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From Goal to Continuous Improvement: A Practical Copilot Studio Agent Lifecycle
Hi everyone, I recently created a short walkthrough and interactive workflow to help visualize the lifecycle of building an agent in Copilot Studio. The framework focuses on the following stages: Goal Create Authentication Topics Conversations Knowledge Actions Evaluate (Test) Publish Evaluate (Analytics) Improve One observation from working with Copilot Studio is that many discussions focus heavily on building and publishing agents, while the evaluation and continuous improvement phases often receive less attention. The workflow emphasizes that agent development is an iterative process: Define the business goal. Design the conversation experience. Connect knowledge and actions. Validate through testing. Publish to users. Analyze real-world usage. Continuously improve based on insights. I created a short video demonstrating this workflow and would appreciate feedback from the community. Video Walkthrough: https://www.linkedin.com/posts/sajeda-sultana-974409203_microsoftcopilotstudio-copilotstudio-aiagents-ugcPost-7470493628478435328-zBJN/11Views0likes0CommentsHow AI can interact with Microsoft Dynamics 365 Business Central?
πΉ What is MCP? Think of MCP as a secure bridge between AI agents and Business Central. It enables AI to retrieve, add, and update live business data using natural language prompts. πΉ What you'll learn in this tutorial: β Understanding MCP and its role in AI-powered business applications β Configuring the MCP Server in Business Central β Defining and exposing Business Central objects for AI access β Building a custom AI agent in Copilot Studio β Connecting the agent to Business Central through MCP β Testing the integration with real-world scenarios, such as retrieving live customer information One of the most exciting aspects of MCP is how it simplifies the connection between AI and enterprise systems, opening new possibilities for automation, productivity, and intelligent business processes. Whether you're a Business Central Consultant, Developer, Functional Consultant, or simply interested in the future of AI-powered ERP solutions, this tutorial is an excellent starting point. π₯ Watch the tutorial here: https://www.youtube.com/watch?v=XXDa68oFTw8 What Business Central use cases would you like to see powered by AI agents? #BusinessCentral #Dynamics365 #MCP #ModelContextProtocol #CopilotStudio #MicrosoftCopilot #AIAgents #GenerativeAI #ArtificialIntelligence #PowerPlatform #Dynamics365BusinessCentral #ERP #DigitalTransformation51Views1like0CommentsHow to Get Swags From Microsoft
Hi Team, Greetings of the Day, I'm completed the some Microsoft Azure Certifications. But , I'm not apply for the Gifts like T-Shirts..etc from Microsoft. Could anyone please help me in this.. How to apply and get those... please reply me... Warm Regards, Vanamali. vanamalimatha How to Applu55KViews3likes16CommentsWhat outside knowledge is required for AI-102 exam?
Hello, the page for the https://docs.microsoft.com/en-us/learn/certifications/azure-ai-engineer/ says, "Candidates for this certification should be proficient in C# or Python and should be able to use REST-based APIs and SDKs to build computer vision, natural language processing, knowledge mining, and conversational AI solutions on Azure." The page also lists a number of learning paths to prepare for the AI-102 exam. What I'm wondering is: What additional knowledge (of C#, Python, etc.) that is not covered in the learning paths listed is required for the exam? The https://query.prod.cms.rt.microsoft.com/cms/api/am/binary/RE3VEHf doesn't specify this either.Solved3.3KViews2likes4CommentsA Helpful AI-Powered Learning Experience I Found While Preparing for PL-400 within Microsoft Learn
While preparing for the PL-400 (Microsoft Power Platform Developer) exam, I discovered a very useful learning feature in some Microsoft Learn modules. In a few modules, the Module Assessment appears to include AI-generated questions. What I found particularly helpful is that when I answered a question incorrectly and retook the assessment, Microsoft Learn didn't just generate completely new questions. Instead, it often brought back the concepts I had previously answered incorrectly while also introducing new questions. This approach helped me reinforce weak areas and better understand the module content rather than simply memorizing answers. It felt more like adaptive learning, where the assessment focuses on concepts that need more attention. Also, if you find this AI-generated learning experience helpful, consider using the "Provide feedback about AI-generated content" option available in Microsoft Learn. Sharing feedback can help Microsoft continue improving these learning experiences for certification candidates. Has anyone else noticed this behavior in Microsoft Learn assessments? I'd be interested to hear whether you've had a similar experience while preparing for Microsoft certifications.You no longer need to be a developer to build an AI agent.
