How Do We Know AI Isn’t Lying? The Art of Evaluating LLMs in RAG Systems
🔍 1. Why Evaluating LLM Responses is Hard In classical programming, correctness is binary. Input Expected Result 2 + 2 4 ✔ Correct 2 + 2 5 ✘ Wrong Software is deterministic — same input → same output. LLMs are probabilistic. They generate one of many valid word combinations, like forming sentences from multiple possible synonyms and sentence structures. Example: Prompt: "Explain gravity like I'm 10" Possible responses: Response A Response B Gravity is a force that pulls everything to Earth. Gravity bends space-time causing objects to attract. Both are correct. Which is better? Depends on audience. So evaluation needs to look beyond text similarity. We must check: ✔ Is the answer meaningful? ✔ Is it correct? ✔ Is it easy to understand? ✔ Does it follow prompt intent? Testing LLMs is like grading essays — not checking numeric outputs. 🧠 2. Why RAG Evaluation is Even Harder RAG introduces an additional layer — retrieval. The model no longer answers from memory; it must first read context, then summarise it. Evaluation now has multi-dimensions: Evaluation Layer What we must verify Retrieval Did we fetch the right documents? Understanding Did the model interpret context correctly? Grounding Is the answer based on retrieved data? Generation Quality Is final response complete & clear? A simple story makes this intuitive: Teacher asks student to explain Photosynthesis. Student goes to library → selects a book → reads → writes explanation. We must evaluate: Did they pick the right book? → Retrieval Did they understand the topic? → Reasoning Did they copy facts correctly without inventing? → Faithfulness Is written explanation clear enough for another child to learn from? → Answer Quality One failure → total failure. 🧩 3. Two Types of Evaluation 🔹 Intrinsic Evaluation — Quality of the Response Itself Here we judge the answer, ignoring real-world impact. We check: ✔ Grammar & coherence ✔ Completeness of explanation ✔ No hallucination ✔ Logic flow & clarity ✔ Semantic correctness This is similar to checking how well the essay is written. Even if the result did not solve the real problem, the answer could still look good — that’s why intrinsic alone is not enough. 🔹 Extrinsic Evaluation — Did It Achieve the Goal? This measures task success. If a customer support bot writes a beautifully worded paragraph, but the user still doesn’t get their refund — it failed extrinsically. Examples: System Type Extrinsic Goal Banking RAG Bot Did user get correct KYC procedure? Medical RAG Was advice safe & factual? Legal search assistant Did it return the right section of the law? Technical summariser Did summary capture key meaning? Intrinsic = writing quality. Extrinsic = impact quality. A production-grade RAG system must satisfy both. 📏 4. Core RAG Evaluation Metrics (Explained with Very Simple Analogies) Metric Meaning Analogy Relevance Does answer match question? Ask who invented C++? → model talks about Java ❌ Faithfulness No invented facts Book says started 2004, response says 1990 ❌ Groundedness Answer traceable to sources Claims facts that don’t exist in context ❌ Completeness Covers all parts of question User asks Windows vs Linux → only explains Windows Context Recall / Precision Correct docs retrieved & used Student opens wrong chapter Hallucination Rate Degree of made-up info “Taj Mahal is in London” 😱 Semantic Similarity Meaning-level match “Engine died” = “Car stopped running” 💡 Good evaluation doesn’t check exact wording. It checks meaning + truth + usefulness. 🛠 5. Tools for RAG Evaluation 🔹 1. RAGAS — Foundation for RAG Scoring RAGAS evaluates responses based on: ✔ Faithfulness ✔ Relevance ✔ Context recall ✔ Answer similarity Think of RAGAS as a teacher grading with a rubric. It reads both answer + source documents, then scores based on truthfulness & alignment. 🔹 2. LangChain Evaluators LangChain offers multiple evaluation types: Type What it checks String or regex Basic keyword presence Embedding based Meaning similarity, not text match LLM-as-a-Judge AI evaluates AI (deep reasoning) LangChain = testing toolbox RAGAS = grading framework Together they form a complete QA ecosystem. 🔹 3. PyTest + CI for Automated LLM Testing Instead of manually validating outputs, we automate: Feed preset questions to RAG Capture answers Run RAGAS/LangChain scoring Fail test if hallucination > threshold This brings AI closer to software-engineering discipline. RAG systems stop being experiments — they become testable, trackable, production-grade products. 