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Microsoft AI-103: RAG, Vector Search, and Grounding
Retrieval-augmented generation is central to Microsoft AI-103 because it solves a practical limitation of generative models: the model should not…
EXAMTOPICS EDITORIAL
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Microsoft AI-103: Agents, Tools, and Conversation Memory
Microsoft AI-103 puts agentic systems near the center of the certification. A Foundry agent is not simply a chat model…
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Microsoft AI-103: Designing Multi-Agent Workflows
Multi-agent systems are attractive because they let a solution divide work among specialized roles. Microsoft AI-103 explicitly includes orchestrated multi-agent…
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Microsoft AI-103: Responsible AI Guardrails
Responsible AI in Microsoft AI-103 is operational, not ceremonial. The archived Microsoft Foundry guidance organizes the work around discovering risks,…
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Microsoft AI-103: Monitoring, Tracing, and Evaluation
AI applications need two kinds of evidence: operational telemetry that explains how the system behaved and evaluation results that explain…
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Microsoft AI-103: Private Networking and Managed Identity
Security scenarios in Microsoft AI-103 frequently combine two separate questions: how traffic reaches Microsoft Foundry and connected data services, and…
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Microsoft AI-103: Designing Multimodal Vision Workflows
The visual work in Microsoft AI-103 is not one uniform image-recognition task. An equipment-support app may need to interpret a…
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Microsoft AI-103: Text, Speech, and Translation
Microsoft AI-103 groups text analysis, translation and speech because real applications move between these forms of language. A call-center assistant…
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Microsoft AI-103: Document Extraction with Content Understanding
A practical Microsoft AI-103 document pipeline begins by asking what the application must retain. An invoice extractor needs field values…
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Microsoft AI-103: CI/CD and GenAIOps for Azure AI
Preparation for Microsoft AI-103 benefits from understanding CI/CD and GenAIOps because changing an AI application is not the same as…
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Microsoft AZ-104: Identity and Governance Priorities
The archived April 2026 AZ-104 objectives allocate 20–25% to identity and governance, making it a substantial domain for that revision.…
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AZ-104: Microsoft Entra ID Administration
The archived April 2026 AZ-104 objectives cover Microsoft Entra user and group management, account properties, licensing, external-user access, and self-service…
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Microsoft AZ-104: RBAC, Policy, and Governance
AZ-104 expects administrators to manage built-in Azure roles, assign roles at different scopes, interpret access assignments, implement Azure Policy, configure…
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Microsoft AZ-104: Azure Blob and File Storage
The AZ-104 storage domain covers access controls, storage-account configuration, redundancy, replication, encryption, data-movement tools, Azure Files, Blob Storage, tiers, soft…
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Microsoft AZ-104: Operating Azure Virtual Machines
Virtual machine administration remains a core part of the AZ-104 compute domain. The archived April 2026 AZ-104 objectives include VM…