure DevOps pipeline fails, a webhook sends the telemetry and build logs to an Azure Function.Microsoft AI Foundry provides a standardized way to call Azure OpenAI.Microsoft AI Foundry provides the secure sandbox we need to let these agents work safely.
13/05/2026
You Asked—We Answered: Inside the Agent 365 AMA
If you missed our live Agent 365 demo and 'Ask Microsoft Anything' AMA—or want to revisit the discussion—this replay is worth your time.During the session, we walked through how Agent 365 brings visibility, security, and governance to the rapidly expanding world of AI agents—across both Microsoft and third-party ecosystems.But what made the session especially valuable was the live Q&A: a candid conversation with our experts tackling the real questions organizations are facing right now.
13/05/2026
NVIDIA Dynamo on AKS - Autoscaling LLM Inference
Large Language Models (LLMs) are rapidly moving from experimentation to production.In this post, we’ll walk through how Azure Kubernetes Service (AKS) combined with NVIDIA Dynamo enables scalable, production‑ready LLM inference, and how to think about autoscaling GPUs effectively for modern AI workloads.Step by step notebooks available here:maljazaery/Dynamo_on_AKS: End-to-end tutorials for running NVIDIA Dynamo on Azure Kubernetes Service (AKS)
13/05/2026
Computer-using agents in Microsoft Copilot Studio are now generally available
The gap is now closing. Computer use in Microsoft Copilot Studio is now generally available, and we're expanding availability to all commercial geographies in Microsoft Power Platform.Customer spotlight: Graebel automates global service order processing end to endWorking with GET AI and Microsoft, Graebel built and deployed the Graebel Service Order Agent, equipped with computer use, in Microsoft Copilot Studio.
13/05/2026
Announcing the general availability of Azure Integrated Hardware Security Module
Today we are excited to release general availability for Azure Integrated HSM for AMD v7 Virtual Machines.This feature is available in select AMD D and E series v7 sizes for Trusted Launch VMs.Azure Integrated HSM eliminates network roundtrips for key operations and avoids the need to release keys into the workload environment.
13/05/2026
New GitHub Certified: Agentic AI Developer
Be among the first to prove your skills in building intelligent AI-powered workflows with the new Exam GH-600 (beta).We’re looking for members of the GitHub community who are already exploring how AI agents fit into modern development workflows to help us test a new beta exam.GitHub Certified: Agentic AI Developer, is a new, role-based certification focused on how developers and teams operate, supervise, and integrate AI agents across the software development lifecycle (SDLC).
13/05/2026
Introducing Grok 4.3 on Microsoft Foundry: Latest Generation Agentic Capabilities
Customers building advanced AI systems increasingly need models that can reason deeply, act autonomously, and integrate reliably into real‑world workflows—all without compromising on governance or cost efficiency. Grok 4.3, xAI’s latest flagship model, is now available in Microsoft Foundry, giving developers and enterprises access to latest agentic intelligence within a production‑ready environment designed for scale.Grok 4.3 is xAI’s latest flagship model, designed to support agent-based and productivity-focused workflows across a wide range of professional scenarios. Based on information provided by xAI and independent research conducted by Artificial Analysis, Grok 4.3 demonstrates strong performance across multiple benchmarks, reflecting a favorable balance between model capability and reported benchmark cost.Grok 4.3 is purpose‑built for agentic systems, improving in tool calling, instruction following, and lower hallucination, as reported by xAI. Grok 4.3 also enables policy‑aware support agents with reliable tool use and consistent behavior across extended conversations. On Microsoft Foundry, Grok 4.3 supports up to a 200k token context window, enabling extended multi‑turn reasoning and agent workflows.
13/05/2026
Zero downtime migration from Oracle to Azure DB for PostgreSQL
Striim’s log-based Change Data Capture (CDC) continuously streams every Oracle transaction into Azure Database for PostgreSQL in real time to deliver zero-data-loss migration, continuous validation, and minimal impact on live applications.This tutorial walks through the architecture, deployment steps, and best practices for Oracle to Azure Database for PostgreSQL migrations using Striim.The strategic partnership between Microsoft and Striim enables continuous data replication from existing databases into Azure in real time, enabling online migrations with zero downtime.
13/05/2026
Azure Arc | On-prem + Multi-cloud Management
In this video, we explore how Azure Arc simplifies hybrid and multi-cloud operations by providing a single, consistent control plane for managing your entire infrastructure across Linux and Windows, on-prem, in Azure, or in any cloud.Satya Vel, Azure Arc Principal Group PDM Manager, shares how to make Azure your operational standard for every workload, anywhere it runs.And to explore how Azure Arc works in real hybrid environments, I’m joined by our resident management expert, Satya Vel. Welcome.
13/05/2026
News to Know – Volume 3, Edition 5, May 2026
Viva Glint admins will be able to configure a data retention policy for their Glint instance, defining how long Glint data is retained before it is deleted in accordance with organizational and compliance requirements. This feature enables admins to align Viva Glint data retention with company policies and compliance standards without relying on manual or backend-only processes.If you are already part of the Employee Experience Customer Connection (EECC) program, request to join our Workplace Patterns & Continuous Listening EECC Teams subchannel through the main Glint EECC Teams channel so you can iterate on the future of continuous engagement with the product team in monthly calls.This Research Drop maps which EX conditions are stable, which are rising, and which fluctuate with context, pointing to what organizations need to build, not just deploy, to sustain real AI value.
13/05/2026
Operator Connect for resellers: simplify Teams Phone growth with AudioCodes in Microsoft Marketplace
In this guest blog post, Benny Matityahu, Vice President of UCC at AudioCodes, explores how resellers and service providers can translate the surging demand for Microsoft Teams Phone into lucrative new revenue streams by offering Operator Connect the easy way, along with easy procurement and implementation through Microsoft Marketplace.For resellers and service providers enabling Teams Phone for their customers, taking advantage of this trend means supporting one of the PSTN connectivity options for Teams, primarily Direct Routing or Operator Connect.Operator Connect significantly simplifies Teams Phone PSTN connectivity by utilizing a Microsoft managed framework.
13/05/2026
How Workday and Microsoft are redefining the agentic workplace
Moving from "systems of record" to "systems of action"The Workday agent brings a high-functioning HR and Finance partner directly into Microsoft 365 Copilot.The Workday agent is a blueprint for the future of enterprise software: invisible, intelligent, and indispensable.
13/05/2026
Introducing Azure Container Apps Express!
Today, we're launching Azure Container Apps Express in Public Preview — the fastest, simplest way to go from a container image to an internet-reachable app on Azure, ready for many production-style workloads.ACA Express removes the infrastructure decisions.Express is in Public Preview starting today.
13/05/2026
Proven intranet framework - Involv Intranet - SharePoint Partner Showcase
We are excited to share a new episode on our partner showcase series focused on SharePoint in Microsoft 365.It provides a fully branded, mobile-ready intranet experience with more than 50 configurable components out of the box.The platform supports a wide range of scenarios, from internal communications and knowledge sharing to employee engagement across distributed teams.
13/05/2026
Mira Murati’s Thinking Machines Lab Introduces Interaction Models: A Native Multimodal Architecture for Real-Time Human-AI Collaboration
Thinking Machines Lab has introduced a research preview of TML-Interaction-Small, a 276B parameter Mixture-of-Experts model with 12B active parameters, built around a multi-stream, time-aligned micro-turn architecture that processes 200ms chunks of audio, video, and text simultaneously — eliminating the need for external voice-activity detection harnesses.The post Mira Murati’s Thinking Machines Lab Introduces Interaction Models: A Native Multimodal Architecture for Real-Time Human-AI Collaboration appeared first on MarkTechPost.
13/05/2026
Google DeepMind Introduces an AI-Enabled Mouse Pointer Powered by Gemini That Captures Visual and Semantic Context Around the Cursor
Google DeepMind researchers have outlined four interaction principles and released experimental demos of an AI-enabled mouse pointer powered by Gemini — one that captures the visual and semantic context around the cursor so users can point, speak in natural shorthand, and get things done without switching to a separate AI window.The post Google DeepMind Introduces an AI-Enabled Mouse Pointer Powered by Gemini That Captures Visual and Semantic Context Around the Cursor appeared first on MarkTechPost.
13/05/2026
Building the Solution Teams Need to Secure AI Against Prompt Injection
This disconnect is creating a significant gap between the development and security assurance of AI applications.To address this gap, we developed a unified Prompt Injection Testing Platform and knowledge base, powered by Microsoft Foundry, designed to make LLM security testing accessible, structured, and understandable for developers.In addition to testing and learning, our platform integrates a prompt enhancer, designed to help users actively improve the security of their system prompts.
13/05/2026
How to Test AI Agents with LangSmith: A Complete Guide
LangSmith provides powerful tools for creating datasets, running evaluations, and using LLM-as-judge techniques.This guide walks through the complete workflow using a practical example.Does the answer contain any claims or information that are not supported by the question or reference answer?
13/05/2026
Agent 365 | Your Security & Compliance Controls
Block agent access to labeled files at runtime, stop sensitive data from leaving in agent-drafted emails, and catch agents that cross conduct lines using the same Microsoft Purview controls you already run for users.Shilpa Ranganathan, Microsoft Purview Partner Group Squad Leader, shares how IT and data security teams can govern agent behavior on a single Agent 365 control plane built into the Microsoft tools that you're already using today. -That said, as agents are used inside of your organization, Microsoft Purview, as part of the Agent 365 control plane, provides more granular controls with deeper visibility over data security.
13/05/2026
Stop Hallucinating, Start Evaluating — A Tour of AgentEval
AgentEval is the .NET evaluation toolkit for AI agents.Today it ships with over 30 runnable samples, 192 red-team probes covering 6 of the 10 OWASP LLM Top 10 categories, 5 memory metrics (more on that later — it's the "one more thing" of this post), and exports to JSON, JUnit XML, Markdown, SARIF and PDF.Today AgentEval is open source, MIT-licensed, and built with love for the .NET AI community.
13/05/2026
Give Your AI Agent Eyes: Browser-Harness Meets Playwright Workspaces Remote Browsers
What happens when you hand a coding agent a real browser — not a mock, not an API wrapper, but a full Chromium instance running in the cloud?A browser that renders CSS, executes JavaScript, handles cookies, and lets the agent see what a human would see.Browser-harness is an open-source tool that gives AI agents direct control over a Chrome browser via the Chrome DevTools Protocol (CDP).
13/05/2026
Announcing the General Availability of the Next Generation of Azure Boost
Starting May 7th, 2026, the new Esv7, Dsv7, and Dlsv7 virtual machines are generally available — and underneath them is a fundamentally new generation of Azure Boost.A platform that took over five years to build, with custom ASIC-hardened logic, a new network adapter, redesigned storage offload, and a security architecture that makes Azure Boost a Trusted Execution Environment in its own right.Confidential VMs running on Azure Boost infrastructure are generally available today on Intel platforms, deployed on dedicated clusters.
13/05/2026
Check This Out! (CTO!) Guide (April 2026)
Summary: The article outlines best practices for running diffusion models at scale on Azure Kubernetes Service (AKS).Summary: Azure Web Application Firewall (WAF) now supports Default Rule Set (DRS) 2.2 for Azure Front Door and Application Gateway, offering enhanced security based on OWASP CRS 3.3.4 and Microsoft Threat Intelligence.Summary: Azure Virtual Network Terminal Access Point (VTAP), in public preview as of April 2026, enables agentless, out-of-band copying of full network traffic (including payloads) from designated Azure VMs to traffic analytics tools or collectors, using VXLAN encapsulation.
13/05/2026
Security Update for SQL Server 2025 RTM CU4
The Security Update for SQL Server 2025 RTM CU4 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 2025 RTM CUs, plus it includes the new security fixes detailed in the KB Article.Microsoft Update Catalog: https://www.catalog.update.microsoft.com/Search.aspx?q=5089899
13/05/2026
Security Update for SQL Server 2025 RTM
The Security Update for SQL Server 2025 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 2025 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
13/05/2026
Security Update for SQL Server 2022 RTM CU24
The Security Update for SQL Server 2022 RTM CU24 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.Microsoft Update Catalog: https://www.catalog.update.microsoft.com/Search.aspx?q=5089900
13/05/2026
Security Update for SQL Server 2022 RTM
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
13/05/2026
Security Update for SQL Server 2019 RTM CU32
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
13/05/2026
Security Update for SQL Server 2019 RTM
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.Microsoft Update Catalog: https://www.catalog.update.microsoft.com/Search.aspx?q=5090408
13/05/2026
Security Update for SQL Server 2017 RTM CU31
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
13/05/2026
Security Update for SQL Server 2017 RTM
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.Microsoft Update Catalog: https://www.catalog.update.microsoft.com/Search.aspx?q=5090347
13/05/2026
Security Update for SQL Server 2016 SP3 Azure Connect Feature Pack
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
13/05/2026
Security Update for SQL Server 2016 SP3
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.Microsoft Update Catalog: https://www.catalog.update.microsoft.com/Search.aspx?q=5089271
13/05/2026
Publishing Blocklist Enforcement During Driver Signing
As part of Microsoft's commitment to improving Windows reliability through higher-quality driver content, we are extending the Driver Shiproom Publishing Blocklist to the signing stage of the driver submission process.Files that are already blocked from publishing to Windows Update due to known reliability issues will now also be rejected at the time of signing.If your build pipeline automates driver signing submissions, update your error handling to account for the new rejection reason.
13/05/2026
HLK May Refresh Release for Windows 11, Version 25H2 and Windows Server 2025
Microsoft is pleased to announce that a refreshed Hardware Lab Kit (HLK) for Windows 11, version 25H2 is available starting May 12, 2026.Our new GRFX Adapter Unreleased Features Block Test will prevent graphics drivers from showing full support for unreleased features. Once a feature has been released, we will check that the system passes the corresponding HLK tests associated with the feature and remove it from the unreleased feature list. This HLK supports certifying drivers for Windows 11, version 25H2 and Windows Server 2025.
13/05/2026
Relevance is the new reach: modern leadership communications in Viva Engage
By enabling Leaders, and their Delegates, to define audiences directly at publish time using existing organizational attributes like reporting chain, department, or role, Storyline announcements make it easier to confidently notify the right audience without relying on static distribution lists or organization‑wide alerts. This allows leadership teams to move from volume‑based communication to relevance‑based reach — ensuring that the most important updates are delivered with precision, not noise.Featured conversations and storyline announcements are separate capabilities in Viva Engage, but they reflect the same principle: giving communicators more control over how broadly a message is amplified.Now, the Frequent contributors leaderboard view in network analytics can help communicators understand which leaders’ posts are catching employee attention and compare engagement trends across leaders and top creators.
12/05/2026
Private Networking and Inference in Microsoft Foundry: Architecture Impact on Enterprise AI
This post explains how network isolation changes the behavior of the machine learning system itself, and how to reason about Foundry networking from an ML engineering and enterprise operations standpoint.Instead, connectivity patterns such as ExpressRoute, VPN, and VNet peering determine how applications, users, and on-prem systems reliably reach private Foundry endpoints.Connect with the Community - Share your private networking patterns in the comments below - Join the Microsoft Foundry Tech Community for ongoing discussions
12/05/2026
Build a Hybrid-Memory Autonomous Agent with Modular Architecture and Tool Dispatch Using OpenAI
In this tutorial, we begin by exploring the architecture behind a hybrid-memory autonomous agent.This system combines semantic vector search, keyword-based retrieval, and a modular tool-dispatching loop to create an agent capable of reasoning, remembering, and acting autonomously.We walk through each layer of the design from the ground up, starting with abstract interfaces that […]
12/05/2026
Announcing SQL Server Management Studio 22.6.0
Today we shipped SQL Server Management Studio (SSMS) 22.6.0, and it's a really nice mix of work: continued investment in Database DevOps (preview), a security-related update to how we authenticate against Azure Storage, a handful of quality-of-life improvements in the editor and tools, and a solid roundup of bug fixes (many of which came directly from items filed on the feedback site!).This release also introduces the ability to create a SQL project directly from an existing database.In 22.6, Transact-SQL IntelliSense and Keyboard Query Shortcuts are now available in Unified Settings.
12/05/2026
Build Smarter, Simpler IoT Messaging with Azure Event Grid MQTT Broker
In this post, we focus on four capabilities that make the experience even more powerful and easier to adopt: MQTT Retain support, Shared Subscriptions, HTTP Publish of MQTT messages, and Subscription Identifiers.Azure Event Grid supports publishing MQTT messages over HTTP, which makes it easier for server-side applications to send messages into MQTT-based solutions.Azure Event Grid MQTT Broker enables scalable smart manufacturing with retained state visibility, shared telemetry processing, HTTP-based command control, and intelligent subscription routing.
12/05/2026
Introducing Cloud-Initiated Driver Recovery for Windows Update
As part of Microsoft's ongoing commitment to improving Windows quality and reliability, we are introducing Cloud-Initiated Driver Recovery — a new capability that proactively rolls back problematic drivers delivered through Windows Update.When a driver is identified as having quality issues during our shiproom evaluation process, Microsoft can now initiate a recovery action from the cloud, replacing the problematic driver on affected devices without requiring manual intervention from the user or the hardware partner.Today, when a driver published through Windows Update is identified after distribution to have quality issues, the remediation path relies on the hardware partner to submit an updated driver — or on end users to manually uninstall the problematic driver themselves.
12/05/2026
Updated Graphics Driver Publishing Policy: From 4-Part to 2-Part HWID + CHID Targeting
Today, we are announcing a policy change to how display drivers are published through Windows Update — allowing 2-Part HWID + Computer Hardware ID (CHID) targeting for new devices.Today, display drivers published to Windows Update use 4-Part Hardware IDs for targeting.With this policy change, display drivers for new devices can be published using 2-Part HWIDs combined with Computer Hardware IDs (CHIDs) where appropriate.
12/05/2026
Meet AntAngelMed: A 103B-Parameter Open-Source Medical Language Model Built on a 1/32 Activation-Ratio MoE Architecture
MedAIBase has released AntAngelMed, a 103B-parameter open-source medical language model that uses a 1/32 activation-ratio Mixture-of-Experts (MoE) architecture to activate only 6.1B parameters at inference time, matching the performance of roughly 40B dense models while exceeding 200 tokens per second on H20 hardware.Built on Ling-flash-2.0 and trained through a three-stage pipeline of continual pre-training, supervised fine-tuning, and GRPO-based reinforcement learning, the model ranks first among open-source models on OpenAI's HealthBench and tops both MedAIBench and MedBench leaderboards.The post Meet AntAngelMed: A 103B-Parameter Open-Source Medical Language Model Built on a 1/32 Activation-Ratio MoE Architecture appeared first on MarkTechPost.