Thatβs 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: β What AI agents actually are β How Copilot Studio works β Connecting enterprise knowledge (SharePoint, Dynamics 365, PDFs, websites) β Adding tools like Outlook, Teams, and workflows β Multi-agent architecture β Deploying AI agents across Teams, websites, WhatsApp, Slack, and more If youβve been curious about enterprise AI , this guide is for you. π Read the full article here: https://lnkd.in/ecffBTyR240Views5likes4CommentsGlobal 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.70Views0likes2CommentsRequest 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.405Views0likes5CommentsBuild an AI Resume Screening Multi-Agent
Hello everyone π 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: β’ Power Automate β’ AI Builder β’ SharePoint β’ Outlook β’ GPT-Based Prompting This is Part 1 of my AI Hiring Multi-Agent Series. Iβd 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?85Views0likes1CommentHow to access my web mail to outlook
Hi, I'm looking for a way to access my webmail through Outlook. although I appreciate Gmail's functionality and I'm previously using that, but I find the interface and overall experience of Outlook more appealing. So looking for a solution that allows me to manage my emails from my website page using my outlook account. With Gmail, I know that this is possible, but I would prefer to utilize outlook's because of better experience. I will appreciate yor I'd appreciate any guidance or information on how to achieve this integration between my webmail and Outlook. Thank you!Solved59KViews0likes7CommentsMastering the Kubernetes Gateway API is tomorrow!
For years, Kubernetes Ingress has been the default, yet it often forces teams into a fragile web of vendor-specific "annotation hell" to handle modern traffic requirements. The Gateway API moves beyond these limitations, offering an expressive, role-oriented standard that fundamentally rethinks the networking stack. Us tomorrow as Wolfgang Ofner takes us through Mastering the Kubernetes Gateway API! https://techcommunity.microsoft.com/event/905f6364-959b-4f0a-bb85-10c14d665ed6/mastering-the-kubernetes-gateway-api/451858870Views0likes0CommentsAI-102 Delivery Completed β Preparing for AI-103: How Is Microsoft AI Training Evolving?
Completed another AI-102 training delivery β 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 β or most challenging β 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 CafΓ© 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 CafΓ© Weekly #FabricCoffee sessions at Microsoft Fabric Cafe https://www.youtube.com/@MicrosoftFabricCafe71Views0likes0CommentsAgent vs. Workflow in Copilot Studio - Which One Do I Actually Need?
Hey everyone! π 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. π 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 π€ 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. βοΈ 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 β 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 β 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 β Build an Agent No β 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! π 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. πStop Writing Promotional Emails. Build an AI Agent That Does It For You.
Hi everyone π 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: β reads customer purchase data β matches category-based discounts β generates personalized promotional emails using AI β 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 customerβs 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 π View the newsletter If you enjoy building practical AI automations or exploring real-world AI agent ideas, I think youβll enjoy this edition. Iβd genuinely love to hear your thoughts and learn how others are approaching AI-driven automation in their own projects πMicrosoft 365 and AI Services Administrator Blueprint Survey Opportunity
Microsoft is considering a credential for Microsoft 365 and AI Services Administrator, and we need your input through our exam blueprinting survey. The blueprint determines how many questions each skill in the exam will be assigned. Please complete the online survey by May 26, 2026. Please also feel free to forward the survey to any colleagues you consider subject matter experts for this certification. If you have any questions, feel free to contact John Sowles at josowles@microsoft.com or Don Tanedo at dtanedo@microsoft.com. Microsoft 365 and AI Services Administrator blueprint survey link: https://www.starttest.com/starttest2/startsurvey?programid=187&guid=1D021424-4D61-407B-9C44-10DBB8D092F8337Views3likes4CommentsRegistering for the Microsoft AI-300 exam in beta mode for a date after the beta period?
If I am registering for the AI 300 and AI 103 exams when they are in beta mode and choosing an exam date in July or August 2026, if the exam is released as a live version (out of beta mode), would I have to pay once again to re-register for the live version? Can I still take the exam if I'd registered for it when it was in the beta phase? I will be paying the regular price and not using the discount that was made available to those who signed up early on to take the beta mode exam.322Views1like4CommentsMicrosoft Clarity on my Shopify store facing issue to setup
I have installed Microsoft Clarity on my Shopify store multiple times but the dashboard keeps redirecting to the Getting Started / Install page. I have tried clearing cache, incognito mode, enabling app embed in Shopify theme, uninstalling and reinstalling the app, and using different browsers. Nothing works. Project ID: wmr1zh66ue Platform: Shopify Issue: Dashboard stuck on /getting page after every install attempt Please help resolve this from the backend.42Views0likes0Comments
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