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Global Substrate Library
I built a substrate to never have to install software again, or find a file if I know its name. How fast is fast? My userspace Kernel where the file system is completely abstracted into a global asset library, can I, Do I implement in windows permanently? microseconds load time is very nice to have.
Request to merge multiple Microsoft Learn certification IDs
Hello Microsoft Learn Support Team, I was advised by Pearson VUE and Microsoft Support to contact Microsoft Learn to request merging of my certification profiles. I have paid for the PL-900 exam, but the exam confirmation and status are not visible due to multiple Microsoft Learn IDs. The following Microsoft Learn IDs need to be merged: - ms1100781607 - ms1100998551 - ms1100999029 Kindly help merge these IDs and associate my PL-900 exam correctly. Thank you.Build an AI Resume Screening Multi-Agent
Hello everyone 👋 I recently built an AI-powered resume screening multi-agent that automates the hiring intake and candidate evaluation process. The solution automatically: Accepts resume uploads Stores resumes in SharePoint Evaluates candidates using AI Matches resumes against job requirements Generates recruiter-ready summaries Sends automated recruiter notifications Technologies Used: • Power Automate • AI Builder • SharePoint • Outlook • GPT-Based Prompting This is Part 1 of my AI Hiring Multi-Agent Series. I’d love to hear feedback from the community and learn how others are approaching AI-powered recruitment workflows. Newsletter: https://www.linkedin.com/pulse/build-ai-resume-screening-multi-agent-sajeda-sultana-k1ege/?trackingId=TQzoIUy0RveiwXLIgEKvSQ%3D%3D If you find it helpful, please share it with others who may benefit from it as well.
Which AI-300 Exam Topics Have the Most Tricky Questions?
I am currently preparing for the AI-300 exam and trying to spend more time on the areas that tend to be the most challenging in the actual exam. For those who have already taken AI-300, which topics contained the most tricky or confusing questions?
You no longer need to be a developer to build an AI agent.
That’s the biggest shift happening right now with Microsoft Copilot Studio. I recently explored how businesses, nonprofits, HR teams, and everyday professionals can now create intelligent AI agents - without writing code, hiring a large engineering team, or building complex AI infrastructure. In this article, I break down: ✅ What AI agents actually are ✅ How Copilot Studio works ✅ Connecting enterprise knowledge (SharePoint, Dynamics 365, PDFs, websites) ✅ Adding tools like Outlook, Teams, and workflows ✅ Multi-agent architecture ✅ Deploying AI agents across Teams, websites, WhatsApp, Slack, and more If you’ve been curious about enterprise AI , this guide is for you. 🔗 Read the full article here: https://lnkd.in/ecffBTyR
AI-102 Delivery Completed — Preparing for AI-103: How Is Microsoft AI Training Evolving?
Completed another AI-102 training delivery — and already diving into the roadmap toward AI-103. Recent discussions with learners covered several important areas: - Azure AI Services - Azure OpenAI - RAG patterns & enterprise architectures - Responsible AI - Real-world implementation considerations One thing is becoming increasingly clear: AI capabilities are evolving rapidly, and technical learning paths must evolve just as quickly. For trainers, architects, developers, and organizations, maintaining technical depth while adapting to continuous platform evolution is becoming both a challenge and an opportunity. I'm curious to hear perspectives from the community: What differences or shifts do you expect between AI-102 and AI-103? Which Microsoft AI topics are currently proving most relevant — or most challenging — in your projects?
Weekly Roundup for Skilling Rooms (Groups)
Hello Skills Hub Community! Below is a summary of what is happening within our Skilling Rooms (Groups) so that you can stay in the loop and discover something new. To get frequent updates of their content, make sure to follow/join the group that interests you. Find the full list of our Skilling Rooms (Groups) here: Skilling Room Directory Skilling Room Details Date/Time Link to post Azure Cloud Commanders Event: Mastering the Kubernetes Gateway API Monday, May 25, 2026, 12:00 PM PDT Mastering the Kubernetes Gateway API | Microsoft Community Hub The Fabric Café Event: Automating Star Schemas in Fabric DW | Bob Duffy Wednesday, May 27, 2026, 10:00 AM PDT https://techcommunity.microsoft.com/event/7c90bbf5-9aac-425c-b9b6-798cc8285058/automating-star-schemas-in-fabric-dw--bob-duffy/4520498 Microsoft Hero Community Event: Use AI to build AI, without losing your mind Friday, May 29, 2026, 10:00 AM PDT https://techcommunity.microsoft.com/event/25819aa2-cf93-4776-8ca8-247a6523ebc9/use-ai-to-build-ai-without-losing-your-mind/4518595 Azure Cloud Commanders Event: Set It and Forget It: Secure & Automated Certificate Management on AKS Monday, Jun 01, 2026, 12:00 PM PDT https://techcommunity.microsoft.com/event/905f6364-959b-4f0a-bb85-10c14d665ed6/set-it-and-forget-it-secure--automated-certificate-management-on-aks/4518589 Azure Cloud Commanders Event: Make your automations more sustainable Thursday, Jun 18, 2026, 11:00 AM PDT https://techcommunity.microsoft.com/event/905f6364-959b-4f0a-bb85-10c14d665ed6/make-your-automations-more-sustainable/4518592 Azure Cloud Commanders Event: Azure SRE Agent: Automating Reliability at Scale Thursday, Jul 16, 2026, 11:00 AM PDT https://techcommunity.microsoft.com/event/905f6364-959b-4f0a-bb85-10c14d665ed6/azure-sre-agent-automating-reliability-at-scale/4518593 The Fabric Café Weekly #FabricCoffee sessions at Microsoft Fabric Cafe https://www.youtube.com/@MicrosoftFabricCafeAgent vs. Workflow in Copilot Studio - Which One Do I Actually Need?