12/05/2026
How Sharon Weaver and Christian Buckley Help Future MVPs Find Their Path
For many technologists, the Microsoft MVP Award feels inspiring - but also a little mysterious.MVP Sharon Weaver and MVP Christian Buckley- MVP Sharon Weaver
12/05/2026
Partner Case Study | CTERA
Headquartered in Israel and New York, with global offices worldwide, CTERA Networks Ltd strives to help organizations create a connected fabric of data to unlock its full potential.CTERA powers some of the world’s largest Fortune 500 enterprises and government agencies.CTERA has partnered with Microsoft since the early introduction of Microsoft Azure and today supports more than 60 customers running CTERA on Azure compute and storage infrastructure.
12/05/2026
From Prompt to Production: Open in VS Code for Terraform in Azure Copilot
We’re excited to introduce a new step in the Terraform on Azure experience: Open in VS Code, now available directly from Azure Copilot in the Azure Portal.With Azure Copilot, you can describe your infrastructure in natural language and generate Terraform configurations in seconds.The Open in VS Code experience for Terraform is now public preview in Azure Portal Copilot.
12/05/2026
Pitch Maker Agent: Turn Copilot Chat Signals into Microsoft 365 Copilot Deals
The Pitch Maker Agent (BETA) helps partners convert Partner Center Copilot growth opportunity signals into customer-ready narratives—reducing pitch preparation from days to minutes and improving consistency across stakeholders (replace with your measured baseline).The Agent follows a simple, repeatable flow to generate an executive-ready pitch narrative from Partner Center Copilot growth opportunity signals.The Pitch Maker Agent (BETA) supports a repeatable value motion: identify opportunity, align stakeholders, and move customers from experimentation to governed Microsoft 365 Copilot adoption.
12/05/2026
Get ready for the 2026 Microsoft Partner of the Year Awards: Nominations open June 1
If your organization has delivered transformative solutions on Microsoft platforms over the past year, now’s the time to begin shaping your strongest submission. The nomination window for the 2026 Microsoft Partner of the Year Awards opens June 1, 2026, and closes July 7, 2026.Winners will be announced in November 2026, timed to celebrate with the global partner ecosystem at Microsoft Ignite. Review the 2026 Microsoft Partner of the Year Awards guidelines and resources now to begin shaping your strongest submission ahead of the nomination window opening on June 1.
12/05/2026
No Exchange Server Security Updates for May 2026
We wanted to let the Exchange Server community know that there are no security releases for any version of Exchange Server in May 2026, for customers with Exchange SE, or Exchange 2016 or 2019 ESU.Please keep upgrading your organizations to Exchange SE.The Exchange Team
12/05/2026
4 ways to build a curated Agent Store and scale agent adoption
The agent adoption gap is realThe 2026 Work Trend Index shows 58% of employees are now producing work they couldn’t do a year ago, and AI is increasingly used for analysis, reasoning, and decision-making—not just tasks.Agent Store is a curated hub in Microsoft 365 Copilot where users can discover, install, and use agents directly in the flow of work.
12/05/2026
No Skype for Business Server Security Updates for May 2026
We have therefore decided that until the end of this Skype for Business 2015 and 2019 ESU Period 2 (October 2026) we will make an explicit update related announcement even if we DO NOT release anything for that particular month. There are no security releases for any version of Skype for Business Server in May 2026, for customers with SfB 2015/SfB 2019 ESU, or SfB SE.The Skype for Business Team
12/05/2026
Scaling Seller Impact with ASPX Insights: From Data Access to AI-Driven Execution
ASPX Insights in Partner CenterTo drive consistent, data-led growth across Security and AI Business Solutions, partners should connect to ASPX Insights within Partner Center.The M365 Partner API – AI Business Solutions & Security Insights allows partners to ground an agent in real, actionable data rather than static pipeline assumptions.
12/05/2026
Azure Cache for Redis to Azure Managed Redis: A Practical Guide with AI-Assisted Migration Planning
Today we’re introducing two capabilities for migrating from Azure Cache for Redis (ACR) to Azure Managed Redis (AMR): an AI-assisted planning skill and a native migration workflow in the Azure portal.With a clear migration plan from Phase 1, you are ready to create your Azure Managed Redis target instance.After you confirm the migrated Azure Managed Redis instance is running as expected, update your applications to use the Azure Managed Redis connection string instead of the old Azure Cache for Redis connection string.
12/05/2026
Bringing Transparency to Copilot Edits in Excel
I'm excited to share that changes made with Copilot are now visible within the Show Changes pane, available now in Excel for the web.This feature is currently available to all Excel for Web users.Unclear how the Show Changes pane works in Excel?
12/05/2026
Driving Efficiency in Modern System Engineering with AI Agents
This shift is being accelerated by platforms like Microsoft Foundry, which provide the foundational capabilities needed to build, deploy, and scale AI agents across complex engineering environments.Instead of treating bug analysis, test planning, and validation as disconnected tasks, AI-driven agents act as intelligent assistants embedded directly within engineering processes.To address these challenges in our engineering workflows, we developed and internally deployed a set of AI-driven agents designed specifically for system validation and platform engineering.
12/05/2026
Research Drop: The Human Conditions Behind AI Value at Work
Perceived value, not just adoption rate, is a metric that will determine whether AI investments hold for the long-term.In our April Research Drop, we found a consistent climb in how employees perceive the realized value of AI in their work – a metric we call RIVA (Realized Individual Value of AI).Specifically, we examine how seven employee experience factors relate to RIVA across our three survey snapshots, and how the strength of those relationships has shifted as AI has become more embedded in everyday work.
12/05/2026
Esker and Source Technologies offer transactable partner solutions in Microsoft Marketplace
Microsoft partners like Esker and Source Technologies deliver transact-capable offers, which allow you to purchase directly from Microsoft Marketplace.Esker Customer Service Suite: Esker equips B2B customer service teams with AI-driven automation that improves customer experience across inquiries, orders, and claims while reducing routine manual work.Robotic Payments Automator: Source Technologies’ Robotic Payments Automator (RPA) helps organizations modernize vendor payments in Microsoft Dynamics 365 Business Central, transforming accounts payable from a bottleneck to a profit center.
12/05/2026
LLM Observability Tools for Reliable AI Applications
Large language models (LLMs) now power everything from customer service bots to autonomous coding agents.
12/05/2026
Giving the Copilot SDK Agent a "hardware-level helmet" using Kata microVM on AKS
I was recently building an Agent service with the GitHub Copilot SDK.Sticking with the building analogy — if the problem is a shared roof, the fix is obvious: give every apartment its own roof.Three shell scripts to set up infrastructure, six YAML files to deploy the service.
12/05/2026
Tilde Research Introduces Aurora: A Leverage-Aware Optimizer That Fixes a Hidden Neuron Death Problem in Muon
Researchers at Tilde Research have released Aurora, a new optimizer for training neural networks that addresses a structural flaw in the widely-used Muon optimizer.The flaw quietly kills off a significant fraction of MLP neurons during training and keeps them permanently dead.Aurora comes with a 1.1B parameter pretraining experiment, a new state-of-the-art result on […]
12/05/2026
A Coding Implementation to Portfolio Optimization with skfolio for Building Testing, Tuning, and Comparing Modern Investment Strategies
In this tutorial, we explore skfolio, a scikit-learn compatible portfolio optimization library that helps us build, compare, and evaluate different investment strategies in a structured Python workflow.We start by loading S&P 500 price data, converting it into returns, and creating a time-based train-test split suitable for financial analysis.The post A Coding Implementation to Portfolio Optimization with skfolio for Building Testing, Tuning, and Comparing Modern Investment Strategies appeared first on MarkTechPost.
12/05/2026
Introducing PII Shield: A Privacy Proxy for Every LLM Call
"PII Shield" is an intelligent anonymization layer that sits between your AI application and the LLM.We call it a sandwich pattern because two thin layers of PII Shield wrap around the LLM call: a) the top slice (anonymise) replaces every detected entity with a stable, opaque placeholder before the prompt ever leaves your trust boundary, b) the bottom slice (de-anonymise) puts the original values back when the response returns.The next post will show how to plug PII Shield in as a middleware in Microsoft Agent Framework — automatically anonymising every prompt going out to a model and de-anonymising every response coming back, transparently to the agent author.
12/05/2026
OpenAI Introduces Daybreak: A Cybersecurity Initiative That Puts Codex Security at the Center of Vulnerability Detection and Patch Validation
OpenAI on just launched Daybreak, a cybersecurity initiative that combines the company’s frontier AI models with Codex Security, its coding-focused agentic system, and a broad network of security partners.The program is aimed at developers, enterprise security teams, researchers, and government-linked defenders who need to find, validate, and patch software vulnerabilities earlier in the development […]The post OpenAI Introduces Daybreak: A Cybersecurity Initiative That Puts Codex Security at the Center of Vulnerability Detection and Patch Validation appeared first on MarkTechPost.
12/05/2026
Running Foundry Agent Service on Azure Container Apps
Solution: Building Foundry Agent Service on a resilient agent runtime foundationFoundry Agent Service is Microsoft’s fully managed platform for building, deploying, and scaling AI agents as production services.Azure Container Apps has been pressure‑tested at Microsoft scale, proving to be a powerful, serverless foundation for running AI workloads and aligns naturally with the needs of agent runtime.
12/05/2026
Azure Arc AKS Explained: Run Kubernetes Beyond Azure Cloud
#Install Azure Arc agent on Linux machine.#Deploy Kubernetes cluster on Arc infrastructure.Azure Arc extends Azure management capabilities beyond Azure cloud boundaries, while AKS Arc enables Kubernetes clusters to run consistently across edge, on-premises, and hybrid environments.Tags:
12/05/2026
Strengthening Cybersecurity for Education‑Focused Nonprofits and Education Institutions
Cybersecurity is one of the most urgent priorities facing education‑focused nonprofits and education institutions today.The Microsoft Elevate Education team is bringing you two powerful Signature Series webinars this spring to help education‑focused nonprofits and education institutions strengthen their cybersecurity posture from the inside out.Pick the topic and time that fits your day — or register for both.
12/05/2026
May update: What’s new in Security for partners
Publish a Copilot agent or analytics solution in the Microsoft Security Store: Expand your reach within the Microsoft Security platform and unlock new revenue opportunities by publishing a compliant Copilot agent or analytics solution to the Security Store. This gives identity, data protection, and compliance teams a unified way to discover, evaluate, and deploy partner solutions directly inside the workflows they already use. Learn more about how to structure your offer and prepare to list it today.Microsoft Sentinel adds unified RBAC with row-level access: Microsoft Sentinel now supports unified role-based access control (RBAC) with row-level scoping, bringing centralized permission management and granular data access into the Microsoft Defender portal.Hear directly from Microsoft executives on FY27 priorities, learn how to build your strategy around Frontier Transformation, and gain insight into the market trends and investments shaping FY27 growth. Save the date for MCAPS Start for Partners on July 22, followed by the Security Partner GTM Kickoff on July 28, to align to Microsoft’s security strategy across enterprise, Cloud Solution Provider (CSP), and small and medium business (SMB) segments, and prioritize the right solutions. Walk away with practical guidance, ready-to-use enablement, and the skilling resources needed to build and scale your security practice.
12/05/2026
May update: What’s new for partners in AI Business Solutions
Exciting updates on Microsoft Business Central: Three new updates are live, including a new Forrester Total Economic Impact™ study that projects strong ROI for Microsoft Dynamics 365 Business Central,* a refreshed Business Central Immersion Briefing, and the new Expense Agent for Business Central that simplifies receipt capture, expense categorization, and approvals. View the Business Central Expense Agent demo, explore the pitch deck, and read the IT Pro blog for more info. Microsoft Office LTSC 2021 and Visio LTSC 2021 nearing end of support: Support for Microsoft Office LTSC 2021, Project LTSC 2021, and Visio LTSC 2021 ends on October 13, 2026.Get ready for the Partner of the Year Awards: It's almost that time of year again: the Microsoft Partner of the Year Awards are quickly approaching.
12/05/2026
How to Secure Azure Databricks without Public Exposure using WAF + Private Endpoints
This is where organizations has to design a solution which follows CAF Principles and is fully secured with Azure Application Gateway with Web Application Firewall (WAF) combined with Private Endpoints (Azure Private Link) becomes critical to enforce Zero Trust Architecture.Why Zero Trust for Azure Databricks?Azure Private Link enables organizations to:
11/05/2026
GitHub Copilot Dev Days Online
After a series of in-person events, GitHub Copilot Dev Days is now going online, bringing developers from around the world together to explore modern AI-assisted software development in practice.Through live sessions focused on agentic development, modern workflows, and hands-on learning in VS Code, attendees will learn how to use GitHub Copilot beyond autocomplete and apply it across real development scenarios.A hands-on session for Spanish-speaking developers across Latin America focused on building modern applications with GitHub Copilot, TypeScript, React, and Tailwind.
11/05/2026
Action required: Kerberos RC4 hardening may affect Azure Files Active Directory Domain Services
A Windows security hardening change beginning in April 2026 updates default Kerberos encryption behavior and may impact customers using Azure Files with Active Directory Domain Services (AD DS) authentication over SMB.If you created Azure Files shares prior to 2023, or chose RC4 encryption for your file shares, you will need to reconfigure to use AES-256 to avoid disruption to file share access.Azure Files uses Kerberos authentication for identity-based access when integrated with on-premises Active Directory Domain Services (AD DS).
11/05/2026
Understanding LLM Distillation Techniques
Modern large language models are no longer trained only on raw internet text.Increasingly, companies are using powerful “teacher” models to help train smaller or more efficient “student” models.This process, broadly known as LLM distillation or model-to-model training, has become a key technique for building high-performing models at lower computational cost.
11/05/2026
Azure CLI on macOS: Upcoming Installation Changes
From Homebrew Core to a new installation model for macOSStarting with Azure CLI 2.86.0, we are beginning an important evolution of the macOS experience by introducing new installation options, initially available as Preview:Homebrew Cask is designed to distribute prebuilt, signed software on macOS.
11/05/2026
Announcing the AI Dev Days Hackathon winners
Quipu: AI Early Warning for Peruvian Municipalities (Peru)Quipu helps Peruvian municipalities spot early signals of natural disasters and get alerts out faster.Winning teams represent developers from North America, Latin America, Europe, and Asia‑Pacific, reinforcing the global reach and impact of the AI Dev Days Hackathon and the broader Microsoft developer ecosystem.Winning teams have been awarded cash prizes and exclusive in-person attendee tickets to Microsoft Build 2026 in recognition of their innovation and real-world impact.
11/05/2026
How to Build Technical Analysis and Backtesting Workflow with pandas-ta-classic, Strategy Signals, and Performance Metrics
In this tutorial, we implement how to use pandas-ta-classic to build a complete technical analysis and trading strategy workflow.We start by installing the required libraries, downloading historical OHLCV stock data with yfinance, cleaning the returned data structure, and inspecting the available indicator categories inside the library.We then calculate popular indicators such as SMA, […]
11/05/2026
Securing AI agents at scale: Identity, governance, and zero trust
AI agents are reshaping enterprise operations.They reason over data, call APIs, trigger workflows, and act on behalf of users — often without human intervention.IDC projects 1.3 billion AI agents in production by 2028, and Capgemini research shows four out of five organizations plan to integrate agents within the next three years.
11/05/2026
NEW UPDATES: Administering and Governing Agents whitepaper v3.2
Downloaded more than 65,000 times by IT practitioners worldwide, it has now been updated to Version 3.2.Today you’ll find new and updated guidance that includes security and observability of your agents with Microsoft Agent 365, as well as discoverability of agents with the Microsoft 365 Agent Store.The Administering and Governing Agents whitepaper is designed specifically for IT practitioners and IT decision-makers in SMBs and large enterprises.
11/05/2026
Secure the moments attackers target: onboarding, access requests, and account recovery
Microsoft tracks over 600 million identity attacks every day, with more than 7,000 password attacks blocked per second across Microsoft Entra environments.Microsoft reports that more than 99% of identity attacks still target passwords, often combined with phishing or adversary-in-the-middle techniques designed to bypass traditional authentication controls.Face Check is a privacy‑respecting facial matching capability built into Microsoft Entra Verified ID.
11/05/2026
Make your mark on the Microsoft AI Tour—learn more about sponsorship
A preview of sponsorship opportunities for the 2026–2027 Microsoft AI Tour is now available. This one‑day event series is traveling to 30+ cities in priority markets around the globe. Sponsors can accelerate pipeline through high-impact, in-person experiences that help customers make confident, informed technology solution decisions. Sponsorship packages start at USD5,000.MCAPS Start for Partners, an event taking place on July 22, presents another exciting opportunity for your business. You'll get insights from Microsoft leaders on where we’re investing, our shared priorities, and how to activate AI-led opportunities to drive growth this year.Preview Microsoft AI Tour sponsorship opportunities
11/05/2026
Announcing general availability of confidential computing for Azure Service Bus Premium
Today we are excited to announce the general availability of confidential computing for Azure Service Bus Premium.With this capability, your Service Bus namespace processes messages inside hardware-based trusted execution environments (TEEs), preventing unauthorized access to data while it is being processed.You can enable confidential computing on a new Service Bus Premium namespace from the Azure portal:
11/05/2026
Meta and Stanford Researchers Propose Fast Byte Latent Transformer That Reduces Inference Memory Bandwidth by Over 50% Without Tokenization
Researchers from Meta FAIR and Stanford propose three inference methods for the Byte Latent Transformer that reduce memory-bandwidth cost by over 50% without subword tokenization.The post Meta and Stanford Researchers Propose Fast Byte Latent Transformer That Reduces Inference Memory Bandwidth by Over 50% Without Tokenization appeared first on MarkTechPost.
11/05/2026
Azure Service Bus Premium now offers 99.99% SLA in all Availability Zone regions
Starting May 1, 2026, all Premium namespaces deployed in regions with Availability Zone support will receive a 99.99% uptime SLA.A Premium namespace deployed in an Availability Zone region is automatically replicated across multiple zones, so the messaging service stays available even if a full datacenter goes offline.Any Premium namespace in an Availability Zone region now qualifies for the 99.99% SLA - no configuration changes needed.
11/05/2026
The power behind AI: Your brain
This story shows how a neurodivergent creator used vibe coding to build practical tools and find renewed inspiration.Nency Yera is a Revenue Strategy professional at Microsoft who discovered vibe coding three months ago and hasn’t stopped building since.You need VS Code (a free app), GitHub Copilot (the AI inside it), and five minutes to tell it how you think.
11/05/2026
Configuring firewall and proxies for smooth Windows updates
The key is in the configuration of your network endpoints for firewalls and proxies.This means that you should trust all the DNS hosts and subdomains related to wildcard FQDN for the connection to work properly.If you're a server administrator, you orchestrate which updates are available on the WSUS server for your devices to update.