🚀 6. The Future: LLM-as-a-Judge The future of evaluation is simple: LLMs will evaluate other LLMs. One model writes an answer. Another model checks: ✔ Was it truthful? ✔ Was it relevant? ✔ Did it follow context? This enables: Benefit Why it matters Scalable evaluation No humans needed for every query Continuous improvement Model learns from mistakes Real-time scoring Detect errors before user sees them This is like autopilot for AI systems — not only navigating, but self-correcting mid-flight. And that is where enterprise AI is headed. 🎯 Final Summary Evaluating LLM responses is not checking if strings match. It is checking if the machine: ✔ Understood the question ✔ Retrieved relevant knowledge ✔ Avoided hallucination ✔ Provided complete, meaningful reasoning ✔ Grounded answer in real source text RAG evaluation demands multi-layer validation — retrieval, reasoning, grounding, semantics, safety. Frameworks like RAGAS + LangChain evaluators + PyTest pipelines are shaping the discipline of measurable, reliable AI — pushing LLM-powered RAG from cool demo → trustworthy enterprise intelligence. Useful Resources What is Retrieval-Augmented Generation (RAG) : https://azure.microsoft.com/en-in/resources/cloud-computing-dictionary/what-is-retrieval-augmented-generation-rag/ Retrieval-Augmented Generation concepts (Azure AI) : https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/concepts/retrieval-augmented-generation RAG with Azure AI Search – Overview : https://learn.microsoft.com/en-us/azure/search/retrieval-augmented-generation-overview Evaluate Generative AI Applications (Microsoft Learn – Learning Path) : https://learn.microsoft.com/en-us/training/paths/evaluate-generative-ai-apps/ Evaluate Generative AI Models in Microsoft Foundry Portal : https://learn.microsoft.com/en-us/training/modules/evaluate-models-azure-ai-studio/ RAG Evaluation Metrics (Relevance, Groundedness, Faithfulness) : https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/rag-evaluators RAGAS – Evaluation Framework for RAG Systems : https://docs.ragas.io/Microsoft 365 & Power Platform product updates call
💡Microsoft 365 & Power Platform product updates call concentrates on the different use cases and features within the Microsoft 365 and in Power Platform. Call includes topics like Microsoft 365 Copilot, Copilot Studio, Microsoft Teams, Power Platform, Microsoft Graph, Microsoft Viva, Microsoft Search, Microsoft Lists, SharePoint, Power Automate, Power Apps and more. 👏 Weekly Tuesday call is for all community members to see Microsoft PMs, engineering and Cloud Advocates showcasing the art of possible with Microsoft 365 and Power Platform. 📅 On the 7th of April we'll have following agenda: News and updates from Microsoft Together mode group photo Sébastien Levert – Connecting agents in Copilot Chat - Composing an agent ecosystem Zach Rosenfield – Introduction to custom AI Skills in SharePoint Paolo Pialorsi – Connected Declarative Agents for Microsoft 365 Copilot 📞 & 📺 Join the Microsoft Teams meeting live at https://aka.ms/community/ms-speakers-call-join 🗓️ Download recurrent invite for this weekly call from https://aka.ms/community/ms-speakers-call-invite 👋 See you in the call! 💡 Building something cool for Microsoft 365 or Power Platform (Copilot, SharePoint, Power Apps, etc)? We are always looking for presenters - Volunteer for a community call demo at https://aka.ms/community/request/demo 📖 Resources: Previous community call recordings and demos from the Microsoft Community Learning YouTube channel at https://aka.ms/community/youtube Microsoft 365 & Power Platform samples from Microsoft and community - https://aka.ms/community/samples Microsoft 365 & Power Platform community details - https://aka.ms/community/home 🧡 Sharing is caring!Microsoft 365 & Power Platform Community call
💡 Microsoft 365 & Power Platform Development bi-weekly community call focuses on different use cases and features within the Microsoft 365 and Power Platform - across Microsoft 365 Copilot, Copilot Studio, SharePoint, Power Apps and more. 👏 Looking to catch up on the latest news and updates, including cool community demos, this call is for you! 📅 On 9th of April we'll have following agenda: Copilot prompt of the week CommunityDays.org update Microsoft 365 Maturity model Latest on PnP Framework and Core SDK extension Latest on PnP PowerShell Latest on script samples Latest Copilot pro dev samples Latest on Power Platform samples Picture time with the Together Mode! Fabian Hutzli (die Mobiliar) – How to govern Sites.Selected Access Ejaz Hussain (Advania UK) – How to trigger an authenticated Power Automate flow from a SharePoint document library Nello d’Andrea (die Mobiliar) – Making SPFx upgrades smooth and easy with Claude Code 📅 Download recurrent invite from https://aka.ms/community/m365-powerplat-dev-call-invite 📞 & 📺 Join the Microsoft Teams meeting live at https://aka.ms/community/m365-powerplat-dev-call-join 👋 See you in the call! 💡 Building something cool for Microsoft 365 or Power Platform (Copilot, SharePoint, Power Apps, etc)? We are always looking for presenters - Volunteer for a community call demo at https://aka.ms/community/request/demo 📖 Resources: Previous community call recordings and demos from the Microsoft Community Learning YouTube channel at https://aka.ms/community/youtube Microsoft 365 & Power Platform samples from Microsoft and community - https://aka.ms/community/samples Microsoft 365 & Power Platform community details - https://aka.ms/community/home 🧡 Sharing is caring!Low code solutions at the Microsoft 365 Community Conference