Hey everyone! 👋 Raise your hand if this has happened to you... You open Copilot Studio for the first time, you're excited, you're ready to build and then the very first screen asks you: "What would you like to build?" [ Agent ] [ Workflow ] And your brain just goes blank. 😅 Which one? What's the difference? Does it even matter which I pick? I've been there. I picked randomly, built halfway through, and then realized I probably chose the wrong one. So I put together this quick breakdown to save you that frustration! The One-Line Answer Agent = Conversation. Workflow = Automation. That's the core of it. But let me unpack what that actually means in practice. Here's a Visual That Makes It Click Let's Break It Down Simply 🤖 Choose an Agent when... Your tool needs to talk to people and actually understand what they're saying. An Agent is like a smart assistant that: Chats with users in a natural, back-and-forth way Pulls answers from your knowledge sources like PDFs, SharePoint, or websites Asks follow-up questions to collect and validate information Guides users through a process step by step Handles all kinds of different questions without breaking Its whole goal? Understand, assist, and engage the person in front of it. Real example: A customer types "I need help with my invoice" - the Agent reads that, asks the right follow-up questions, and helps them resolve it without any human stepping in. ⚙️ Choose a Workflow when... You need something to run in the background and get things done - no conversation needed. A Workflow is like a reliable robot that: Follows a fixed set of predefined steps every single time Performs actions and processes automatically Creates or updates records in your systems Sends emails and notifications at the right moment Connects with Dataverse, Dynamics 365, Outlook, and more Just runs — quietly, consistently, without anyone needing to interact with it Its whole goal? Automate, process, and get things done. Real example: When a new employee is added to the system → automatically create their accounts, send a welcome email, and notify their manager. No one has to lift a finger. The Simplest Way to Decide Ask yourself just one question: Does someone need to have a conversation with it? Yes → Build an Agent No → Build a Workflow That single question will get you to the right answer 90% of the time. The Mistake Most Beginners Make A lot of us (myself included!) jump straight to building an Agent because it sounds more exciting and powerful. But if your process is just a series of fixed steps with no real conversation involved, a Workflow will do the job faster, cleaner, and more reliably. You don't have to choose just one forever. A really powerful pattern is having your Agent handle the conversation and then trigger a Workflow to do the heavy lifting in the background. Best of both worlds! 🙌 Quick Recap Agent Workflow Best for Conversation Automation Talks to users? Yes No Follows fixed steps? Not always Always Runs in background? No Yes Connects to systems? Can Yes, natively Hope this clears things up! Drop your questions below especially if you have a specific use case you're trying to figure out. Happy to help you work out which one fits. 😊Stop Writing Promotional Emails. Build an AI Agent That Does It For You.
Hi everyone 👋 A few weeks ago, I started thinking about how much time businesses still spend writing repetitive promotional emails manually every month. The process is usually the same: review customer purchase history check active discounts write personalized emails send them one by one So I decided to build a simple AI-powered workflow that could automate the entire process. For Edition #003 of my newsletter, I created an AI agent that: ✅ reads customer purchase data ✅ matches category-based discounts ✅ generates personalized promotional emails using AI ✅ sends emails automatically What I enjoyed most while building this project was seeing how even small personalization details can completely change the customer experience. Instead of sending generic promotions, the workflow creates emails tailored to each customer’s purchases and interests. In this edition, I shared: the real-world use case the complete workflow approach implementation screenshots sample datasets GitHub project files practical automation tips 📌 View the newsletter If you enjoy building practical AI automations or exploring real-world AI agent ideas, I think you’ll enjoy this edition. I’d genuinely love to hear your thoughts and learn how others are approaching AI-driven automation in their own projects 🙌