11/05/2026
Stripe Events + Azure Event Grid: Now Generally Available
With Azure Event Grid as a destination for Stripe events, now Generally Available, teams can route those signals directly into Azure and build scalable, event-driven architectures without managing webhook infrastructure.Azure Event Grid acts as a fully managed event broker, routing those events directly into Azure so teams can build reactive, real-time workflows without managing custom webhook infrastructure.This release marks the General Availability of the Stripe destination for Azure Event Grid, which was first introduced in Public Preview.
11/05/2026
New Copilot entry points, smart suggestions, and keyboard-first design
We’re now offering proactive suggestions right from the Copilot button.The new Copilot button and updated shortcuts are rolling out to Word, Excel, and PowerPoint for Windows and Mac, with web coming soon.The new simplified Alt + C and Cmd + Control + I shortcuts are available today in Outlook and Word for Windows and Mac in English.
11/05/2026
New investments to accelerate your migration to Microsoft 365
This tool is designed to migrate public and private channels from Slack to Teams, where your most critical conversations take place.The Slack to Teams Migration Tool from Microsoft has no licensing cost.Future investments in the Slack to Teams Migration Tool
11/05/2026
Design CI/CD for AI apps and agents selling through Microsoft Marketplace
In the previous post, Design observability for AI apps and agents selling through Microsoft Marketplace, we focused on observability—making AI app and agent behavior visible and explainable.This post is part of a series on building and publishing well-architected AI apps and agents in Microsoft Marketplace. The series focuses on AI apps and agents that are architected, hosted, and operated on Azure, with guidance aligned to building and selling solutions through Microsoft Marketplace.While publishers own CI/CD pipelines, customers play an important role in how AI systems are evaluated and adopted across environments.
11/05/2026
New in Microsoft Marketplace: May 11, 2026
Learn about 69 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs.Firemoon Studio offers developers access to more than 50 advanced models for creating, editing, and transforming images, videos, and audio.Features include a prompt playground, scalable live API, and usage-based billing, enabling flexible, cost-effective integration of AI media generation into applications.
11/05/2026
SAP on Azure Product Announcements Summary – SAP Sapphire 2026
Today at SAP Sapphire, we announced a new wave of innovations deepening the Microsoft–SAP partnership – advancing RISE with SAP on Azure, our SAP S/4HANA integrations, and our shared AI platform.Maersk migrated 500 SAP servers and a petabyte of data to Azure in six months — with near 100% uptime and zero incidents — and is now using Azure OpenAI with SAP to let teams query invoice and shipment data in natural language.The first half of 2026 marks the most significant release cycle for both the SAP Deployment Automation Framework (SDAF) and the SAP Testing Automation Framework (STAF) since their inception.
11/05/2026
Implementing Prompt Compression to Reduce Agentic Loop Costs
Agentic loops in production can be synonymous with high costs, especially when it comes to both LLM and external application usage via APIs, where billing is often closely related to token usage.
11/05/2026
Scaling GitHub Advanced Security in Azure DevOps with a single reusable YAML template
Scaling GitHub Advanced Security in Azure DevOps with a single reusable YAML templateInstead of maintaining multiple pipelines, we built a single reusable Azure DevOps YAML template that dynamically adapts to any repository.Scaling GitHub Advanced Security across Azure DevOps doesn’t require multiple pipelines—it requires the right architecture.
11/05/2026
Sakana AI and NVIDIA Introduce TwELL with CUDA Kernels for 20.5% Inference and 21.9% Training Speedup in LLMs
Sakana AI and NVIDIA Researchers demonstrate that simple L1 regularization can induce over 99% sparsity in feedforward layers with negligible downstream performance impact, and translate that sparsity into real GPU throughput gains using new sparse data formats and fused CUDA kernels.The post Sakana AI and NVIDIA Introduce TwELL with CUDA Kernels for 20.5% Inference and 21.9% Training Speedup in LLMs appeared first on MarkTechPost.
11/05/2026
A Coding Implementation to Build Agent-Native Memory Infrastructure with Memori for Persistent Multi-User and Multi-Session LLM Applications
In this tutorial, we implement how Memori serves as an agent-native memory infrastructure layer for building more persistent, context-aware LLM applications.We start by setting up Memori in a Google Colab environment and connecting it to both synchronous and asynchronous OpenAI clients, so that every model call can automatically pass through the memory layer.The post A Coding Implementation to Build Agent-Native Memory Infrastructure with Memori for Persistent Multi-User and Multi-Session LLM Applications appeared first on MarkTechPost.
11/05/2026
Triggering Azure Functions from Blob Storage Using Event Grid
In this post, I am going to walk through how to implement a direct Event Grid to Azure Function pattern.This is the simplest and lowest-latency option when you want real-time reactions to blob uploads.The direct Event Grid to Azure Function pattern provides a simple and reliable approach for real-time blob processing without additional infrastructure.
11/05/2026
City simulator with AI agents for traffic congestion
The aim of this project was to build something practical and experimental: a high fidelity simulation environment where multi agent AI systems can be tested, broken, and improved without affecting real world traffic.The project brings together a mix of gaming, backend, and AI technologies.Join us on Thursday 21 May at 12pm UK time for a live session in the Microsoft Foundry Discord Community where we will explore how a student built a full 20 intersection AI powered traffic simulation using Azure AI Foundry, GPT-4o and the Microsoft Agent Framework. This is a great opportunity for student developers who want to go beyond theory and see how modern AI tools can be combined to build real, end to end systems.
11/05/2026
From Test Cases to Trusted Automation: Scaling Enterprise Quality with GitHub Copilot
Enterprise QA teams today are automation‑led by default.GitHub Copilot proved most effective when used as a support system for automation teams, not a replacement for expertise.Microsoft Learn – References on Automation & Quality EngineeringThe following Microsoft Learn resources provide authoritative guidance on automation‑led quality engineering, test strategy, and building trust at enterprise scale.
11/05/2026
Understanding the deployment quota limitation (800) Error in Azure Bicep and ARM Deployments
Understanding deployment quota limitation (800) Error in Azure Deployments (Bicep/ARM)When working with Infrastructure as Code (IaC) using Azure Bicep or ARM templates, deployment failures are a common part of day-to-day operations—especially in large-scale enterprise environments.One such frequently encountered but often misunderstood issue is the quota limitation (800) error, which typically occurs during repeated or automated deployments.
11/05/2026
Configure DNS forwarding for Azure NetApp Files
Azure NetApp Files (ANF) has a hard dependency on DNS for all volume types that integrate with Active Directory (AD): SMB, dual-protocol (SMB + NFS), and NFSv4.1 with Kerberos.When ANF is deployed in a spoke VNET connected to an Azure Virtual WAN hub, a routing requirement applies that directly causes Kerberos and LDAP failures — which appear to be DNS or AD failures — when not addressed.When the reverse DNS ruleset is absent from the external private DNS forwarder, the failure does not surface as a DNS error in the ANF portal.
11/05/2026
Best Vector Databases in 2026: Pricing, Scale Limits, and Architecture Tradeoffs Across Nine Leading Systems
Vector databases are now core retrieval infrastructure for RAG and agentic AI.This guide compares nine production options on architecture, pricing, and scale.The post Best Vector Databases in 2026: Pricing, Scale Limits, and Architecture Tradeoffs Across Nine Leading Systems appeared first on MarkTechPost.
10/05/2026
OpenClaw vs Hermes Agent: Why Nous Research’s Self-Improving Agent Now Leads OpenRouter’s Global Rankings
Hermes Agent, the open-source self-improving AI agent from Nous Research, has overtaken OpenClaw to claim the #1 position on OpenRouter's global daily token rankings as of May 10, 2026 — generating 224 billion daily tokens versus OpenClaw's 186 billion.The milestone places a Nous Research project ahead of an OpenAI-sponsored platform in real-world daily inference volume, just three months after launch.The post OpenClaw vs Hermes Agent: Why Nous Research’s Self-Improving Agent Now Leads OpenRouter’s Global Rankings appeared first on MarkTechPost.
10/05/2026
Speaker Guide: How to Apply to Speak at Ananse Tech Community
Step 3: Submit your session ideaMake sure your session includes:A clear titleA short summary of what attendees will learnWho the session is for (beginner, intermediate, advanced)💡 Strong proposals clearly align with the audience and deliver tangible value.Step 4: Wait for reviewThe Ananse Tech Community team reviews submissionsSelected speakers will be contacted for scheduling✅ We aim to match topics with upcoming sessions and community needsWhat happens after you’re selectedIf your session is approved:You’ll receive confirmation and scheduling detailsWe’ll provide guidance for:Session formatEvent logistics (Teams session)Your session will be promoted across:Microsoft Tech CommunityLinkedInOther Ananse platformsHow sessions are deliveredSessions are typically delivered virtually via Microsoft TeamsA Teams link will be provided for speakers and attendeesSessions may include:PresentationDemoQ&AWhy speak at Ananse Tech Community?Share your knowledge with a global, growing audienceBuild your personal brand in the Microsoft ecosystemGain speaking experience (great for new speakers)Contribute to a Ghana-led global tech community💡 Community speaking is also a great way to grow your network and speaking profile.
10/05/2026
How to Register for & Join Events
How event registration worksMost Ananse Tech Community events are shared through the Microsoft Tech Community platform.In addition, we provide a Microsoft Teams link so you can join the session directly.Step 1: Open the eventGo to the Ananse Tech Community page on Microsoft Tech CommunityClick on the event you want to attendStep 2: Mark your interest or attendanceClick Interested or Attending✅ This helps you:Keep track of the eventStay aware of updates or changesStep 3: Get the Teams link (Most important step)Inside the event details, you will see:The Microsoft Teams meeting link👉 Click this link at the time of the event to join the sessionStep 4: (Optional but recommended) Add to your calendarSome events may include:A calendar file, orInstructions to manually add the event✅ This ensures you don't forgetStep 5: Join the sessionAt the event time:Click the Teams linkJoin from:Your browser, orMicrosoft Teams appPro Tip (use this in your messaging)If you:Join the community ANDMark events as Interested/AttendingYou'll have:A central place to track eventsEasy access to join linksBetter visibility into upcoming sessions
10/05/2026
Ananse Tech Community - How to Join & Stay Updated
What is this community?Ananse Tech Community is an official Microsoft Tech Community User Group. 👏😁By joining, you’ll be able to follow our posts, see upcoming events, and stay informed about Microsoft‑focused learning sessions and career conversations.Step 5: Stay connectedAs a member, you can:See upcoming community eventsRead announcements and postsJoin discussions when availableKeep up even if you miss social media posts
10/05/2026
How to Build a Cost-Aware LLM Routing System with NadirClaw Using Local Prompt Classification and Gemini Model Switching
In this tutorial, we explore NadirClaw as an intelligent routing layer that classifies prompts into simple and complex tiers before sending them to the most suitable model.We start by installing the required packages, setting up an optional Gemini API key, and testing the local classifier through the NadirClaw CLI without making any live LLM […]The post How to Build a Cost-Aware LLM Routing System with NadirClaw Using Local Prompt Classification and Gemini Model Switching appeared first on MarkTechPost.
10/05/2026
NVIDIA AI Just Released cuda-oxide: An Experimental Rust-to-CUDA Compiler Backend that Compiles SIMT GPU Kernels Directly to PTX
NVlabs releases cuda-oxide v0.1.0, a custom rustc codegen backend that compiles #[kernel]-annotated Rust functions to PTX through a Rust → Stable MIR → Pliron IR → LLVM IR → PTX pipeline, with single-source host+device compilation from one cargo oxide build command.The post NVIDIA AI Just Released cuda-oxide: An Experimental Rust-to-CUDA Compiler Backend that Compiles SIMT GPU Kernels Directly to PTX appeared first on MarkTechPost.
10/05/2026
A Coding Implementation to Recover Hidden Malware IOCs with FLARE-FLOSS Beyond Classic Strings Analysis
In this tutorial, we explore how FLARE-FLOSS helps us recover hidden and obfuscated strings from a Windows PE file.We begin by setting up FLOSS and the MinGW-w64 cross-compiler.We synthesize a small malware-like executable that hides strings using multiple techniques, including static strings, stack-built strings, tight strings, and XOR-decoded strings.
10/05/2026
NVIDIA AI Releases Star Elastic: One Checkpoint that Contains 30B, 23B, and 12B Reasoning Models with Zero-Shot Slicing
NVIDIA researchers have introduced Star Elastic, a post-training method that embeds multiple nested reasoning models — at 30B, 23B, and 12B parameter scales — inside a single checkpoint, eliminating the need for separate training runs or stored model weights per variant.Built on the Nemotron Elastic framework and applied to Nemotron Nano v3, the method trains all three variants in a single 160B-token run, achieving a 360× token reduction compared to pretraining each model from scratch.Beyond training efficiency, Star Elastic introduces elastic budget control — a novel inference scheme that uses a smaller submodel for the thinking phase and the full model for the final answer — delivering up to 16% higher accuracy and 1.9× lower latency compared to standard budget control, while nested FP8 and NVFP4 checkpoints bring the full model family within reach of RTX-class GPUs.
09/05/2026
9 Best AI Tools for Spec-Driven Development in 2026: Kiro, BMAD, GSD, and More Compare
As AI coding agents grow more powerful, the engineering community has quietly split into two camps: developers who prompt iteratively and hope for the best, and developers who write structured specifications first and let agents execute against them.The second group is shipping faster, with fewer regressions, and with code that survives review.This guide covers the 9 AI tools driving that shift in 2026 — from AWS Kiro's EARS-structured spec IDE to GitHub Spec Kit's 93K-star open-source workflow, to lean execution frameworks like GSD that have crossed 61K stars in under five months.
09/05/2026
CHERIoT-Ibex: Closing the door on memory safety vulnerabilities with hardware-enforced protection
Memory safety vulnerabilities—largely arising from widely used programming languages such as C and C++—remain a leading cause of exploitable software defects across systems, from embedded devices to cloud-scale infrastructure.CHERIoT-Ibex is the first open-source production-quality implementation of the CHERIoT instruction set architecture and among the first cores certified by the CHERI Alliance (CHERI Alliance – CHERIoT). CHERIoT is an extension of the CHERI (Capability Hardware Enhanced RISC Instructions) instruction set, with a focus on embedded and Internet of Things (IoT) applications. Ibex is an open‑source 32‑bit RISC‑V core developed by LowRISC. CHERIoT‑Ibex builds on Ibex by including CHERIoT capability extensions to provide hardware‑enforced memory safety and fine‑grained compartmentalization. It is the result of a close partnership between Microsoft Research and Azure Hardware Systems & Infrastructure, combining advanced research innovation with industry-leading silicon IP development expertise. In 2023, Microsoft open-sourced the CHERIoT Platform to bring hardware-enforced memory safety to embedded systems, including an instruction set architecture, toolchain, real-time operating system, and the RTL implementation of the CHERIoT-Ibex core. The CHERI Alliance certification recognizes its ability to provide spatial and temporal memory safety, fine-grained compartmentalization, and compatibility with the broader CHERI ecosystem. Critically, CHERIoT-Ibex achieves these security guarantees with power and area efficiency comparable to low-cost microcontrollers, demonstrating that security doesn’t have to come at a premium.
09/05/2026
Meet GitHub Spec-Kit: An Open Source Toolkit for Spec-Driven Development with AI Coding Agents
If you have spent time using AI coding agents — GitHub Copilot, Claude Code, Gemini CLI — you have probably run into this situation: you describe what you want, the agent generates a block of code that looks correct, compiles, and then subtly misses the actual intent.This “vibe-coding” approach can work for quick prototypes […]The post Meet GitHub Spec-Kit: An Open Source Toolkit for Spec-Driven Development with AI Coding Agents appeared first on MarkTechPost.
09/05/2026
Known issue: Upgrading Microsoft Tunnel version 20260129.1
We identified an upgrade issue with the early March release of Microsoft Tunnel version 20260129.1 that caused servers to become stuck and unable to complete the upgrade.Alternatively, we’ve created a script to help you update affected servers.This blog explains how to use the mstunnel-patch-2602 script to remediate the issue.
08/05/2026
OpenAI Adds Chrome Extension to Codex, Letting Its AI Agent Access LinkedIn, Salesforce, Gmail, and Internal Tools via Signed-In Sessions
OpenAI has shipped a Chrome extension for Codex, its AI coding agent, enabling it to complete browser-based tasks directly inside Google Chrome on macOS and Windows — including interacting with signed-in websites, using Chrome DevTools, and running multi-step workflows across browser tabs.The post OpenAI Adds Chrome Extension to Codex, Letting Its AI Agent Access LinkedIn, Salesforce, Gmail, and Internal Tools via Signed-In Sessions appeared first on MarkTechPost.
08/05/2026
What's New in Microsoft Entra: May 2026
No new agent installation is required, the client uses Microsoft Defender for Endpoint to route traffic through Global Secure Access for Microsoft 365, Microsoft Entra Internet Access, and Microsoft Entra Private Access.Secure branch office Microsoft Entra Internet Access with Global Secure Access remote network connectivity - Global Secure Access remote network connectivity enables secure access to full internet, including Microsoft 365, from branch offices and remote sites using Internet Protocol Security (IPsec) tunnels, without requiring Global Secure Access on end‑user devices.In April 2026, Microsoft transitions from Microsoft Entra Connect Sync to the cloud‑native Microsoft Entra Cloud Sync to simplify hybrid identity management and strengthen Zero Trust security.
08/05/2026
How to Build a Single-Cell RNA-seq Analysis Pipeline with Scanpy for PBMC Clustering, Annotation, and Trajectory Discovery
In this tutorial, we perform an advanced single-cell RNA-seq analysis workflow using Scanpy on the PBMC-3k benchmark dataset.We start by loading the dataset, inspecting its structure, and applying quality control checks to evaluate gene counts, total counts, mitochondrial content, and ribosomal gene signals.We then filter low-quality cells and genes, detect potential doublets with […]
08/05/2026
Help Shape the Future of Microsoft Teams for Small and Medium Businesses
Microsoft is inviting Small and Medium Business (SMB) customers and partners to join our Customer Advisory Board (CAB) and Partner Advisory Council (PAC) for Microsoft Teams SMB.These groups give you a simple, low-effort way to share real-world feedback with the product team — and help guide the Teams roadmap for SMBs.If you'd like to be considered for the Microsoft Teams SMB Customer Advisory Board or Partner Advisory Council, simply fill out this short interest form: 👉 Express your interest to join the Teams SMB Advisory Board
08/05/2026
Inspektor Gadget Completes Its First Independent Security Audit
That's what's recently happened with Inspektor Gadget, the open source eBPF tool for Kubernetes observability and Linux host inspection.Inspektor Gadget completed its first independent security audit, and the results tell a good story about the maturity of this CNCF project.Inspektor Gadget is a framework and toolkit that uses eBPF technology to collect and inspect data on Kubernetes clusters and Linux hosts.