With backlogs getting longer each day and teams that can’t wait for solutions, it’s never been more important to build—fast. AI provides low-code solutions that put innovation in anyone’s hands. If you’ve ever been interested in creating applications using visual building blocks like drag-and-drop interfaces, you’ll want to see what’s possible at Microsoft 365 Community Conference. Don’t miss the Day 1 keynote! Ryan Cunningham, Corporate Vice President of Microsoft Power Platform, will take the M365 Community Conference audience inside how work is being reimagined in the age of AI. His keynote, Business Apps and Agents, explores how Microsoft 365 Copilot, Copilot Studio, Power Apps, and agent experiences come together to help makers build powerful solutions while enabling IT teams to deploy and govern them at scale. Through real‑world demos and scenarios, Ryan will show how organizations can connect data, workflows, and systems into intelligent agents that don’t just respond, but take action, ushering in a new model for how people, processes, and technology work together to move work forward. Build your next app or AI agent with Power Platform and Copilot Studio Power Platform and Copilot Studio provide an intuitive and engaging way to build apps and agents that create a real business impact. You’re able to describe your business needs using plain language, and the services will generate an app and data model for you—no coding required. This capability can be groundbreaking for an organization. Learn more about Copilot in Power Platform. Agent orchestration and governance As technology allows you to start moving faster and faster, safety becomes even more important. Modern governance allows you to work quickly while staying secure. By connecting agents with orchestration tools, you can apply different privileges, knowledge, and governance or audit controls. That’s one of the great things about the Microsoft 365 Community Conference, you’ll be able to meet with Microsoft leaders and Product experts who can help you connect your agents or any other dots you might have. 16 low-code sessions Experience low-code solutions for yourself at the Microsoft 365 Community Conference. This conference is a great opportunity to connect with hundreds of Microsoft executives, subject matter experts, product makers, and colleagues to learn how to unlock solutions that will accelerate your AI transformation. Throughout the conference there will be plenty of opportunities to learn about Copilot Studio, Power Platform, and using AI to help you build faster. Session topics include: Dataverse: Everything, Everywhere, Here and There with Charles Lakes Advanced List Formatting with Chris Kent Battle of the Forms: Microsoft Forms vs. Power Apps vs. SharePoint Forms with Laura Rogers Copilot "Employee Agents" with Kyle Von Haden From Reactive to Proactive: Automating Work with Copilot and Workflows Agent with Heather Orta-Olmo Get Started with Adaptive Cards for Microsoft Teams Using Microsoft Lists and Power Automate with Norm Young Powerful Things: Defeating the Demogorgon of Power Apps Inconsistency with David Warner Prompt Builder Playbook with April Dunnam and Daniel Laskewitz From Chaos to Clarity: Hyperautomation That Actually Works with Danielle Moon The Power Apps Builder’s Guide for Choosing the Right Path with April Dunnam Supercharge Your Agents with Computer Use in Copilot Studio with Sravani Seethi and Phi-Lay Nguyen How Microsoft Actually Builds Copilot Agents with Kristina Marko and Clint Williams Seeking Your Approval: Mastering Approvals in Microsoft 365 with Lindsay Shelton Top Wins - Copilot and Agents for Non Profit with Karuana Gatimu Top Wins - Copilot and Agents for Retail with Karuana Gatimu and Danielle Moon MCP or not to MCP - that is THE question with April Dunnam and Daniel Laskewitz Explore all the low-code sessions in our session catalog. Register today! We hope to see you at the Microsoft 365 Community Conference!More standards are coming to the Teach Module and Teams for Education!
