AI-103 Practice Questions & Answers | Set 1: Generative AI & Agents (36 Questions)

AI-103 practice questions and answers — Set 1: Generative AI & Agents. Test yourself with 36 exam-style questions, detailed explanations and multiple question formats covering RAG, agent tools, memory, evaluation and multi-agent workflows. Prepare for AI-103: Developing AI Apps and Agents on Azure, leading to Microsoft Certified: Azure AI Apps and Agents Developer Associate. Ryan reads each question; use the five-second countdown or pause for longer before reviewing the answer. START HERE Exam overview:    • AI-103 Exam Overview & Practice Guide | De...   Complete 140-question playlist:    • AI-103 Practice Questions & Answers | Deve...   WHAT THIS SET COVERS Build confidence with Microsoft Foundry application connections, private-knowledge grounding, Azure AI Search, function-calling contracts and complete tool round trips. Work through OpenAPI authentication, managed identity, MCP, A2A, streaming and computer-use feedback loops. Then distinguish conversation state from longer-term preferences, tune generation behavior, evaluate groundedness and completeness, investigate latency and token cost, and choose orchestration patterns with human approval and bounded autonomy. THE FIVE AI-103 DOMAINS — OUR SERIES ORDER Set 1 — Generative AI & Agentic Solutions (30–35%): LLM apps, RAG, tools, memory, orchestration, evaluation and safeguards. Set 2 — Plan and Manage Azure AI Solutions (25–30%): model/deployment choices, architecture, CI/CD, identity, cost, monitoring and Responsible AI. Set 3 — Computer Vision Solutions (10–15%): image/video creation and editing, visual analysis, multimodal understanding and visual safety. Set 4 — Text Analysis Solutions (10–15%): entities, summaries, sentiment, sensitive text, translation, speech and audio workflows. Set 5 — Information Extraction Solutions (10–15%): OCR, layout, document fields, Content Understanding and Search grounding pipelines. CHAPTERS 0:00 Introduction and instructions 1:00 Grounded apps & tool contracts 7:38 External tools & response delivery 13:20 Conversation state & generation 19:53 Evaluation & observability 27:38 Orchestration & safeguards 35:19 Score and review HOW TO PRACTICE Ryan reads the scenario and choices. Use the silent five-second countdown to choose; pause whenever you need more time. Compare your answer with the explanation and review the decision behind any mistake. Formats across the series include single-answer multiple choice, select-two, drag-and-drop matching, dropdowns, Yes/No grids and ordering. These are video demonstrations, not an interactive exam simulator. Give yourself one practice point only when every part is correct. SEARCHING FOR AI-103 EXAM PREPARATION? This series provides AI103 certification questions and scenario-based AI certification exam practice questions. If you searched for an “AI 103 dump” or “AI-103 exam dumps”, use these explained practice sets to build understanding. The videos contain unofficial, adapted and original practice scenarios, without leaked exam questions, official-exam access claims or a pass guarantee. STUDY NOTES Answers were checked against primary documentation on 24 October 2026. Availability, model features, APIs and preview limits can change. Check the current study guide and service documentation for your exam date. Practice scores do not predict an exam result. Combine these videos with Microsoft Learn and hands-on Azure work. Official AI-103 study guide: https://learn.microsoft.com/en-us/cre... Microsoft Foundry documentation: https://learn.microsoft.com/en-us/azu... ARUMAI — Prep made excellent. Subscribe for certification practice and applied AI learning:    / @getarumai   Explore Arumai: https://arumai.in Independent educational content. Not affiliated with or endorsed by Microsoft. #AI103 #AzureAI #AICertification WATCH THE COMPLETE AI-103 PRACTICE SERIES Set 1 — Generative AI & Agents (36 Questions):    • AI-103 Practice Questions & Answers | Set ...   Set 2 — Plan & Manage Azure AI (32 Questions):    • AI-103 Practice Questions & Answers | Set ...   Set 3 — Computer Vision (24 Questions):    • AI-103 Practice Questions & Answers | Set ...   Set 4 — Text Analysis & Speech (24 Questions):    • AI-103 Practice Questions & Answers | Set ...   Set 5 — Information Extraction (24 Questions):    • AI-103 Practice Questions & Answers | Set ...