08/05/2026
Retirement of Direct Exchange ActiveSync Certificate-Based Authentication by End of 2026
We are announcing the deprecation of Exchange ActiveSync (EAS) certificate-based authentication (CBA) directly to Exchange Online.By the end of 2026, Microsoft will no longer support direct CBA connections from EAS mobile email clients to Exchange Online.After that date, any EAS clients using CBA will need to authenticate via Microsoft Entra ID rather than sending client certificates directly to Exchange Online.
08/05/2026
Safely Migrating Terraform Managed Disks on Azure Using Stable Keys and Copilot
Many Terraform modules flatten VM and disk definitions into a list and use the list index as the for_each key:Automating the Migration with GitHub Copilot Skills:To remove risk and human error, the team created a reusable Copilot skill for managed disk key migration.
08/05/2026
Course Retirement Announcement: AI-3022
Please note that it may take some time for newly announced courses to appear on the page.AI-3022: Implement knowledge mining with Azure AI SearchAI-3022 is being retired to reflect the evolution of Azure AI, as the focus shifts toward generative AI, multimodal experiences, and more integrated application patterns that better represent how solutions are built today.
08/05/2026
The End is Nigh for DES and an Update for hunting down RC4
Hello again all, Chris Cartwright here from the Directory Services support team. We released the plan to remove DES as an encryption type for Kerberos completely. We also released identification scripts to assist with this at microsoft/Kerberos-Crypto: Tools and information regarding Windows Kerberos cryptography.Microsoft Windows Server Blog and then the first patching efforts in support of RC4 deprecation in How to manage Kerberos KDC usage of RC4 for service account ticket issuance changes related to CVE-2026-20833 - Microsoft Support. I wanted to provide a brief update for XML filtering that was illustrated in the previous blog post, So, you think you’re ready for enforcing AES for Kerberos?.
08/05/2026
Title Plan Update - May 8, 2026
📁May 8, 2026 - Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan.
08/05/2026
Secure Medallion Architecture Pattern on Azure Databricks (Part II)
In this blog, I'll demonstrate how to use GitHub Copilot to do spec-driven development.For this blog, I'll use the content from my previous article Secure Medallion Architecture Pattern on Azure Databricks (Part I) as a technical specification to extract implementation details and generate two outputs:Next, we need to create the Python code that the main orchestrator SKILL.md will invoke to read the blog file.
08/05/2026
From Observability to Action: Building an AI-Powered AIOps Agent for Customer-Specific Operations
In this example, I use Premium SSD v2 performance tuning to show how a customer can begin with one measurable operational signal, apply clear policy, use AI to generate an explainable recommendation, request human approval, and then perform controlled execution using Azure-native automation.For larger estates, consider the Azure Monitor Metrics Batch API.Microsoft Teams supports actions that post an adaptive card and wait for a response, allowing a workflow to pause until a user responds.
08/05/2026
General Availability of Mailbox Import and Export Microsoft Graph APIs
As a part of our continuing march to Exchange Web Service (EWS) deprecation in Exchange Online (see Exchange Online EWS, Your Time is Almost Up |Microsoft Community Hub) - the Microsoft Graph Team announced another milestone in enabling developers to efficiently manage, migrate, and integrate mailbox data in Exchange Online through Microsoft Graph:Announcing general availability of the mailbox import and export Microsoft Graph APIs - Microsoft 365 Developer Blog
08/05/2026
Why External Participants Can—or Can’t—Join a Microsoft Teams Meeting
The invited person might join as a guest, external/trusted user, or anonymous participant depending on whether they sign in, which account they use, whether their organization has mutual external access configured.The organizer can fine tune control for specific meetings using Teams meeting options. Most external join failures are the result of how identity type, tenant policy, and meeting options intersect.
08/05/2026
Implementing Permission-Gated Tool Calling in Python Agents
AI agents have evolved beyond passive chatbots.
08/05/2026
Anthropic Introduces Natural Language Autoencoders That Convert Claude’s Internal Activations Directly into Human-Readable Text Explanations
When you type a message to Claude, something invisible happens in the middle.The words you send get converted into long lists of numbers called activations that the model uses to process context and generate a response.These activations are, in effect, where the model’s “thinking” lives.
08/05/2026
Announcing Microsoft Host Integration Server 2028: Modern connectivity for IBM Mainframes Midranges
Microsoft Host Integration Server 2028 (HIS 2028) is the next release of Host Integration Server and the successor to Host Integration Server 2020.It helps enterprise IT teams and developers integrate existing IBM host systems, programs, messages, and data with modern Windows, Linux, and Azure applications—while improving security posture, developer productivity, and platform alignment for the years ahead.HIS 2028 focuses on three themes: (1) platform modernization to align with current Microsoft engineering systems and developer workflows, (2) new and extended connectivity surfaces—especially via modern APIs, and (3) product cleanup to remove older dependencies and unsupported technologies.
08/05/2026
OpenAI Releases Three Realtime Audio Models: GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper in the Realtime API
Three purpose-built audio models expand what developers can build with live voice: reasoning agents, speech translation across 70+ languages, and streaming transcription.The post OpenAI Releases Three Realtime Audio Models: GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper in the Realtime API appeared first on MarkTechPost.
08/05/2026
From Test Cases to Trust: Elevating Enterprise Quality with GitHub Copilot
But QA engineers who use AI effectively will redefine quality.Quality engineering is no longer just about finding defects—it’s about enabling confidence in delivery.Tools like GitHub Copilot, when used responsibly, can become catalysts in that transformation.
08/05/2026
Partner Blog | Unlock the cloud benefits in your partner benefits package with a streamlined activation experience
Microsoft is continuing to modernize how you activate and manage these benefits in Partner Center, with a more secure, guided redemption experience aligned to your offer anniversary date and the billing account used for purchase.Seat-based cloud benefits move to a guided, keyless $0 checkoutIn the modernized flow, redemption starts in Partner Center and finishes with an integrated $0 checkout in the Microsoft 365 admin center.
08/05/2026
Build a CloakBrowser Automation Workflow with Stealth Chromium, Persistent Profiles, and Browser Signal Inspection
In this tutorial, we explore CloakBrowser, a Python-friendly browser automation tool that uses Playwright-style APIs within a stealth Chromium environment.We begin by setting up CloakBrowser, preparing the required browser binary, and resolving the common Colab asyncio loop issue by running the sync browser workflow in a separate worker thread.The post Build a CloakBrowser Automation Workflow with Stealth Chromium, Persistent Profiles, and Browser Signal Inspection appeared first on MarkTechPost.
08/05/2026
LightSeek Foundation Releases TokenSpeed, an Open-Source LLM Inference Engine Targeting TensorRT-LLM-Level Performance for Agentic Workloads
As agentic coding systems such as Claude Code, Codex, and Cursor scale from developer tools to infrastructure powering software development at large, the underlying inference engines serving those requests are under increasing strain.The LightSeek Foundation researchers have released TokenSpeed, an […]The post LightSeek Foundation Releases TokenSpeed, an Open-Source LLM Inference Engine Targeting TensorRT-LLM-Level Performance for Agentic Workloads appeared first on MarkTechPost.
07/05/2026
Public Preview: Migrate your regional virtual machines to availability zones
This new capability enables you to move your existing regional (nonzonal) VMs and VMSS Flex deployments into specific availability zones while preserving the VM names, data disks, and other stateful properties.We're excited to announce the public preview of regional to zonal migration for Azure Virtual Machines and for VMs in Virtual Machine Scale Sets with Flexible orchestration.For VMs running in a Flexible scale set, you first update the scale set model to include the target zones, then migrate each VM in place.
07/05/2026
Security Dashboard for AI: 3 Ways CISOs Drive Impact Today
As a result, the gap between AI adoption and AI governance is widening, and CISOs face growing challenges to maintain visibility, control, and compliance across an increasingly complex ecosystem.Scale without visibility: Over 75% of enterprises surveyed by PWC report they are already adopting AI agents.To address these growing challenges, we are excited to provide CISOs with the Security Dashboard for AI, which recently became generally available. This unified dashboard aggregates posture and real-time risk signals from Microsoft Defender, Entra, and Purview into one unified, executive-level view of AI posture, risk, and inventory across agents, apps, and platforms.
07/05/2026
Firm AI for professional services: governed, agentic workflows built on Microsoft Azure
In this installment of our Partner Spotlight series, we’re highlighting partners building industry-focused AI solutions and bringing them to customers through Microsoft Marketplace.I connected with Richard Baskerville from Intapp to learn how the company is delivering Firm AI—governed, agentic capabilities designed specifically for professional and financial services firms—while aligning with Microsoft Azure for security, scale, and enterprise procurement.[RB] Intapp serves professional and financial services firms exclusively.
07/05/2026
Autoruns, ProcDump, ZoomIt, DebugView, NotMyFault, ProcExp, Procmon, and Linux tools
This update to NotMyFault, a tool that can crash, hang, and cause kernel memory leaks on the Windows system, adds a new type of crash for Level-0 Hyper-V virtualized machines, and adds a SecureKernel crash.This update to Process Monitor, a utility for observing real-time file system, Registry, and process or thread activity, adds Ctrl + PgUp/PgDn for longer scrolling (10 page) in the main list view, shows milliseconds for the times in the Process Tree dialog, and fixes a series of API mismatches.Sysinternals EBPF, Sysmon for Linux, Procmon for Linux, ProcDump for Linux, jcd (on Linux), have been updated with support for RHEL10, Debian 13, and Fedora 43.
07/05/2026
Available today: GPT-5.5 Instant in Microsoft 365 Copilot
Building on GPT-5.3 Instant, GPT-5.5 Instant improves the quality of everyday work tasks designed to deliver more accurate and concise responses, with improved performance on image analysis and STEM-related tasks.Microsoft 365 Copilot licensed users will receive priority access to GPT-5.5 Instant, while users without a Microsoft 365 Copilot license will have standard access.GPT-5.5 Instant begins rolling out today to Copilot Chat experiences for quick responses, available to Microsoft 365 Copilot users with priority access and to Copilot Chat users with standard access.
07/05/2026
Introducing the Azure Resource Manager MCP Server!
We're super excited to announce the public preview of the Azure Resource Manager MCP Server!This is a remote MCP server that provides tools to give AI agents first-class access to Azure infrastructure operations through Azure Resource Manager (ARM).AI agents can now be equipped with tools to generate, validate, execute Azure Resource Graph (ARG) queries and tools to deploy and manage ARM template deployments.
07/05/2026
A New Chapter for Realtime AI: Reasoning, Translation, and Real-Time Transcription
Today, OpenAI’s GPT-realtime-translate, GPT‑realtime‑2 and, GPT-realtime-whisper are rolling out into Microsoft Foundry starting today — together representing a significant step forward for the realtime model lineup available to developers on the platform.GPT-realtime-translate and GPT-realtime-whisper together extend the realtime stack for live multilingual audio workflows.GPT-realtime-translate, GPT-realtime-whisper, and GPT‑realtime‑2 are rolling out into Microsoft Foundry today.
07/05/2026
Plan a fun Family Wellness Month with Copilot
May is Family Wellness Month, and with the help of Copilot, you can turn your family’s wellness goals into tailored plans and activities in seconds.Plan a device-free family weekIntroduce mindfulness for the whole family
07/05/2026
Update Your Exchange SE Hybrid On-premises Rich Coexistence to Graph
Stage 2: deprecation of EWS calls and switch to REST-based Microsoft Graph API calls for Exchange hybrid.Because of this, all customers who require rich coexistence (even those who already finalized Stage 1) will need to install an Exchange Subscription Edition (SE) update on premises and switch the dedicated Exchange hybrid app permissions to a more granular Graph API permission model.Step 1 – install the May 2026 Hotfix Update for Exchange SE (or newer) on your on-premises Exchange SE servers:
07/05/2026
Released: May 2026 Exchange Server Hotfix Update
Microsoft has released Hotfix Update (HU) for:Updating your Exchange rich hybrid coexistence to Graph API callsMay 2026 hotfix update contains functionality that will allow you to start switching your Exchange Server hybrid rich coexistence from using Exchange Web Services (EWS) to REST-based Microsoft Graph API calls.
07/05/2026
Passkeys aren’t the finish line: Eliminating fallbacks and fixing recovery
According to the Microsoft Digital Defense Report, AI-driven phishing campaigns are achieving click-through rates as high as 54%.Over the past year, synced passkeys have become the default sign-in method for hundreds of millions of Microsoft account users — across every major operating system, device type, and browser.⚠️ Deprecation notice: Security questions for password reset in Microsoft Entra ID will be deprecated starting March 2027.
07/05/2026
Announcing WDK with Visual Studio 2026
The WDK now fully supports Visual Studio 2026 for building, testing, and packaging Windows drivers.Visual Studio Build Tools now fully integrates with WDK and Windows SDK MSIs for production use.Visual Studio Build Tools can be used alongside installed Windows SDK and Windows Driver Kit MSIs.
07/05/2026
Announcing General Availability of Azure Dl/D/Esv7-series VMs based on Intel® Xeon® 6 processors
We’re excited to announce the general availability of the latest Azure Dlsv7, Dsv7, and Esv7 General Purpose and Memory Optimized Virtual Machines (VMs) powered by the latest Intel® Xeon® 6 processor.These new VM families are designed to help customers run business-critical, performance-sensitive workloads at scale by delivering up to 20% better general compute performance, larger VM sizes and memory capacities, and significant improvements in networking and storage performance compared to previous generation v6 VMs.Dsv7 VMs deliver up to 25% better performance for compute-bound workloads such as video transcoding, compression/decompression, and cryptography, up to 30% better performance for database workloads, and up to 25% better performance for AI pre-processing workloads, compared to Dsv6 VMs.
07/05/2026
Building Secure AI Platforms in Banking Using Azure Enterprise Architecture
Unlike public AI applications, banking systems must ensure:A production AI request flow:Common failure points in enterprise AI systems:
07/05/2026
New Microsoft Certified: Cybersecurity Business Professional Certification
Built for business professionals, the new Exam SC‑730 (beta) validates how you protect data, reduce risk, and respond to incidents.The Microsoft Certified: Cybersecurity Business Professional Certification helps you validate your ability to recognize common threats, apply everyday security best practices, protect sensitive data, and respond appropriately to incidents to help protect your organization.To earn this new Certification, you need to pass Exam SC-730: Cybersecurity Business Professional, currently in beta.
07/05/2026
You don't want to miss POSETTE: An Event for Postgres 2026 (T-6 weeks)
PostgreSQL has quietly become one of the most important pieces of modern application infrastructure — and in 2026, that momentum is just impossible to ignore.It has evolved into a versatile, extensible platform that sits at the center of how modern systems are built.POSETTE 2026 brings together PostgreSQL contributors, extension authors, cloud engineers, platform teams, and practitioners from across the ecosystem.
07/05/2026
Automatic Teams meeting recording: why the policy alone is not enough
It gives the organizer access to the meeting option "Record and transcribe automatically".There are personal meeting templates users create themselves and Teams Administrators can Create a custom meeting template in Microsoft Teams. Personal templates are created from the "Save as template" button on the meeting options page.
07/05/2026
Design observability for AI apps and agents selling through Microsoft Marketplace
In the last post, API resilience and reliability patterns for AI apps and agents, we focused on what happens when AI systems encounter failure—and how resilient execution paths keep that failure contained.This post is part of a series on building and publishing well-architected AI apps and agents in Microsoft Marketplace. The series focuses on AI apps and agents that are architected, hosted, and operated on Azure, with guidance aligned to building and selling solutions through Microsoft Marketplace.See curated, step-by-step guidance to help you build, publish, or sell your app or agent (no matter where you start) in App Advisor
07/05/2026
How to get heard by Microsoft and win more together
At Ultimate Partner LIVE Bellevue, May 11-13, some of the sharpest practitioners in the Microsoft ecosystem are coming together to share what works.Cyril Belikoff helped architect the unified Microsoft Marketplace and launched the resale enabled offer, which lets channel partners bundle software development company solutions and transact against Azure commit.Cyril joins Vince Menzione and Jon Yoo, CEO of Suger, on Day 1 to cover where the AI-driven marketplace motion is heading and what partners need to do now to capture their share of the revenue flowing through it.
07/05/2026
New in Microsoft Marketplace: May 7, 2026
Learn about 133 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs.AI Assistant: Abe is an AI assistant for Microsoft Teams that creates message-linked reminders, converts time zones, and supports natural-language queries via Microsoft 365 Copilot.Ideal for performance scorecards, financial dashboards, and sales reports, it features customizable typography, variance display, and interactive sparkline with tooltips and cross-filtering, enhancing data insights without extra charts.
07/05/2026
Bringing all your Integration workloads to Logic Apps Standard
In our December 2025 announcement, we outlined a long-term direction for enterprise integration: Azure Logic Apps is the successor to BizTalk Server.Today we’re announcing the Logic Apps Migration Agent—an open-source Microsoft project that delivers an AI-assisted, end-to-end modernization experience with a structured, stage-gated workflow.Customizable for your source platform and standards: Extend the agent with product-specific discovery and conversion steps, tailor mappings and transformation rules, and align outputs with your target Logic Apps patterns and engineering conventions.
07/05/2026
End-to-end workload observability with Query Store for primary and replicas
And when performance issues hit, the hardest part is often simple: where did the queries actually run?With the latest query store capabilities in Azure Database for PostgreSQL flexible server, you can now capture workload executed not just on the primary, but also on read replicas—including cascading read replicas—and export the captured runtime stats, wait stats, and query text into Azure Monitor Logs (Log Analytics workspace / LAWS).This post walks through a reproducible demo that provisions a primary server, a read replica, and a cascading read replica, then runs a TPC-H–based workload across all three to generate query store data you can analyze locally and in Log Analytics.If you don't know how to start issuing queries in a Log Analytics workspace, refer to Get started with log queries in Azure Monitor Logs.
07/05/2026
AgentCon Around the World: How MVPs Brought AI Agents to Life
Over the past months, AgentCon has taken shape as a series of grassroots events organized by Microsoft MVPs across the globe—and events are still being added to the calendar. Throughout 2026, AgentCon events are bringing together thousands of developers across multiple cities worldwide, offering community‑led, free learning experiences focused on AI agents and real‑world applications.Share your experience in the comments, or tell us your MVP story. If you’re passionate about technology, community, and knowledge sharing, this might be your moment to take the next step: Nominate or become a Microsoft MVP.
07/05/2026
Meta AI Releases NeuralBench: A Unified Open-Source Framework to Benchmark NeuroAI Models Across 36 EEG Tasks and 94 Datasets
Meta AI team has released NeuralBench, a unified open-source framework for benchmarking NeuroAI models, alongside NeuralBench-EEG v1.0 — the largest open EEG benchmark to date, covering 36 tasks, 94 datasets, and 14 deep learning architectures evaluated under a single standardized interface across 9,478 subjects and 13,603 hours of brain recordings.The post Meta AI Releases NeuralBench: A Unified Open-Source Framework to Benchmark NeuroAI Models Across 36 EEG Tasks and 94 Datasets appeared first on MarkTechPost.