Hi everyone! As educators, you have told us that aligning lessons, assessments, and classroom materials to the standards you actually use is one of the most important parts of making AI-powered teaching tools useful in practice. When standards are available and easy to apply, it becomes much faster to create materials that fit your local curriculum and instructional goals. That is why we are continuing to expand the standards experience across Microsoft Education. We are excited to share a new wave of international standards coming to the standards experience in Teach and in Teams for Education. These standards will support experiences in the Teach module across Lesson Plans, Quizzes, and Rubrics, and they are also coming to Assignments in Teams for Education. If you don't see your country listed, you can request more standards at this link. In this post, we will share what is coming this week, what is planned over the next two months, what we are targeting for summer, and how we plan to keep you updated going forward. Why this matters Standards alignment helps you spend less time translating curriculum requirements into classroom materials and more time supporting student learning. Whether you are building a lesson plan, generating a quiz, creating a rubric, or preparing future assignments workflows in Teams for Education, access to the right standards makes those experiences more relevant and easier to use. Our goal is to keep expanding coverage so more educators can work with the standards they already know and trust, in more countries, subjects, and grade bands. New standards added in 2025 In 2025, we expanded standards coverage with a new set of international additions, including: Austria Canada - Ontario Early Language Learners Health & PE Technology Education Art Canada - Quebec Francophone Canada - Ontario World Languages French as a Second Language Native Languages American Sign Language as a Second Language Classical Studies and International Languages Egypt England Arts Education Health & PE World Languages Technology Education Career Technical Education Finland Kuwait UK GCE AS and A Level Qualifications across a broad range of subject areas These additions helped expand standards coverage beyond core national frameworks and into more subject-specific and qualification-based experiences. Recently added We have already started rolling out new international standards this spring. Recent additions include: Czech Republic UK additions, including recent support for Scotland, Wales, and UK GCE AS and A Level qualifications New Brunswick - Technology Standards Kuwait - Language Arts, Math, Social Studies Estonia - Language Arts, Math, Science Estonia - Social Studies Latvia New Brunswick - Language Arts, Math, Science, Social Studies These recent additions laid the groundwork for the next wave of standards now arriving across Teach and Teams for Education. Coming this week This week, we are adding the following standards to the standards experience in Teach and Teams for Education: Finland Lithuania Norway Romania These additions continue our recent rollout of international standards and expand access for educators who want to align AI-assisted lesson creation and assessment workflows to local curriculum expectations. Coming in the next two months Over the next two months, we expect to continue expanding standards coverage with the following additions: Slovakia Sweden Egypt Canada - Quebec Francophone Standards India NCERT - Hindi Language Arts India NCERT - Sanskrit Language Arts Bahrain Lebanon Oman Qatar Greece We also have additional standards in progress that are on the roadmap, with timing still being finalized: Austria Kuwait - Science India NCERT - Urdu Language Arts Australia ACARA National Technology Education Health & PE Art Languages Canada - New Brunswick additional subject expansion Health & PE Art Languages Norway vocational standards As these become available, they will light up the same standards-backed experiences across Teach and Teams for Education. Planned for summer Looking ahead, we are planning an even broader set of standards expansions over the summer. This work is designed to add more international coverage across core subjects and additional curriculum frameworks. The following are planned for summer: Belgium - Flemish Catholic Network Standards (VVKSO) Language Arts, Math, Science, Social Studies Canada, British Columbia ADST (Entrepreneurship & Marketing) Career Education (Career-Life Education, Career-Life Connections) Core Competencies Canada: Ontario Business Studies Canadian & World Studies Co-op Ed Guidance & Career Ed Ontario Catholic expectations (ICE) CEFR (Common European Framework of Reference for Languages) Language Arts Portugal Language Arts, Math, Science, Social Studies Germany: NRW State Kernlehrplan Language Arts, Math, Science, Social Studies Hong Kong Language Arts, Math, Science, Social Studies Turkey Language Arts, Math, Science, Social Studies Vietnam Language Arts, Math, Science, Social