07/05/2026
POSETTE 2026: The PostgreSQL Event You Don’t Want to Miss (T-6 weeks)
PostgreSQL has quietly become one of the most important pieces of modern application infrastructure — and in 2026, that momentum is just impossible to ignore.It has evolved into a versatile, extensible platform that sits at the center of how modern systems are built.POSETTE 2026 brings together PostgreSQL contributors, extension authors, cloud engineers, platform teams, and practitioners from across the ecosystem.
07/05/2026
OpenAI Introduces MRC (Multipath Reliable Connection): A New Open Networking Protocol for Large-Scale AI Supercomputer Training Clusters
MRC (Multipath Reliable Connection) is a new open networking protocol developed by OpenAI in partnership with AMD, Broadcom, Intel, Microsoft, and NVIDIA that improves GPU networking performance and resilience in large-scale AI training clusters by spreading packets across hundreds of paths simultaneously, recovering from network failures in microseconds, and enabling supercomputers with over 100,000 GPUs to be built using only two tiers of Ethernet switches.The post OpenAI Introduces MRC (Multipath Reliable Connection): A New Open Networking Protocol for Large-Scale AI Supercomputer Training Clusters appeared first on MarkTechPost.
07/05/2026
Elisa – Vuoden kumppani / Cloud & AI Platform Transformation
Microsoft Azure on keskeinen osa tätä kokonaisuutta. Elisa toteutti vuoden aikana merkittäviä Azure-hankkeita muun muassa Aktian, Digital Workforcen, Suomen Punaisen Ristin Veripalvelun, Sympan ja Terveystalon kanssa. Vuoden 2025 Azure-kumppanuuspalkinto vahvistaa Elisan asemaa luotettavana Microsoft-kumppanina, joka auttaa asiakkaitaan tekemään pilvestä ja tekoälystä hallittua kilpailuetua.
07/05/2026
Building a Scalable Contract Data Extraction Pipeline with Microsoft Foundry and Python
An Azure Function with a Blob trigger enables automatic processing when a file is uploaded.The prebuilt layout model helps extract tables, text, and structure from documents.Microsoft Learnmicrosoft/content-processing-solution-accelerator: Programmatically extract data and apply schemas to unstructured documents across text-based and multi-modal content using Azure AI Foundry, Azure OpenAI, Azure AI Content Understanding, and Cosmos DB.
07/05/2026
Zyphra Releases ZAYA1-8B: A Reasoning MoE Trained on AMD Hardware That Punches Far Above Its Weight Class
Zyphra releases ZAYA1-8B, a reasoning Mixture of Experts model with only 760M active parameters that outperforms open-weight models many times its size on math and coding benchmarks — closing in on DeepSeek-V3.2 and surpassing Claude 4.5 Sonnet on HMMT'25 with its novel Markovian RSA test-time compute method.Trained end-to-end on AMD Instinct MI300 hardware and released under Apache 2.0, it sets a new standard for intelligence density in the small language model weight class.The post Zyphra Releases ZAYA1-8B: A Reasoning MoE Trained on AMD Hardware That Punches Far Above Its Weight Class appeared first on MarkTechPost.
07/05/2026
Governing Agent Sprawl: A Multi‑Region AI Agent Landing Zone on Azure (Reference Architecture)
It describes a multi‑region AI agent landing zone on Azure that treats agents as first‑class, governable workloads—provisioned automatically, constrained by policy, and observable from day one.The AI gateway in Azure API Management provides a policy‑enforcement and observability layer in front of AI models, agents, and tools.Azure AI Foundry Control Plane provides a unified management surface for AI agents, models, and tools across projects and subscriptions.
07/05/2026
How Validation‑Driven Terraform Made Our Azure Function Deployments Predictable
When Terraform deploys Azure Functions, the most expensive failures are rarely “syntax” problems.In one of our Azure Function platforms, repeated deployment failures were not caused by bugs in application code or gaps in Terraform itself—they were caused by discovering platform constraints too late.By introducing a validation‑driven approach—combining Terraform input validations, targeted preconditions, and lightweight Azure DevOps pre‑flight checks—we moved failure discovery to the right place: pull requests and plan stages.
07/05/2026
Cutover Strategy for Azure PaaS Services: A Step-by-Step Guide to Near Zero-Downtime Migrations
Recommendation: Use Phased Parallel Cutover for enterprise PaaS migrations involving messaging, databases, and multi-team ownership.What cutover challenges have you encountered in your Azure migrations?Have you used a relay pattern for messaging, or found a different approach that worked? Share your experiences in the comments below — your insights help the community learn faster.
07/05/2026
Planning for Communities in Teams: What Admins and Communicators Should Do Next
Communities are becoming a more visible part of Teams, making now the right time for admins and communicators to align on readiness, governance, and content.You’ll also learn the key decisions admins and corporate communications teams should make to ensure Communities add clarity, not noise as adoption increases.Reset All Company for the Teams experience
06/05/2026
A Groq-Powered Agentic Research Assistant with LangGraph, Tool Calling, Sub-Agents, and Agentic Memory: Lets Built It
In this tutorial, we build a Groq-powered agentic research workflow that runs directly using Groq’s free OpenAI-compatible inference endpointThe post A Groq-Powered Agentic Research Assistant with LangGraph, Tool Calling, Sub-Agents, and Agentic Memory: Lets Built It appeared first on MarkTechPost.
06/05/2026
CopilotKit Introduces Enterprise Intelligence Platform That Gives Agentic Applications Persistent Memory Across Sessions and Devices
CopilotKit Intelligence adds a managed persistence layer on top of the open-source CopilotKit stack, giving agents the ability to retain context, state, and interaction history without custom storage infrastructureThe post CopilotKit Introduces Enterprise Intelligence Platform That Gives Agentic Applications Persistent Memory Across Sessions and Devices appeared first on MarkTechPost.
06/05/2026
Multitude builds resilient banking platform with PostgreSQL and MySQL on Azure
At Multitude, we operate across 17 countries and deliver digital banking, credit services, payment processing, and regulatory reporting through a platform composed of more than 400 microservices.Each bounded context represents a logical business domain and encapsulates the services and schemas required to support that capability.By combining zone-redundant availability, structured recovery workflows, governed retention policies, and standardized lifecycle management, we operate a database layer engineered for resilience, auditability, and regulatory alignment at scale.
06/05/2026
Distributing model weights to your AI cluster: a faster pre-flight on AKS and Slurm
Microsoft's published scalability target for a standard storage account is 200 Gbps egress (region-dependent).Slurm makes this easy because the whole pipeline runs inside one sbatch allocation: nodes don't move between stages, per-node /mnt/nvme persists, and srun is a stage sequencer for free.The cleanest answer, by a wide margin, is to not separate them in the first place: run both phases inside one MPIJob, with one merged worker image that contains both azcp-cluster and your training stack.
06/05/2026
Meet the Judges of the 2026 Imagine Cup World Championship
Today, she is building two AI-native ventures: the Institute for Applied AI and AIVERGENT.The Imagine Cup World Championship is a chance to see the next generation of founders in action.Watch the livestream on June 2 at Microsoft Build 9:45 AM PTD to see which startup is named the 2026 Imagine Cup World Champion.
06/05/2026
Azure SQL BACPAC Export Failure with CDC & db_cdcreader (SQL71501)
Exporting an Azure SQL Database to a BACPAC using SqlPackage / SSMS may fail when Change Data Capture (CDC) is enabled and database users (or Entra groups) are assigned to CDC-related roles such as db_cdcreader.Azure SQL Database with CDC enabledExport fails during schema validation phase
06/05/2026
Now in Foundry: IBM Granite 4.1, NVIDIA Nemotron Nano Omni, and Qwen3.6-35B-A3B
This week Microsoft Foundry adds two major model families alongside a reasoning powerhouse that spans the full spectrum from specialized speech and vision to general-purpose coding and long-context analysis. IBM's Granite 4.1 is a famiily of 10: six LLMs across 3B, 8B, and 30B sizes in both full-precision and FP8 variants, plus a safety model, a vision-language model for document extraction, and a multilingual speech recognition model.Using the Qwen3.6-35B-A3B endpoint deployed in Microsoft Foundry, enable thinking preservation for multi-turn sessions.
06/05/2026
Resilient by Design: Azure Databricks Disaster Recovery Strategy
To help organizations operationalize this approach today, we have defined a structured strategy for synchronizing Unity Catalog objects and associated data across regions, enabling a resilient-by-design Azure Databricks architecture.In October 2025, Databricks announced a Managed Disaster Recovery solution, developed in collaboration with Capital One, which includes managed replication, customer-specified failover, and read-only secondary capabilities. The approach outlined in this post serves as a complementary, customer-managed pattern, providing a practical and production-ready path for organizations to achieve robust disaster recovery and business continuity while Databricks continues to expand its native DR capabilities.The framework outlined below provides a practical and strategic approach to operationalizing disaster recovery in Azure Databricks environments, bridging the gap between architectural intent and true operational readiness.
06/05/2026
From Chaos to Clarity: Your Databricks Workspace on a Single Pane of Glass
As Azure Databricks workspaces evolve, complexity creeps in unnoticed. Every Azure Databricks conversation with customers eventually lands on the same question: “What do we actually have in this workspace?”In most enterprises, each business or data science team operates its own workspace, while the central platform or operations team has little to no visibility into what’s being created or why.The utility works in two phases: Discovery and Analysis.
06/05/2026
Advancing print readiness across the Windows on Arm ecosystem
Momentum across the Windows on Arm ecosystem continues to build as more commercial and retail customers adopt Arm-based Windows devices for everyday work.The HP Print Support Application, previously known as the HP Universal Print Application, enhances the printing experience for HP devices configured with the Microsoft IPP Class Driver.Ricoh Print Support Application enables advanced, printer‑specific functionality for Ricoh devices on modern Windows systems by restoring vendor features on top of Microsoft’s driverless IPP printing model.
06/05/2026
First Fridays: Signal to Strategy, AI‑Powered Measurement for Modern Communicators
Join us Friday, June 5th at 10 am PT, as we share how AI and Copilot are changing the way communicators approach measurement and analytics at Microsoft. Amy Morris and Luke Sinclair of the Microsoft Global Employee & Executive Communications (GEEC) team will walk through a practical, communicator‑led approach to capturing signals across channels, identifying themes over time, and turning insight into action. How communicators can use AI and Copilot to synthesize signals across multiple sources and see patterns that were previously hard to spot This session is for communicators, analytics partners, and anyone responsible for understanding sentiment, impact, and outcomes in an increasingly complex measurement environment. Register now at aka.ms/FirstFridaysJune!
06/05/2026
New Microsoft Certified: Dynamics 365 Sales AI Consultant Associate Certification
Show you’re ready to design agent-enabled sales solutions with the new Exam AB-210 (beta). The new Microsoft Certified: Dynamics 365 Sales AI Consultant Associate Certification is built for today’s sellers who want to operate at the intersection of sales and AI.To earn the certification, you’ll need to pass Exam AB-210: Accelerating Sales Pipelines with AI in Dynamics 365, currently in beta.
06/05/2026
Introducing cert-manager for Azure Arc-enabled Kubernetes: now in Public Preview
Today we’re releasing a public preview of cert-manager for Azure Arc-enabled Kubernetes.It’s an Arc extension that automates TLS certificate and trust bundle management for edge Kubernetes clusters.Microsoft cert-manager for Azure Arc-enabled Kubernetes gives customers a supported way to use cert-manager, with Microsoft handling packaging, delivery, and ongoing maintenance so teams can adopt the capability without taking on the full operational burden of managing the OSS component themselves.
06/05/2026
Introducing Learning Activities: AI-powered practice for educators and students
With Learning Activities, educators can paste in lesson content and generate a shareable practice activity in under three minutes.The AI does the heavy lifting: creating flashcards, fill-in-the-blank exercises, matching games, and quizzes from whatever content you bring.Learning Activities is a web-based tool powered by Microsoft AI.
06/05/2026
Building resilient networks for AI supercomputers
In this post, we share what’s unique about networking at extreme GPU scale and the system-level design choices required to enable large synchronous training jobs to run reliably, even during network failures.We are also publishing, in partnership with others, the open-source Multipath Reliable Connection (MRC) specification and software interfaces, and open-sourcing the associated libraries.To complement MRC, we implemented a two-tier, multiplane network topology in Fairwater using high-radix switches.
06/05/2026
Google AI Releases Multi-Token Prediction (MTP) Drafters for Gemma 4: Delivering Up to 3x Faster Inference Without Quality Loss
Google Introduces MTP Drafters for Gemma 4 Family Using Speculative Decoding to Achieve Up to 3x SpeedupThe post Google AI Releases Multi-Token Prediction (MTP) Drafters for Gemma 4: Delivering Up to 3x Faster Inference Without Quality Loss appeared first on MarkTechPost.
06/05/2026
When Claude Hallucinates in Court: The Latham & Watkins Incident and What It Means for Attorney Liability
There is a particular kind of irony that the legal profession rarely gets to witness in such pristine form.In May 2025, Latham & Watkins a firm that routinely bills over $2,000 an hour for its partners and counts Anthropic among its clients filed a court declaration in Concord Music Group v.Anthropic that contained […]
06/05/2026
How to Build a Fully Interactive Multi-Page NiceGUI Application with Real-Time Dashboard, CRUD Operations, File Upload, and Async Chat
In this tutorial, we build a fully interactive, multi-page web application using NiceGUI.We start by setting up the environment and designing a reusable layout that includes navigation, theming, and dark mode support.As we move forward, we implement a live dashboard with real-time metrics and charts, demonstrating reactive bindings and timed updates.
06/05/2026
Turning GitHub Copilot into a “Best Practices Coach” with Copilot Spaces + a Markdown Knowledge Base
Copilot Spaces solve the context problem by allowing you to attach a curated set of sources (files, folders, repos, PRs/issues, uploads, free text) plus explicit instructions—so Copilot answers in the context of your team’s rules and artifacts.Spaces can be shared with your team and stay updated as the underlying GitHub content changes—so your “best practices coach” stays evergreen.To standardize repeatable workflows like code review, test scaffolding, or endpoint scaffolding, create prompt files (slash commands) as .prompt.md files—commonly in .github/prompts/.
06/05/2026
🚀 Modernizing Azure Landing Zone Deployments: From Terraform Scripts to GHCP-Driven Engineering
Most Azure Landing Zone (ALZ) deployments we see today still follow the same pattern they did a few years ago.Rewriting GitHub Actions pipelinesThis is exactly where GitHub Copilot (GHCP) changes the game.
06/05/2026
Operationalizing Responsible AI in Microsoft Foundry within Enterprise Network Boundaries
Deploy Azure Microsoft Foundry in a VNet-integrated landing zoneSet up Azure Microsoft Foundry as the core AI platform layer.Operationalizing Responsible AI in Microsoft Azure goes beyond defining policies—it demands tight alignment across AI services, infrastructure, networking, and governance controls.
06/05/2026
Inworld AI Launches Realtime TTS-2: A Closed-Loop Voice Model That Adapts to How You Actually Talk
The Inworld AI's new model conditions on full audio context, not just transcripts — a meaningful architectural shift for voice-first AI agents The post Inworld AI Launches Realtime TTS-2: A Closed-Loop Voice Model That Adapts to How You Actually Talk appeared first on MarkTechPost.
06/05/2026
Bringing Hybrid, Agent-based AI to Higher Education
As interest grows in agent‑based AI, institutions are increasingly exploring conversational interfaces as an entry point to digital services.The evolution of the delivery of student services in higher education.A growing pattern in agent‑based AI delivery is the use of hybrid architectures that blend local execution on modern AI-enabled PCs powered by small language models (SLMs), with cloud‑based AI services built on large language models.
05/05/2026
Use Azure Container Registry as an Upstream Source for Artifact Cache
ACR’s artifact cache feature has helped teams reduce upstream dependency on public registries like Docker Hub, GitHub Container Registry, and Microsoft Artifact Registry by serving cached copies of publicly available images from a local ACR instance.A step-by-step walkthrough using the Azure CLI to set up an ACR-to-ACR cache rule with a user-assigned managed identity.The new --identity (-i) parameter on az acr cache create accepts the resource ID (ARM ID) of the user-assigned managed identity you want the cache rule to use.
05/05/2026
Calling APIs using private Certificate Authorities from Logic Apps
They were trying to make what looked like a simple HTTP request to a Jira API but were getting back an SSL error.The root of the error was that the customer was securing the API endpoint with a certificate generated from a private Certificate Authority in their environment.Because this certificate was not signed by VeriSign, GoDaddy or other public certificate authority, and the Logic App HTTP Connector was failing as it did not trust the issuer.The fix for this is simple as it turns out but required a bit of reading the manual.
05/05/2026
Optimizing Azure spend with Microsoft Marketplace
The session explored how organizations can leverage Marketplace as a strategic procurement engine and maximize their cloud investments.A major focus of our session was the Microsoft Azure Consumption Commitment (MACC).This agreement allows organizations to commit to a certain level of Azure consumption in exchange for discounted rates.
05/05/2026
Public Preview: Migrate Availability Sets to Virtual Machine Scale Sets
We're excited to announce the public preview of availability set to Virtual Machine Scale Set migration for Azure Virtual Machines.This new capability enables you to move your existing VMs from availability sets to Virtual Machine Scale Sets with Flexible orchestration—unlocking higher availability, autoscaling, and zone-level resiliency without recreating your workloads from scratch.Why migrate from availability sets to Virtual Machine Scale Sets?
05/05/2026
Logic Apps, Windows auth, the On-Premises Data Gateway and you
However, this customer had a need to connect to an on-premises SQL instance via the on-premises data gateway (OPDG).We got the gateway registered in Azure and were ready to test it out.The customer is using Logic Apps and the SQL Connector to connect back to their on-premises SQL instance.To configure the on-premises data gateway account for delegation, do the following:
05/05/2026
Better together with Azure WAF + Microsoft Defender for Storage + Defender for Azure SQL Databases
Azure Web Application Firewall (WAF) serves as a critical control at the application edge, inspecting inbound HTTP/S traffic and blocking common web-based exploits before they reach backend services.While WAF focuses on securing the application boundary, Defender for Cloud extends protection into the resource layer by providing Cloud-Native Application Protection Platform (CNAPP) capabilities, including security posture management and workload protection.The Azure Networking Security blog post “Zero Trust with Azure Firewall, Azure DDoS Protection, and Azure WAF: A practical approach” highlights WAF’s role in inspecting inbound HTTP/S traffic, detecting malicious request patterns (such as OWASP Top 10 vulnerabilities), and reducing direct exposure of backend endpoints by enforcing a controlled application entry point.
05/05/2026
Closing the ‘Expressivity Gap’: How Mistral’s Voxtral TTS is Redefining Multilingual Voice Cloning with a Hybrid Autoregressive and Flow-Matching Architecture
Voice AI has a dirty secret.The speaker sounds like themselves for two seconds, then drifts into generic synthetic territory.The post Closing the ‘Expressivity Gap’: How Mistral’s Voxtral TTS is Redefining Multilingual Voice Cloning with a Hybrid Autoregressive and Flow-Matching Architecture appeared first on MarkTechPost.
05/05/2026
Foundry IQ and the partner opportunity: Turning domain knowledge into AI advantage
As organizations deploy agents at scale, a hard truth is emerging: an agent is only as valuable as the knowledge behind it.Foundry IQ is a knowledge layer within Microsoft AI Foundry that connects curated, structured knowledge sources to the agents customers build and deploy.Model Context Protocol (MCP) – Open standard for connecting AI agents to knowledge and tools
05/05/2026
Windows news you can use: April 2026
This month, the Windows Accessibility team delivered its first interactive deep dive on the Tech Community featuring demos of the latest improvements in Narrator and live Q&A. Watch it on demand to help ensure your organization is taking advantage of the latest Windows 11 accessibility features.We also continue to host Ask Microsoft Anything (AMA) here on the Tech Community to help you plan for older Secure Boot certificates starting to expire in June.[W365] – A new Windows 365 monitoring and reporting platform, now in public preview, consolidates Cloud PC health, performance, and configuration data into integrated dashboards in Intune.
05/05/2026
Build a Modular Skill-Based Agent System for LLMs with Dynamic Tool Routing in Python
In this tutorial, we build a complete skill-based agent system for large language models and explore how modular capabilities can be structured like an operating system for AI agents.We define reusable skills, attach metadata and schemas to them, register them in a central registry, and enable dynamic orchestration through tool calling and multi-step reasoning.The post Build a Modular Skill-Based Agent System for LLMs with Dynamic Tool Routing in Python appeared first on MarkTechPost.
05/05/2026
What partners need to know before Microsoft’s new fiscal year
At Ultimate Partner LIVE Bellevue, May 11–13, a lineup of senior Microsoft executives will take the mainstage to share what is shifting, what it means for your business, and how the most aligned partners are responding. Here is who to know.In his fireside with Vince Menzione, he will share what the most successful partners are doing differently as AI moves from a conversation to a core business motion.Her session covers FY27 channel priorities: where Microsoft is investing, what the most successful CSP and indirect partners are doing right now with AI and Copilot, and why the partners who have moved to an outcomes-based model are already seeing compounding growth.
05/05/2026
Introducing OpenAI's newest chat model in Microsoft Foundry
OpenAI's GPT-5.5 Instant (or Chat-latest in the API) begins rolling out in Microsoft Foundry today as GPT-chat-latest.Built on GPT-5.4 and GPT-5.3-chat, the new model delivers measurable gains in factual accuracy, tool calling, and response efficiency.According to OpenAI, the new model produces 52.5% fewer hallucinations and reduces hallucinated claims by 37.3% on conversations previously flagged for factual errors when compared to GPT-5.3-chat.
05/05/2026
Planned Maintenance May 31, 2026: Updates to Viva Glint SFTP Connectivity
To support ongoing security and infrastructure improvements, Viva Glint will perform planned maintenance on May 31, 2026 starting at 1:00am Pacific time (PDT).The maintenance window is expected to last approximately 3–4 hours, during which time customers may experience limited access to both Viva Glint surveys and the platform.We recognize that maintenance windows can cause disruption and appreciate your understanding as we continue to improve the reliability, security, and performance of Viva Glint.
05/05/2026
Partner Case Study | Copeland
One of those platforms is Connect+, which Copeland uses to monitor and control refrigeration controllers in grocery and large-format retail environments where uptime directly affects food safety and operations.When Copeland became a standalone company following a divestiture from Emerson Electric, the team faced a hard deadline.The company used the transition to modernize Connect+ and establish an operating model built for scale, security, and reliability with Azure.
05/05/2026
Read-only analytics access and custom metrics now available in Microsoft Copilot Studio
Turning Copilot Studio analytics into clear business insightThe Analytics Viewer role in Copilot StudioThe Analytics Viewer role provides view-only access to an agent’s Analytics page, without permission to edit, configure, publish, or share the agent.
05/05/2026
When PostgreSQL v17 Chooses the Wrong Plan: A Deep Dive into CTEs with Data Skew
However, when queries combine highly skewed data distributions with runtime randomness (for example, ORDER BY random() LIMIT 1), this increased planner confidence can sometimes lead to execution plans that are correct in theory but catastrophic for specific runtime values.The failure occurs because the PostgreSQL 17 planner estimates a large matching result set based on the cardinality of values produced by the audit_purchases CTE, and consequently chooses a plan optimized for that estimated volume rather than for the single runtime-selected account.Disabling hash joins at the session level forces PostgreSQL 17 to revert to a nested loop plan using index scans.
05/05/2026
New Microsoft Certified: Azure AI Cloud Developer Associate Certification
Show your readiness to design and run AI solutions on Azure, with new Exam AI-200 (beta).To support this shift, we’re introducing the new Microsoft Certified: Azure AI Cloud Developer Associate Certification to help you validate your knowledge of building, integrating, and monitoring AI solutions on Azure by using containerized compute, vector-enabled databases, event-driven AI pipelines, serverless functions, secret management, and distributed observability.To earn this new Microsoft Certification, you need to pass Exam AI-200: Developing AI Cloud Solutions on Azure, currently in beta.
05/05/2026
Extending Sentinel Data Integration: Azure Blob Storage Support for CCF Connectors
Microsoft Sentinel continues to expand its ecosystem through the Codeless Connector Framework (CCF), enabling ISVs to build and deliver integrations with Sentinel faster while simplifying deployment for customers.With this latest enhancement, ISVs can now build connectors that read data from Azure Blob Storage—unlocking new flexibility in how security data is collected and delivered.This approach introduces a durable data layer between the data source and Sentinel, enabling more resilient and scalable ingestion scenarios.
05/05/2026
Watch Part 2 of our video series: Navigate a busy workday with Copilot
We’re passionate about helping people learn how to use Copilot to make work easier, get more productive, and stay on top of everyday tasks, which is the inspiration behind our video series.The videos we have created for Part 2 demonstrate how the Microsoft 365 Copilot app can help you get through your workday.Catch up on meetings with video highlights
05/05/2026
The Advantages of Premium Cases in Purview eDiscovery
For example, up to 50,000 cases and 5 TB per search in E5 (versus 10,000 cases and 2 TB in E3).Each legal hold in E5 can encompass up to 2,000 mailboxes and 2,000 sites in one policy.Reconstructs conversations in a threaded view for Microsoft Teams chats and email chains.
05/05/2026
My MVP Story: Four Years In, Two Years with Security Copilot, and a Lot of Learning
Sentinel launches in 2019, on April 1, 2024, Security Copilot launches.This April, I’m celebrating four years as a Microsoft MVP (Security) and two years of Security Copilot.I’m also celebrating a milestone I’m still processing: being the only woman in the world with the Security Copilot designation in Security Copilot’s second year.
05/05/2026
Coachello, Techlatest, and SilverLining.Cloud deliver transactable offers in Microsoft Marketplace
AI Avatar Roleplays: Coachello’s AI Avatar Roleplays lets employees practice high-stakes workplace conversations with lifelike AI avatars in Microsoft Teams, guided by Microsoft 365 Copilot.DeepSeek and Llama Powered All-in-One LLM Suite: Techlatest provides a DeepSeek-powered and Llama-powered all-in-one large language model (LLM) suite on a Microsoft Azure virtual machine.The serverless design scales on demand to shorten up to 100 URLs per second, and customers pay only for API calls while clicks and traffic remain included at no extra cost.
05/05/2026
Implementing Statistical Guardrails for Non-Deterministic Agents
Non-deterministic agents are those where the same input can lead to distinct outputs across multiple runs.
05/05/2026
From Manual Backfills to Autonomous Pipelines: Building an LLM-Powered Backfill Agent on Azure
In this post, I describe how to build a backfill agent using Azure AI Foundry, Model Context Protocol (MCP), Azure Functions, Synapse, and ADX.In this demo, Logic Apps, Synapse, and Kusto are treated as existing systems; the focus is how to expose controlled MCP tools from an Azure Function App and connect them to Azure AI Foundry agent.Connect the MCP server to Azure AI Foundry
05/05/2026
Federated Copilot connectors - bringing real-time enterprise data within Microsoft 365 Copilot
Extending that vision, we are announcing general availability of federated Copilot connectors1, a new class of Copilot connectors that bring real-time data to Copilot via Model Context Protocol (MCP).The first wave of Microsoft-built federated Copilot connectors includes partners like Canva, HubSpot, Intercom, Linear, LSEG (London Stock Exchange Group), Moody’s, Notion and more.Built on the emerging industry standard Model Context Protocol (MCP), federated connectors bring third-party data into Microsoft 365 Copilot live at query time, enabling users to reason over real-time information without leaving their workflow.
05/05/2026
(Co)work in Progress
Give Microsoft 365 Copilot Cowork your team's playbook.Plugins bring your organization's skills and knowledge into one workflow so Cowork can help teams work the way they already do. Try Copilot Cowork in Frontier * Partner integrations for LSEG (London Stock Exchange Group), Miro, monday.com, and S&P Global Energy are available in the coming weeks
05/05/2026
Deploying Azure Resources with Managed HSM Keys Using Bicep
Managed HSM is different from regular Key Vault:Since Managed HSM uses RBAC, assign roles like:Resource identity must have access to HSM key
05/05/2026
Why Gradient Descent Zigzags and How Momentum Fixes It
How momentum optimizes gradient descent by dampening oscillations and accelerating convergence on complex The post Why Gradient Descent Zigzags and How Momentum Fixes It appeared first on MarkTechPost.
05/05/2026
Google Adds Event-Driven Webhooks to the Gemini API, Eliminating the Need for Polling in Long-Running AI Jobs
A push-based notification system for Batch API, Deep Research, and video generation tasks arrives with built-in security, retry guarantees, and two configuration modes.The post Google Adds Event-Driven Webhooks to the Gemini API, Eliminating the Need for Polling in Long-Running AI Jobs appeared first on MarkTechPost.
05/05/2026
Moving Beyond Prompts: A Practical Introduction to Spec-Driven Development
But for anything involving multiple inputs, constraints, or edge cases, the process can become unpredictable.Tools like GitHub Copilot, Azure AI Studio, and AI-assisted workflows in Visual Studio Code tend to be more effective when given clear, structured inputs.Amplifier - Modular AI Agent Framework - Amplifier
05/05/2026
Building an AI Agent for Azure Infrastructure Validation
Infrastructure consistency is critical in large-scale Azure environments, especially in migration programs and DevOps-driven deployments.While Infrastructure as Code (IaC) using Terraform improves reproducibility, it does not fully eliminate:To address this, we propose building an AI-powered Infrastructure Validation Agent that continuously validates and reconciles:
05/05/2026
A Coding Guide to Survey Bias Correction Using Facebook Research Balance with IPW CBPS Ranking and Post Stratification Methods
In this tutorial, we walk through a complete, end-to-end workflow for correcting bias in survey data using the balance library.We simulate a realistic population, deliberately introduce sampling bias, and then apply multiple re-weighting techniques to recover unbiased estimates.We focus on four widely used methods: Inverse Probability Weighting (IPW), Covariate Balancing Propensity Scores (CBPS), […]
05/05/2026
Building Multi-File Refactoring Agents with GitHub Copilot Workspace
While tools such as GitHub Copilot have significantly improved developer productivity at the function and file level, modern applications demand capabilities that operate across the entire repository.With GitHub Copilot Workspace, developers can now move from incremental edits to intent-driven, multi-file transformations powered by AI.The role of Copilot Workspace in modern development workflows
05/05/2026
Build and Deploy Logic App Workflows Using Visual Studio Code and CI/CD Pipeline
Download and install the following Visual Studio Code dependencies for your specific operating system using either method:Starting with version 2.81.5, the Azure Logic Apps (Standard) extension for Visual Studio Code includes a dependency installer that automatically installs all the required dependencies in a new binary folder and leaves any existing dependencies unchanged. Provides a local data store and emulator to use with Visual Studio Code so that you can work on your logic app project and run your workflows in your local development environment.
05/05/2026
Zyphra Introduces Tensor and Sequence Parallelism (TSP): A Hardware-Aware Training and Inference Strategy That Delivers 2.6x Throughput Over Matched TP+SP Baselines
Zyphra Introduces Tensor and Sequence Parallelism (TSP): A Folded Parallelism Strategy That Reduces Both Parameter and Activation Memory Across the Same GPU AxisThe post Zyphra Introduces Tensor and Sequence Parallelism (TSP): A Hardware-Aware Training and Inference Strategy That Delivers 2.6x Throughput Over Matched TP+SP Baselines appeared first on MarkTechPost.
04/05/2026
Build a secure identity foundation: 5 webinars to strengthen access management with Microsoft Entra
To avoid gaps in protection, organizations need to fully deploy and scale core identity protections–from phishing-resistant authentication to Conditional Access policies to risk remediation and resiliency–across cloud and hybrid deployments. That’s why we’re launching the Secure identity foundation with Microsoft Entra series: a five-part webinar lineup focused on implementing these core identity capabilities across Microsoft Entra. Think of this series as a gui...
04/05/2026
How to Build an End-to-End Production Grade Machine Learning Pipeline with ZenML, Including Custom Materializers, Metadata Tracking, and Hyperparameter Optimization
In this tutorial, we walk through an end-to-end implementation of an advanced machine learning pipeline using ZenML. We begin by setting up the environment and initializing a ZenML project, then define a custom materializer that enables seamless serialization and metadata extraction for a domain-specific dataset object. As we progress, we build a modular pipeline that […] The post
04/05/2026
Architecture to Resilience: A Decision Guide
Start with the framework, accelerate with the tool Watch the video walkthrough The Application Resilience Framework originated from a practical gap we saw in resilience reviews: teams had architecture diagrams, monitoring data, incident history, and runbooks, but no consistent way to connect them into a measurable resilience model. The framework is intended to close that gap by tu...
04/05/2026
Amazon Security Lake Integration with Microsoft Sentinel: Parquet at the Gates
A story of cost, control, and custom engineering at cloud scale Every organization strives to design its security architecture in a way that can be designed to help address architectural complexity and support cost‑aware, scalable designs, depending on workload characteristics and implementation choices. Across multiple customer environments, we increasingly see a consistent pattern emerge—sec...
04/05/2026
Extended service terms enforcement is now in effect
As of May 4, 2026, we've aligned renewal and end-of-term options to create a more consistent and predictable experience. Customers and partners now have clear choices at expiration: renew to a new term, cancel at end of term, or temporarily extend service through a paid extended service term (EST).
04/05/2026
SonarPilot - Bulk Managing SonarQube Issues
Stop Managing SonarQube Issues One by One, Introducing SonarPilot Introduction If you've worked on a large projects, you know the feeling. You open your SonarQube dashboard, and you're staring at 30,000+ open issues spread across many rules. You need to triage them before the next sprint. You need to assign a category of issues to the right developer. You need to mark 4000 findings as false positives. And the only tool you have is, the SonarQube w...
04/05/2026
Top Search and Fetch APIs for Building AI Agents in 2026: Tools, Tradeoffs, and Free Tiers
Discover the top search and fetch APIs for AI agents in 2026. Compare tools like TinyFish, Tavily, and Firecrawl based on latency, token efficiency, and free tiers to optimize your agent's web retrieval. The post Top Search and Fetch APIs for Building AI Agents in 2026: Tools, Tradeoffs, and Free Tiers appeared first on
04/05/2026
Hands-on webinar: Study and Learn agent in M365 Copilot
Join us on Wednesday, May 13th @ 8am Pacific Time for an in-depth professional development webinar on the new Study & Learn agent in Microsoft 365 Copilot, which is about to become available for all students 13+ and educators. This will be a 60-minute hands-on webinar where the Product Management team will walk through the Study & Learn agent, which is purpose-built for learning. The experience goes beyond just answering questions and instead guiding students through ...
04/05/2026
Introducing selective response actions for high-value assets in Microsoft Defender
Deploying Microsoft Defender on high-value assets (HVAs) such as domain controllers, ADFS servers, and other Tier-0 systems, requires a thoughtful approach to balance strong protection with operational stability. Given the powerful response capabilities available, organizations often seek greater control over how these actions are applied in sensitive environments. Many organizations, especially those with strict privileged access management policies, also prefer to limit cloud-initiated admi...
04/05/2026
Microsoft Defender for Cloud Customer Newsletter
What's new in Defender for Cloud? Container runtime anti-malware detection and blocking and DNS Detection for Kubernetes is now GA in Defender for Containers for AKS, EKS, and GKE. Learn more about these announcements here and
04/05/2026
Collecting Microsoft 365 Copilot Data with Microsoft Purview eDiscovery
Copilot Data Collection Reference Table Data Type
04/05/2026
Modernizing Azure Virtual Desktop with Nerdio and Azure Files
Coauthored with Nerdio Organizations adopting Azure Virtual Desktop (AVD) typically begin with small pilot deployments that perform well under limited load. As these environments scale to hundreds or thousands of users, a consistent set of challenges emerges. At the center of that shift is the user profile laye...
04/05/2026
Windows 365 and Azure Virtual Desktop: Expanding access
The way people work continues to evolve—and so do the ways organizations use Windows delivered from the cloud. From small businesses without dedicated IT teams, to enterprises modernizing existing virtualization deployments, to shift workers who need flexibility without a dedicated device, the range of scenarios continues to grow. Today’s updates build on that momentum—expanding how Windows 365 and Azure Virtual Desktop support more environments, more customers, and...
04/05/2026
Retired Azure Reserved Virtual Machine Instances Transition Guide
Summary This guide is designed for customers with Azure Reserved Virtual Machine Instances (RIs) that will no longer be available for new purchase or renewal starting July 1, 2026 for select VM series. It helps you understand the impact of these changes and plan next steps to maintain cost predictability and avoid lapses in commitment-bas...
04/05/2026
PostgreSQL as your Graph Database in the AI era
Enterprise data is full of hidden relationships: citation chains in legal docs, service dependencies, approval hierarchies, and drug interactions. These connections often hold the most valuable insight, but SQL-only and vector search can miss them. With Apache AGE now generally available, AI Functions in ai_extension in public preview, and graph visualization shipped in the PostgreSQL VS Code extension, Azure Database ...