Studies Costa Rica Language Arts, Math, Science, Social Studies Peru Language Arts, Math, Science, Social Studies Guatemala Language Arts, Math, Science, Social Studies Morocco Language Arts, Math, Science, Social Studies Croatia Language Arts, Math, Science, Social Studies Kenya Language Arts, Math, Science, Social Studies Bolivia Language Arts, Math, Science, Social Studies Chile Language Arts, Math, Science, Social Studies Pakistan Language Arts, Math, Science, Social Studies Panama Language Arts, Math, Science, Social Studies This planned summer wave reflects our continued focus on expanding standards coverage in ways that are useful for real classroom workflows across regions. Where you will see these standards As standards coverage expands, educators will see the impact across several experiences: Teach module - Lesson Plans Teach module - Quizzes Teach module and Teams for Education – Rubrics Teams for Education – Assignments Instructions (Coming soon) This means more opportunities to use standards as part of lesson creation, assessment design, and classroom workflows without having to start from scratch. What this means for educators As more standards become available, you will be able to: Align lesson materials to more local and regional curriculum requirements Build quizzes and rubrics that better reflect what students are expected to know and do Use standards-backed workflows in Teach across more countries and subject areas Prepare for future standards-aligned experiences in Assignments in Teams for Education For educators working across multiple countries, languages, or curriculum systems, this expanded coverage can help reduce manual work and make AI-generated outputs more relevant to your teaching context. We plan to keep sharing updates We also plan to share regular blog updates roughly every quarter so you can see what standards are newly available, what is rolling out next, and where we are continuing to expand coverage. Our goal is to make these updates easier to track so educators, school leaders, and partners can stay current on what is available in the standards experience across Microsoft Education. Helpful links Getting started with Teach Modify content - Align to Standards Microsoft Teams for Education International standards currently available through EdGate Request additional standards Share feedback with us by joining our EDU Insider Program Have questions or want to let us know which standards you would like to see next? Drop a comment below or submit a request through our Standards Feedback form. We would love to hear what curriculum frameworks matter most in your classrooms. Until next time, Samantha Fisher · Microsoft EducationAnnouncing the 2026 Microsoft 365 Community Conference Keynotes
The Microsoft 365 Community Conference returns to Orlando this April, bringing together thousands of builders, innovators, creators, communicators, admins, architects, MVPs, and product makers for three unforgettable days of learning and community. This year’s theme, “A Beacon for Builders, Innovators & Icons of Intelligent Work,” celebrates the people shaping the AI‑powered future — and the keynote lineup reflects exactly that. These leaders will set the tone for our biggest, boldest M365 Community Conference. Below is your first look at the official 2026 keynote order and what to expect from each session. Opening Keynote Jeff Teper — President, Microsoft 365 Collaborative Apps & Platforms Building for the future: Microsoft 365, Agents and AI, what's new and what's next Join Jeff Teper, to discover how AI-powered innovation across Copilot, Teams, and SharePoint is reshaping how people communicate, create, and work together. This session highlights what’s new, what’s fundamentally different, and why thoughtful design continues to matter. See the latest advances in AI and agents, gain insight into where collaboration is headed, and learn why Microsoft is the company to continue to bet on when it comes to building what’s next. Expect: New breakthroughs in collaboration powered by AI and agents Fresh innovations across Teams, Copilot, and SharePoint Practical guidance on how design continues to shape effective teamwork Real world demos that show how AI is transforming communication and content Insight into what is new, what is changing, and what is coming next Business Apps & Agents Keynote Ryan Cunningham — Corporate Vice President, Power Platform In this keynote, Ryan Cunningham will share how Microsoft 365 Copilot, Copilot Studio, Power Apps, and Agent 365 come together to help makers build powerful agents and help IT teams deploy and govern them at scale. We’ll share how organizations can design, extend, and govern a new model for the intelligent workplace – connecting data, workflows, and systems into intelligent agents that move work forward. Copilot, apps, and agents: the next platform shift for Microsoft 365 Microsoft 365 Copilot has changed how we interact with software. Now AI agents are changing how work gets done – moving from responding to prompts to taking action, across the tools and data your organization already relies on. Expect: A clear explanation of how to leverage and build with Copilot and agents How agents access data, use tools, and complete multi-step work A deeper look at the latest capabilities across Microsoft 365 Copilot, Copilot Studio, and Power Apps End-to-end demos of agents in action Security, Trust & Responsible AI Keynote Vasu Jakkal — Corporate Vice President, Microsoft Security & Rohan Kumar — Corporate Vice President, Microsoft Security, Purview & Trust In our third keynote, Vasu Jakkal and Rohan Kumar join forces to address one of the most urgent topics of the AI era: trust and security at scale. As organizations accelerate into AI‑powered work, safeguarding identities, data, compliance, and governance is mission‑critical. Securing AI: Building Trust in the Era of AI Join Vasu Jakkal and Rohan Kumar as they unveil Microsoft’s vision for securing the new frontier of AI—showing how frontier firms are protecting their data, identities, and models amid rapid AI adoption. This session highlights how Microsoft is embedding security and governance into every layer of our AI platforms and unifying Purview, Defender, Entra, and Security Copilot to defend against threats like prompt injection, model tampering, and shadow AI. You’ll see how built-in protections across Microsoft 365 enable responsible, compliant AI innovation, and gain practical guidance to strengthen your own security posture as AI transforms the way everyone works. Expect: Microsoft's unified approach to secure AI transformation Forward‑looking insights across Security, Purview & Trust Guidance for building safe, responsible AI environments How to protect innovation without slowing momentum Future of Work Fireside Keynote Dr. Jaime Teevan — Chief Scientist & Technical Fellow, Microsoft Dr. Jaime Teevan, one of the foremost thought leaders on AI, productivity, and how work is evolving. In this intimate fireside‑style session, she’ll share research, real‑world insights, and Microsoft’s learnings from being both the maker and the first customer of the AI‑powered workplace. Expect: Insights from decades of workplace research The human side of AI transformation Practical guidance for leaders, creators, and practitioners Why collaboration is essential to unlock the true potential of AI. Community Closer Keynote Karuana Gatimu - Director, Microsoft Customer Advocacy Group & Heather Cook - Principal PM, MIcrosoft Customer Advocacy Group From Momentum to Movement: Where Community Goes Next As the final moments of Microsoft 365 Community Conference come to a close, Heather Cook and Karuana Gatimu invite the community to pause, reflect, and look forward together. This Community Closer keynote connects the breakthroughs, conversations, and shared experiences of the week into a bigger story—one about people, purpose, and progress. Together, they’ll explore how community transforms technology into impact, how advocates and builders shape what’s next across Microsoft 365, and why this moment matters more than ever. More than a recap, this session is a call to action—challenging attendees to take the energy of the conference back to their teams, regions, and communities, and turn inspiration into sustained momentum. You’ll leave not just with ideas, but with clarity, confidence, and a renewed sense of belonging—because community doesn’t end when the conference does. It’s where the real work begins. More Than Keynotes: Why You’ll Want to Be in Orlando The M365 Community Conference brings together: 200+ sessions and breakouts 21 hands‑on workshops 200+ Microsoft engineers and product leaders onsite The Microsoft Innovation Hub Ask the Experts, Meet & Greets, and Community Studio Women in Tech & Allies Luncheon SharePoint’s 25th Anniversary Celebration And an epic attendee party at Universal’s Islands of Adventure Whether you create, deploy, secure, govern, design, or lead with Microsoft 365 — this is your community, and this is your moment. Join Us for the Microsoft 365 Community Conference April 21–23, 2026 Loews Sapphire Falls & Loews Royal Pacific 👉 Register now: https://aka.ms/M365Con26 Use the SAVE150 code for $150USD off current pricing Come be part of the global community building the future of intelligent work.
📣 Getting Started with AI and MS Copilot - Arabic
👋 مرحبًا بالمعلمين والمعلمات! نأمل أن تكونوا بخير 🌟 هل ترغبون في استكشاف عالم الذكاء الاصطناعي مع Microsoft Copilot؟ ندعوكم لحضور جلسة "مقدمة إلى الذكاء الاصطناعي مع Copilot من مايكروسوفت"، المصمّمة خصيصًا للمعلمين الذين يبدؤون رحلتهم مع Copilot. في هذه الجلسة التفاعلية والعملية، سنقوم معًا برسم "وجهة أحلامنا" باستخدام الذكاء الاصطناعي، ونتعرّف على أساسيات الذكاء الاصطناعي التوليدي، كيفية كتابة تعليمات (Prompts) فعّالة، وأفضل الطرق لتوظيف هذه الأدوات داخل الصف الدراسي. 📌 الجلسة ستكون باللغة العربية، مع أمثلة واقعية، مواد جاهزة، ومساحة مخصصة لطرح الأسئلة والتجربة العملية. 📅 اللقاء سيتم عبر Join the meeting now