04/05/2026
Monthly news - May 2026
Microsoft DefenderMonthly news - May 2026 Edition This 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. In this edition, we are looking at all the goodness from April 2026. We are now including news related to Defender for Cloud in the Defender portal. For all other Defender for Cloud news, have a look at the dedicated Defender for Cloud Monthly News
04/05/2026
MGCI Newsletter Late April / Early May 2026
Hi MGCI Members! As April wraps up, we’re energized by another strong MGCI General Session and the continued momentum we’re seeing across global community events. From student-led innovation to Copilot-focused learning and large-scale community-led conferences, there are more ways than ever to learn, connect, and participate. Let’s take a look at what just happened and what’s coming up next. ✅ Recently Wrapped: MGCI Monthly General Session
04/05/2026
Logic Apps Newsletter - May 2026
In this issue: Ace Aviator of the Month News from our product group News from our community Ace Aviator of the Month May 2026's Ace Aviator:
04/05/2026
Your AI agents are now employees. It’s time to treat them that way. Meet Loop.
Guest Author: Femke Cornelissen ✨ Chief Transformation Officer - Wartell Meet Loop.
04/05/2026
API resilience and reliability patterns for AI apps and agents selling through Microsoft Marketplace
Why API resilience is a Marketplace readiness requirement The previous post Design Predictable AI Performance for Apps Selling Through Microsoft Marketplace showed how to design systems that behave predictably when things go right. This post focuses on what happens when they do ...
04/05/2026
Performance Tuning and Scaling Optimization for Large-Scale Azure Workloads
Summary As cloud-native systems scale, performance challenges rarely stem from a single bottleneck. Instead, they emerge from the interaction between compute, orchestration, and data layers under load. This article captures a practical optimization journey of a high-volume Azure-based workload and highlights how controlled scaling, improved orchestration design, and proactive database maintenance can significantly outperform brute-force scaling. Introduction Distribut...
04/05/2026
Making it easier to identify Windows protected print mode compatible devices
As the Windows print ecosystem continues transitioning away from legacy driver‑based architectures, Windows Protected Print Mode (WPP) helps improve system security by enforcing use of the Windows modern print stack&nbs...
04/05/2026
New in Microsoft Marketplace: May 4, 2026
BENE.BIZ Power Slider: The BENE.BIZ Power Slider visual for Microsoft Power BI lets you build interactive numeric and date-range sliders for reports.This fully automated, read-only assessment from Simplicity IT Inc. runs inside your Azure environment and delivers a scored road map for Active Directory retirement, complete with AI-classified application inventory and migration recommendations.Agents with Dynamics 365 Supply Chain Management: 1-Week Proof of Concept: In this proof of concept, Nexer Group AB will identify and prioritize high-value AI agent opportunities for Microsoft Dynamics 365 Supply Chain Management, then produce a pilot-ready use case with key performance indicators, data needs, governance requirements, and a realistic path to a 30-day build or a 45-day build.
04/05/2026
High Availability Testing for Azure Kubernetes Service in a Single Region with Availability Zones
During migration testing engagements for enterprise workloads moving to Azure Kubernetes Service (AKS), we frequently validate high availability behavior under simulated infrastructure failures within a single Azure region using Availability Zones. In one such workload migration scenario involving a multi‑replica API service, infrastructure‑level HA con...
04/05/2026
Announcing the public preview of Oracle Database built-in connector for Azure Logic Apps Standard
Announcing the public preview of Oracle Database built-in connector for Azure Logic Apps Standard Run Oracle Database operations natively in your Logic Apps Standard workflows. Today we’re excited to announce the public preview of Oracle Database built-in connector for Azure Logic Apps (Standard). This connector brings first-class Oracle Database connectivity to single-tenant workflows by running in-process with the Logic Apps...
04/05/2026
Purpose For Your PKI (Practical PKI Part 3)
My name is Ron Arestia, and I am a Security Researcher with Microsoft’s Detection and Response Team (DART). We respond to customer cybersecurity incidents to assist with containment and recovery from threat actors. In this brief blog post, we will discuss the “why” behind your PKI. This is part 3 of a series on practical PKI implementation based on my experience with customer interactions working as a Microsoft engineer. Feel free to catch up on previous blog posts or jump right into t...
04/05/2026
The AI Workforce Has Already Arrived in Healthcare. Are You Ready to Lead It?
Start here. Answer honestly. Right now, how many AI agents are running inside your organization? Who built them? What patient data, claims information, or proprietary research do they touch? If your CISO walked into your office tomorrow and asked for a complete inventory of every agent in your enterprise, including each one's owner, the systems it can access, and the policies governing its behavior, could you produce that...
04/05/2026
A Developer’s Guide to Systematic Prompting: Mastering Negative Constraints, Structured JSON Outputs, and Multi-Hypothesis Verbalized Sampling
Most developers treat prompting as an afterthought—write something reasonable, observe the output, and iterate if needed. That approach works until reliability becomes critical. As LLMs move into production systems, the difference between a prompt that usually works and one that works consistently becomes an engineering concern. In response, the research community has formalized prompting into […] The post
03/05/2026
A Coding Implementation to Explore and Analyze the TaskTrove Dataset with Streaming Parsing Visualization and Verifier Detection
In this tutorial, we take a deep dive into the TaskTrove dataset on Hugging Face and build a complete, practical workflow to efficiently explore it. Instead of downloading the full multi-gigabyte dataset, we stream it directly and work with individual samples in real time. We begin by setting up the environment and inspecting the raw […] The post
03/05/2026
Running GitHub Actions Runners on Azure Container Apps with KEDA Autoscaling
GitHub-hosted runners work well for most scenarios. But as workloads grow, teams often need: Better cost optimization — pay only when jobs run More control over execution environments and installed tools Scalable parallel execution — run 10, 20, or 50 jobs simultaneously Network access
03/05/2026
How MS Discovery Is Empowering Scientists to Do More
Research and development has traditionally been a slow, sequential, and largely manual endeavour. Scientists formulate hypotheses, design experiments, run computations in constrained environments, and document results, each stage dependent on the last, each transition requiring human review and intervention. Knowledge is fragmented across systems, insights are bottlenecked by individual capacity, and the gap between hypothesis and actionable outcome can span weeks or months....
03/05/2026
Sakana AI Introduces KAME: A Tandem Speech-to-Speech Architecture That Injects LLM Knowledge in Real Time
Sakana AI Introduces KAME: A Tandem Architecture That Injects Real-Time LLM Knowledge Into Speech-to-Speech Conversational AI Without Adding Latency The post Sakana AI Introduces KAME: A Tandem Speech-to-Speech Architecture That Injects LLM Knowledge in Real Time appeared first on MarkTechP...
03/05/2026
What is Tokenization Drift and How to Fix It?
A model can behave perfectly one moment and degrade the next—without any change to your data, pipeline, or logic. The root cause often lies in something far more subtle: how your input is tokenized. Before a model processes text, it converts it into token IDs, and even minor formatting differences—like spacing, line breaks, or punctuation—can […] The post What is Tokenization Drift and...
03/05/2026
Mistral AI Launches Remote Agents in Vibe and Mistral Medium 3.5 with 77.6% SWE-Bench Verified Score
Mistral AI's latest release brings async cloud-based coding sessions, a new 128B flagship model, and an agentic Work mode to Le Chat — a meaningful step forward for developers building with AI agents.The post Mistral AI Launches Remote Agents in Vibe and Mistral Medium 3.5 with 77.6% SWE-Bench Verified Score appeared first on MarkTechPost.
03/05/2026
Build a Multi-Agent AI Workflow for Biological Network Modeling, Protein Interactions, Metabolism, and Cell Signaling Simulation
Build a Multi-Agent AI Workflow for Biological Network Modeling, Protein Interactions, Metabolism, and Cell Signaling SimulationThe post Build a Multi-Agent AI Workflow for Biological Network Modeling, Protein Interactions, Metabolism, and Cell Signaling Simulation appeared first on MarkTechPost.
02/05/2026
Modernizing Terraform Pipelines on Azure: OIDC Federation for GitHub Actions and Azure DevOps
It's the most ignored credential in the cloud, and statistically the most likely one to leak.The pipeline mints a short-lived token at runtime, exchanges it for an Azure access token via Microsoft Entra, and never touches a secret.This post walks through the pattern end-to-end, for both GitHub Actions and Azure DevOps, the way I've rolled it out across multiple customer estates.
02/05/2026
Automating Azure Naming Standards using API and DevOps Pipelines
Introduction In large Azure environments, one of the most overlooked yet critical governance challenges is resource naming consistency. While organizations define naming standards, enforcing them at scale across multiple subscriptions, teams, and pipelines often becomes a manual and inconsistent process. In real-world projects, this leads to: Operational confusion Difficult resource identification Reduced traceability...
02/05/2026
Reimagining Azure Governance with Automation & EPAC
🧩 The Challenge: Governance at Scale Managing Azure environments manually introduces: ❌ Policy drift across subscriptions ❌ Inconsistent naming conventions ❌ Delays in compliance enforcement ❌ Human errors in deployments 🔍 Insight: Governance gaps are often not due to lack of policies—but lack of automation. Solution Overview: EPAC Enterprise Policy as Code (EPAC) to bring govern...
02/05/2026
A Coding Implementation to Parsing, Analyzing, Visualizing, and Fine-Tuning Agent Reasoning Traces Using the lambda/hermes-agent-reasoning-traces Dataset
In this tutorial, we explore the lambda/hermes-agent-reasoning-traces dataset to understand how agent-based models think, use tools, and generate responses across multi-turn conversations. We start by loading and inspecting the dataset, examining its structure, categories, and conversational format to get a clear idea of the available information. We then build simple parsers to extract key components […] The post
02/05/2026
A New NVIDIA Research Shows Speculative Decoding in NeMo RL Achieves 1.8× Rollout Generation Speedup at 8B and Projects 2.5× End-to-End Speedup at 235B
A new paper from NVIDIA Research integrates speculative decoding directly into NeMo RL with a vLLM backend, delivering lossless rollout acceleration at both 8B and projected 235B model scales.
02/05/2026
A Coding Implementation of End-to-End Brain Decoding from MEG Signals Using NeuralSet and Deep Learning for Predicting Linguistic Features
In this tutorial, we explore how we can decode linguistic features directly from brain signals using a modern neuroAI pipeline. We work with MEG data and build an end-to-end system that transforms raw neural activity into meaningful predictions, in this case, estimating word length from brain responses. We set up the environment, load and process […] The post
01/05/2026
Meta Introduces Autodata: An Agentic Framework That Turns AI Models into Autonomous Data Scientists for High-Quality Training Data Creation
Meta Introduces Autodata: An Agentic Framework That Turns AI Models into Autonomous Data Scientists for High-Quality Training Data CreationThe post Meta Introduces Autodata: An Agentic Framework That Turns AI Models into Autonomous Data Scientists for High-Quality Training Data Creation appeared first on MarkTechPost.
01/05/2026
Enabling AI‑Driven Workforce Transformation with People Skills and Workforce Insights Agent: April 2026 M365 Champions Community call
We kicked off the call with the annoucement of our digital premiere of More Than Code: SharePoint community film.Anirudh Bajaj and Jenny Huang led the main topic this month with a deep dive into People Skills and Workforce Insights Agent.The Workforce Insights Agent is designed to help leaders translate skills and organizational data into actionable decisions.
01/05/2026
Lock down AI, web, and private apps: what’s new in Internet Access and Private Access
A key capability of Microsoft Entra Internet Access is the Secure Web and AI Gateway, which applies identity-centric network controls to web and AI traffic.Today, we’re excited to share the latest features now generally available in Microsoft Entra Internet Access and Private Access and to announce brand-new capabilities in public preview.While Internet Access secures your web and AI traffic, Microsoft Entra Private Access helps you replace legacy VPNs with Zero Trust Network Access for private apps:
01/05/2026
A Coding Guide on LLM Post Training with TRL from Supervised Fine Tuning to DPO and GRPO Reasoning
In this tutorial, we walk through a complete, hands-on journey of post-training large language models using the powerful TRL (Transformer Reinforcement Learning) library ecosystem. We start from a lightweight base model and progressively apply four key techniques: Supervised Fine-Tuning (SFT), Reward Modeling (RM), Direct Preference Optimization (DPO), and Group Relative Policy Optimization (GRPO). Also, we […] The post
01/05/2026
High-Fidelity Network Observability at Scale— ACNS Metrics Filtering and Log Aggregation Now GA
We are thrilled to announce that Advanced Container Networking Services (ACNS) for Azure Kubernetes Service (AKS) now delivers two powerful observability features in General Availability: container network metrics filtering and container network log filtering and aggregation. Together, these capabilities set a new standard for Kubernetes network observability, giving you high-fidelity visibility at dramatically lower cost and noise. These capabilities fundamentally redefine how network observ...
01/05/2026
Join us May 6: Learn how Microsoft Teams is helping SMBs thrive
On Wednesday, May 6, the Microsoft Teams SMB product team is going live for a focused 40-minute session designed specifically for small and medium businesses.Angela Chin, Principal PM Manager on the Teams SMB team, will walk through the latest updates in Microsoft Teams built with smaller businesses in mind:Wednesday, May 6, 2026, 8:05–8:45 AM PT.
01/05/2026
Microsoft ODBC Driver 17.11.1 for SQL Server Released
We are pleased to announce the general availability of Microsoft ODBC Driver 17.11.1 for SQL Server, released on April 30, 2025.This servicing update delivers important bug fixes and expands Linux platform support.The driver is available for download from the Microsoft ODBC Driver for SQL Server documentation page.
01/05/2026
Migrating frontline mobile devices: Aligning stakeholders before real-world testing
By: Carol Burns - Principal Product Manager | Microsoft Intune and Sucheta Gawade, Microsoft MVP (Azure & Security / Intune) Practitioner perspective from Sucheta Gawade, Microsoft MVP (Azure & Security / Intune), with deep experience in secure frontline mobility, including regulated healthcare environments. In the previous article, we focused on
01/05/2026
Title Plan Update - May 1, 2026
📁May 1, 2026 - Title Plan Now AvailableAccess the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan.
01/05/2026
Databricks Lakebase: The operational database for AI agents and apps
This is where Databricks Lakebase enters the picture, representing a significant evolution by bringing fully managed PostgreSQL OLTP capabilities directly into the Databricks Data Intelligence Platform.Lakebase addresses the need for a single, governed platform that can seamlessly handle both transactional and analytical workloads, thereby simplifying data architectures, reducing operational overhead, and accelerating the development of real-time applications and AI agents.By seamlessly integrating a fully managed PostgreSQL OLTP engine directly into the Databricks Data Intelligence Platform, Lakebase addresses the long-standing challenge of data fragmentation.
01/05/2026
go-mssqldb v1.10.0: Better Reliability, Developer Experience, and Standards Compliance
We're excited to announce the release of go-mssqldb v1.10.0, the official Microsoft Go driver for SQL Server and Azure SQL Database.This release brings significant reliability improvements, better standards compliance, and a smoother developer onboarding experience.This release requires Go 1.21+ and is fully compatible with SQL Server 2012 through 2022 and Azure SQL Database.
01/05/2026
Service Principals in Microsoft Power Platform
A service principal, a non‑human application identity in Microsoft Entra ID that authenticates with certificates, never logs in interactively, and keeps running no matter who leaves.In this blog, we will highlight opportunities to strengthen your security posture across the Power Platform with Service Principals alongside ideas for when a Service Principal may not be applicable for your scenario.Power Platform Pipelines are a built-in option for application lifecycle management native to the Power Platform.
01/05/2026
The Journey of Copilot: From Setup to Mastery for Azure SAP customers
As you begin using GitHub Copilot within your SAP development and integration environment, you may notice performance differences, especially when working within corporate networks.GitHub Copilot is no longer a black box, it becomes a trusted, secure, and intelligent AI assistant seamlessly integrated into your Azure and SAP development ecosystem.GitHub Copilot for SAP ABAP in VS Code: Setup Guid... - SAP Community
01/05/2026
Announcing Microsoft.Data.SqlClient 6.1.5
We are pleased to announce the release of Microsoft.Data.SqlClient 6.1.5, the latest servicing update to the 6.1 line. This update focuses on connection performance, error propagation, and vector type metadata correctness. Install or update from NuGet: dotnet add package Microsoft.Data.SqlClient --version 6.1.5 Full release notes:
01/05/2026
Shift-Left Governance for AI Agents: How the Agent Governance Toolkit Helps You Catch Violations
In part one of this series, we covered AGT’s runtime governance: the policy engine, zero-trust identity, execution sandboxing, and the OWASP Agentic AI risk ma...
01/05/2026
Protect Your Streaming Data in Use: Confidential Computing for Azure Event Hubs Dedicated
For organizations in regulated industries — financial services, healthcare, government, defense — the security conversation around data has always revolved around two states: data at rest and data in transit. Encrypt your storage. Encrypt your network traffic. Check, check. But there's a third state that's been much harder to address: data in use. What happens to your events while they're being actively processed by the streaming infras...
01/05/2026
Now generally available: Microsoft 365 E7 and Agent 365
We're excited to announce the general availability of Microsoft 365 E7 and Agent 365!Microsoft 365 E7 is the Frontier Suite powered by Work IQ, designed for a human-led, agent-operated enterprise—turning human intent into AI action that functions securely and at scale. Microsoft 365 E7 bundles Microsoft 365 E5, Copilot, Agent 365, and more into a single integrated offer built for customers’ Frontier Transformation. Designed for organizations to move from AI experimentation to scale, it includes Microsoft Entra Suite and advanced Defender, Intune, and Purview capabilities, delivering comprehensive security across agents and employees. Agent 365 is the control plane for customers to observe, govern, and secure both Microsoft and third-party AI agents, grounded in shared intelligence and built with trust to protect the organization.
01/05/2026
Microsoft 365 E7 and Agent 365 are now generally available
Microsoft 365 E7 is built to do exactly that – combining advanced AI capabilities with enterprise-grade security and governance so organizations can move beyond isolated pilots and deploy AI confidently at scale.Today, Microsoft 365 E7 – the Frontier Suite – is generally available, offering a single, integrated solution that unifies intelligence and trust, so organizations can move from experimentation to enterprise-wide AI adoption. In addition to being included with Microsoft 365 E7, Agent 365 is available as a standalone license at $15 per user per month.
01/05/2026
What’s New in Agent 365: May 2026
Agent 365 is built on three core value pillars: observe, govern, and secure, designed to give IT and security teams clear visibility, consistent controls, and enterprise-grade protection across your entire agent fleet.In this series, we’ll highlight new Agent 365 features and enhancements now and over the months ahead.Registry sync enables AI admins to securely consent to and connect ecosystem partner agent platforms to Agent 365, bringing external agents and their metadata into the Agent 365 registry for a more unified view of your agent population.
01/05/2026
Windows 365 for Agents now in public preview: Run AI agents securely, at scale
AI agents are rapidly evolving from tools that answer questions to performing human-level work inside an enterprise ecosystem, powering essential business workflows that have traditionally been completed manually. But while governance and policy models are emerging, one critical question remains unresolved for IT: where should agents actually run?
01/05/2026
AI‑Accelerated AVM Refactoring: Modernizing Legacy IaC Safely and Swiftly
In one anonymized engagement, an AI‑assisted audit found that **43% of module invocations (~10 modules) ** still relied on legacy, non‑AVM wrappers — even though modernization work was already underway.But in a live estate, each change must be checked through one lens: **state safety**.Microsoft’s AVM guidance now explicitly discusses **AI‑assisted IaC solution development** — pairing AVM modules with AI tools to speed delivery while keeping humans in control.
01/05/2026
Qwen AI Releases Qwen-Scope: An Open-Source Sparse AutoEncoders (SAE) Suite That Turns LLM Internal Features into Practical Development Tools
Qwen Team Introduces Qwen-Scope: An Open-Source Sparse Autoencoder Suite That Turns LLM Internals into Practical Development ToolsThe post Qwen AI Releases Qwen-Scope: An Open-Source Sparse AutoEncoders (SAE) Suite That Turns LLM Internal Features into Practical Development Tools appeared first on MarkTechPost.
01/05/2026
From Terminal to Autonomous Coding: Mastering GitHub Copilot CLI ACP Server
This article will take you from zero to advanced, covering concepts, architecture, setup, and real-world use cases.The Agent Client Protocol (ACP) is an open standard designed to connect clients (like IDEs or tools) with AI agents in a consistent and interoperable way.GitHub Copilot CLI can run as an ACP-compatible server, exposing its AI capabilities programmatically.
01/05/2026
A Coding Deep Dive into Agentic UI, Generative UI, State Synchronization, and Interrupt-Driven Approval Flows
In this tutorial, we build the entire Agentic UI stack from the ground up using plain Python, without relying on external frameworks to abstract away the core ideas.We implement the AG-UI event stream to make agent behavior observable in real time, and we bring in A2UI as a declarative layer that allows interfaces to […]The post A Coding Deep Dive into Agentic UI, Generative UI, State Synchronization, and Interrupt-Driven Approval Flows appeared first on MarkTechPost.
01/05/2026
Moonshot AI Open-Sources FlashKDA: CUTLASS Kernels for Kimi Delta Attention with Variable-Length Batching and H20 Benchmarks
Moonshot AI releases FlashKDA, a high-performance implementation of Kimi Delta Attention that plugs directly into the flash-linear-attention ecosystem — and benchmarks show it's meaningfully faster.The post Moonshot AI Open-Sources FlashKDA: CUTLASS Kernels for Kimi Delta Attention with Variable-Length Batching and H20 Benchmarks appeared first on MarkTechPost.
01/05/2026
AHEAD helps us launch the Strategic Azure Storage Services Partner Program
Authors: Aung Oo, Vice President Azure Storage Product Management Parker Leavitt, Partner Account Manager, AHEAD Special thanks to: Michael Johnson, Vice President, Cloud, AHEAD AHEAD background AHEAD was formed in 2007 and possesses deep expertise in Infrastructure, Cloud Platforms, AI, Analytics, Networking, Storage, Sec...
01/05/2026
Microsoft Research’s World-R1 Uses Flow-GRPO and 3D-Aware Rewards to Inject Geometric Consistency Into Wan 2.1 Without Architectural Changes
Microsoft Research's World-R1 Uses Reinforcement Learning to Force 3D Consistency Into Text-to-Video Models The post Microsoft Research’s World-R1 Uses Flow-GRPO and 3D-Aware Rewards to Inject Geometric Consistency Into Wan 2.1 Without Architectural Changes appeared first on
01/05/2026
Announcing Native PowerShell Tooling for ReFS Snapshots
We’re excited to share a new open-source PowerShell module on GitHub that provides PowerShell-native management of ReFS snapshots. It wraps the existing refsutil streamsnapshot in cmdlets designed for scripting and automation, with pipeline support and consistent error handling.
01/05/2026
Introducing DeepSeek V4 Flash and V4 Pro in Microsoft Foundry
As AI adoption matures, the conversation is shifting from model capability to system design, how to orchestrate models that deliver the right balance of quality, speed, and cost. Today, we’re expanding the Microsoft Foundry model catalog with
01/05/2026
SASE 101: How to get started with secure access in a cloud-first world
As organizations adopt cloud applications, hybrid work, and distributed teams, many are re-evaluating how users securely access applications and data. Secure Access Service Edge (SASE) has become a common starting point for these conversations, but for many teams, understanding where to begin can feel unclear. This article provides a practical foundation for teams learning about SASE for the first time. It explains what SASE is, why it emerged, how it differs from Secu...
30/04/2026
Designed for Surface Accessories for Frontline Work
Frontline scenarios often involve Surface devices that are shared across shifts, used in physically demanding settings, or deployed across multiple locations. In these situations, accessories play a critical role in shaping how devices are configured for day‑to‑day use and how well they perform within the environments in which they are used.
30/04/2026
Prompt flow is being retired
What you need to know Prompt flow in Microsoft Foundry and Azure Machine Learning will be retired on 20 April 2027. As part of this change, Microsoft recommends moving to Microsoft Agent Framework, which provides a production-ready foundation for b...
30/04/2026
What’s new in Microsoft Sentinel: April 2026
Welcome to the April 2026 edition of What's new in Microsoft Sentinel. April brings a broad set of updates, with RSAC 2026 announcements rolling out alongside new features. Hi...
30/04/2026
Work IQ API Public Preview: Build Copilot Powered Agents with A2A
Today, the Work IQ API is available in public preview, expanding access to the same underlying intelligence capabilities used by Microsoft 365 Copilot for developers and partners. Work IQ gives developers programmatic access to Copilot so you can build agents and apps that use Copilot’s grounding, context, and reasoning without wiring raw data or permissions. In this public preview, that access is exposed in three formats—Agent‑to‑Agent (A2A) for agent collaboration, Model Context Prot...
30/04/2026
Accelerating the Flow of Learning
By Vince Frankson, Authentica Solutions | Guest Post via the Microsoft Education Blog Education technology leaders are not short on vision; they are short on time. They know exactly what their Microsoft 365 environment is capable of. What they deserve are better tools, smarter automation, and a partner that shows up ready to serve. At Authentica Solutions, we pride ourselves on our culture of servant leadership, not just as a slogan, but as our guiding principle. Our mission is ...
30/04/2026
Microsoft named a Leader in the 2026 Gartner® Magic Quadrant™ for Document Management
AI is raising the bar for document management. It’s no longer enough to store and share files— content needs to be governed, structured, and connected to the way teams actually work so AI can reason over it responsibly and help people move from information to action. That’s why we’re excited to share that Microsoft has been named a Leader in the 2026 Gartner® Magic Quadrant™ for Document Management, ...
30/04/2026
Dynamically remove apps from managed Windows 11 devices
You can now use policy to remove select pre-installed Microsoft Store apps on devices running Windows 11, version 25H2 or version 24H2. We've also made a significant update to this policy: a dynamic app removal list. This feature lets you remove any preinstalled MSIX/APPX app by referencing its Package Family Name (PFN). What's the benefit? Fewer unwanted apps, simpler provisioning, and a more tailored desktop for your users. Just use a standard, poli...
30/04/2026
Building Futures Through Community: Creating Pathways into Tech
For the team behind Experts Live Denmark - organized by the Microsoft MVP & RD community in Denmark - this belief has shaped how they think about community: not just as a place to share knowledge, but as a space to open doors into the industry. That thinking is what led to the collaboration with ReDI School of Digital Integration Den...
30/04/2026
Partner Blog | Driving channel velocity in an AI-first world: Microsoft Marketplace at Channel Partners Conference
With an audience deeply focused on differentiation, scale, and customer value, the conference highlighted how cloud, AI, and modern commerce models are redefining the partner opportunity. Microsoft Marketplace participated as a Platinum sponsor, reflecting the central role the channel plays as customers move AI from experimentation into production.Connor O’Reilly, Channel Sales Manager, Devicie
30/04/2026
Prefix-scoped access for User Delegation SAS is now generally available for Azure Blob Storage
We would like to share that prefix-scoped access for User Delegation SAS for Azure Blob Storage is generally available in all Azure regions. SAS tokens for Blob Storage have historically supported two levels of scope: container and individual blob. With this release, you can now scope access to a prefix or virtual directory within a container, granting access to all blobs beneath the path. This is especially valuable for applications that organi...
30/04/2026
Announcing Microsoft Drivers 5.13.1 for PHP for SQL Server
Announcing Microsoft Drivers 5.13.1 for PHP for SQL Server We have released Microsoft Drivers 5.13.1 for PHP for SQL Server (sqlsrv and pdo_sqlsrv). This patch release addresses several important bug fixes, including a security fix for access token handling in pooled connections and multiple stability improvements. Bug Fixes Access token identity leaking across pooled connections ...
30/04/2026
EDR coexistence by design: A practical starting point to Defender
A common assumption is that side by side deployment exists only as a short bridge to replacement.Running Defender alongside an existing prevention platform allows organizations to:Using Defender Endpoint capabilities in a side‑by‑side model:
30/04/2026
What’s new in Microsoft Intune – April
April's Intune updates focus on three areas administrators have consistently asked us to improve: fresher device data, streamlined identity foundations across platforms, and simpler management for non-traditional endpoints. This month includes advancements in Windows app inventory, Linux single sign-on (SSO), and expanded enrollment and control for Apple devices. Higher‑frequency app inve...
30/04/2026
From content to conversation: Learning that adapts in real time
Explore how agentic systems can create learning experiences that are as responsive as a teacher, as patient as a mentor, and as available as the moment curiosity strikes. Monica Arés builds learning systems at the intersection of emerging technology and human capability, from platform-based learning at Amazon to the first immersive learning ecosystem at Meta, and now agentic learning at Microsoft. She focuses on designing systems that don’t just deliver information but a...
30/04/2026
Speed where it matters: How Microsoft Intune helps IT prioritize time-sensitive actions
By: Albert Cabello Serrano | Principal Product Manager - Microsoft Intune A closer look at how Intune delivers updates to devices and the investments we’re making to help important changes move faster and more predictably. A common concern we hear from IT admins is, “How quickly will this change actually reach my device?” In many cases, the answer is much faster than expected. Today, 90% of policy updates, app deployments, and device ac...
30/04/2026
A Coding Implementation on Pyright Type Checking Covering Generics, Protocols, Strict Mode, Type Narrowing, and Modern Python Typing
A Coding Implementation on Pyright Type Checking Covering Generics, Protocols, Strict Mode, Type Narrowing, and Modern Python Typing The post A Coding Implementation on Pyright Type Checking Covering Generics, Protocols, Strict Mode, Type Narrowing, and Modern Python Typing appeared first on
30/04/2026
What’s New in Microsoft 365 Copilot | April 2026
Welcome to the May 2026 edition of What's new in Microsoft 365 Copilot! Every month, we highlight new features and enhancements to keep Microsoft 365 admins up to date with Copilot features that help your users be more productive and efficient in the apps they use every day. Let’s take a closer look at what’s new this month: User capabilities:
30/04/2026
Teacher Appreciation Week: Create expressions of gratitude with Copilot
Teacher Appreciation Week is a great moment to recognize the educators who made a difference this year, but it can be hard to move beyond the standard thank you note and gift. With Microsoft Copilot, you can turn specific moments from the school year into a thoughtful message, present, or creative project that are personal and heartfelt. Below are a few ways parents and students can use Copilot to reflect, organize their ideas, and express gratitude during Teacher Appreciation Week.
30/04/2026
Troubleshooting TPM Certificate: How to Fix the "Missing Stored Keyset" Error
Understanding the "Missing Stored Keyset" Error The "missing stored keyset" error typically appears when an application or service cannot find a necessary key within the system's Key Storage Provider (KSP). This can result from...
30/04/2026
Potential Consequences of Using Postgres as a Job Queue
Introduction At small scale, using Postgres as a job queue is totally fine, and I’d even say it’s the right call. Fewer moving parts, one less system to manage, ACID guarantees on your jobs. What’s not to love?
30/04/2026
Introducing Post-Stream Refinement: Higher-Accuracy Real-Time Transcription
Real-time speech recognition has always been defined by a fundamental trade-off: speed versus accuracy. Applications that need instant, streaming transcription — live captions, voice agents, real-time dictation — have historically had to accept that their fastest results wouldn't always be their most accurate. Conversely, the most accurate transcription approaches required processing full audio segments offline, making them unsuitable for real-time scenarios. Toda...
30/04/2026
Voice Live API now supports WebRTC (Preview)
We are thrilled to announce that Voice Live API now supports WebRTC (Web Real-Time Communication) connection, enabling low‑latency, real‑time voice interactions directly from web and mobile clients. Why WebRTC is required in real-time voice agent building WebRTC enables real‑time, bi‑directional audio and video streaming directly in the browser without plu...
30/04/2026
SharePoint Showcase: AI-Forward Content Creation & Curation for the Modern Intranet
More than 2,700 Microsoft 365 customers joined us at the Microsoft 365 Community Conference in Orlando to learn what’s new across Microsoft 365. In one of our sessions, AI‑Forward Content Creation & Curation for the Modern Intranet, we shared how SharePoint is evolving from a place where employees find information, to a platform that helps teams create and keep it curr...
30/04/2026
What's New in Microsoft Teams | April 2026
Our team just wrapped up the M365 Community Conference in Orlando, FL, and it was an incredible way to close out April! Our teams were energized by connecting with, listening to, and sharing what’s new with many of you: the builders, innovators and icons of intelligent work. Thank you to everyone who attended, and we can’t wait to see even more of you at next year’s conference! As for this month’s Teams updates, we remain focused on bringing you features that can make collaboration mor...
30/04/2026
You can’t govern what you can’t see: Closing the identity visibility gap for apps
Effective identity governance often starts with a simple question: who has access? Today, I am happy to introduce account discovery with Microsoft Entra ID Governance, a new capa...
30/04/2026
Public Preview: Managed Identity support for graphical session recording
Overview Azure Bastion provides secure RDP and SSH access to Azure virtual machines directly via the Azure portal or via the native SSH/RDP client already installed on your local computer. Today, we are introducing public preview for managed identity support for session recording, giving administrators a seamless, identity-based way to authenticate Bastion when writing recordings to a designated storage account. Why...
30/04/2026
Spend less time hunting for meeting issues with the Best Practice Configurations dashboard in Teams
https://learn.microsoft.com/microsoftteams/best-practice-dashboard The dashboard is built to help admins monitor meeting-related best practices across the environment. It highlights common causes of meeting quality, such as correct ports and protocols being used, outdated Te...
30/04/2026
Word: Legal Agent in Frontier
The Legal Agent flags non-conforming provisions and recommends edits to align with internal standards and approved language from your playbook.The Legal Agent runs within Microsoft 365 security, compliance, and governance controls your organization already uses for legal documents and standards.Early customer feedback shows strong interest in how the Legal Agent supports legal workflows in Word.
30/04/2026
New in Microsoft Marketplace: April 30, 2026
Learn about 155 new offers that went live in Microsoft Marketplace, a single destination to find, try, and buy cloud solutions, AI apps, and agents to meet your business needs. Get it now in our marketplace
30/04/2026
VDI, Teams, and what’s changing in 2026: VBSS becomes VMSS, and eCDN lands in the core license
Audience: Mission Critical customers running Microsoft Teams on virtualized desktop platforms (Citrix, AVD, Windows 365, VMware/Omnissa Horizon). TL;DR: Two Teams...
30/04/2026
🚀 From Drift to Diagnosis: AI‑Powered Root Cause Analysis for Azure Infrastructure
🌍 A Real-World Scenario During a recent production deployment of an enterprise AI platform, everything looked perfectly aligned from an infrastructure perspective: ✅ Infrastructure deployed via IaC (Terraform)✅ Private endpoints enforced✅ Public access disabled for all AI services A few hours later, an alert triggered. ❗ The Azure OpenAI endpoint was publicly accessible. This was unexpected — and risky. 🔍 What the team did next <...
30/04/2026
IBM Releases Two Granite Speech 4.1 2B Models: Autoregressive ASR with Translation and Non-Autoregressive Editing for Fast Inference
IBM Releases Granite Speech 4.1 2B and Its Non-Autoregressive Twin — Compact ASR Models Built for Enterprise The post IBM Releases Two Granite Speech 4.1 2B Models: Autoregressive ASR with Translation and Non-Autoregressive Editing for Fast Inference appeared first on
30/04/2026
🖼️Streamline Image Generation Workflow in Foundry Toolkit
Integrating image generation into a production AI application has historically meant juggling multiple surfaces — browsing models in the Foundry portal, setting up deployments via the Azure CLI, testing prompts in a separate tool, then stitching together API credentials before writing a single line of app code. That context-switching adds friction at exactly the moment you want to be experimenting. With this release, the full image generation workflow — discover, deploy, prompt, iterat...
30/04/2026
Fixing Broken Markdown in AI Translation: Hardening a Production Pipeline
By Minseok Song and Hiroshi Yoshioka (Microsoft MVPs) TL;DR Recent community feedback, especially from Japanese translations, revealed that many translation failures were not semantic, but structural. Through detailed issue reports and discussions, we identified recurring patterns such as broken links, malformed code fences, inconsistent list structures, and CJK-specific formatting issues. &nbs...
30/04/2026
From ServiceNow to Self-Healing Infrastructure: A Multi-Repo Azure AI Platform
Quick — what version of infrastructure is running in your production subscription right now?Production had a broken NSG rule.We run Azure AI infrastructure across multiple markets.
30/04/2026
Cursor Introduces a TypeScript SDK for Building Programmatic Coding Agents With Sandboxed Cloud VMs, Subagents, Hooks, and Token-Based Pricing
Cursor Launches TypeScript SDK to Let Developers Build and Deploy Programmatic Coding Agents The post Cursor Introduces a TypeScript SDK for Building Programmatic Coding Agents With Sandboxed Cloud VMs, Subagents, Hooks, and Token-Based Pricing appeared first on
30/04/2026
Running Diffusion Models at Scale on AKS
Diffusion workloads are simple at prototype scale and unforgiving in production. A single demo can run on one GPU-backed VM, but a real platform has to handle bursty demand, long-running jobs, model artifact distribution, secure public access, rollout safety, and hardware-level observability. Azure Kubernetes Service (AKS) is a strong fit when the requirement is not just to run a model, but to operate a repeatable platform for GPU inference. The reusable pattern is straightforward: kee...
30/04/2026
Hardening OpenClaw on AKS: Mitigating Container Escapes with Kata microVM Isolation
What is OpenClaw, and what security challenges does it pose with container escapes? OpenClaw is an open-source autonomous AI agent designed for power users and developers to automate tasks, such as managing emails, files, and scheduling via chat apps like WhatsApp or Telegram. While OpenClaw functions as a powerful autonomous assistant, its runtime model creates a massive security paradox: to be truly useful, the agent requires broad permissions to your filesy...