https://thedatacommunity.org/2026/05/25/exam-prep-hub-for-ai-103-develop-ai-apps-and-agents-on-azure/The Data Communityen2026-05-25T13:48:16+00:00Exam Prep Hub for AI-103: Develop AI Apps and Agents on Azurehttps://thedatacommunity.org/2026/05/25/implement-solutions-to-extract-entities-topics-summaries-and-structured-json-outputs-by-using-generative-prompting-and-foundry-tools-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:58+00:00Implement solutions to extract entities, topics, summaries, and structured JSON outputs by using generative prompting and Foundry Tools (AI-103 Exam Prep)Microsoft Certification, Azure AI Foundry, Text Analysis, Entity Extraction, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Generative Promptinghttps://thedatacommunity.org/2026/05/25/configure-detection-of-sentiment-tone-safety-issues-and-sensitive-content-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:46+00:00Configure detection of sentiment, tone, safety issues, and sensitive content (AI-103 Exam Prep)Microsoft Certification, Responsible AI, Sentiment Analysis, Text Analysis, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Inappropriate content detection, Content Detection, Tone Detectionhttps://thedatacommunity.org/2026/05/25/build-solutions-that-translate-text-by-using-azure-translator-in-foundry-tools-or-llm-powered-translation-flows-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:33+00:00Build solutions that translate text by using Azure Translator in Foundry Tools or LLM-powered translation flows (AI-103 Exam Prep)Microsoft Certification, Azure AI, Azure AI Foundry, Text Analysis, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Azure Translator, Translation flowshttps://thedatacommunity.org/2026/05/25/customize-language-model-outputs-for-domain-tasks-such-as-compliance-summarization-and-domain-extraction-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:22+00:00Customize language model outputs for domain tasks, such as Compliance Summarization and Domain Extraction (AI-103 Exam Prep)LLMs, Microsoft Certification, Text Analysis, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, RAG, Compliance Summarization, Domain Extractionhttps://thedatacommunity.org/2026/05/25/implement-workflows-to-convert-speech-to-text-and-text-to-speech-for-agentic-interactions-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:11+00:00Implement workflows to convert speech to text and text to speech for agentic interactions (AI-103 Exam Prep)Microsoft Certification, Speech Recognition, Speech Synthesis, Azure AI Speech, Text and Speech AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Speech to Text, Text to Speechhttps://thedatacommunity.org/2026/05/25/integrate-speech-as-an-agent-modality-including-custom-speech-models-ai-103-exam-prep/The Data Communityen2026-05-25T13:47:01+00:00Integrate speech as an agent modality, including custom speech models (AI-103 Exam Prep)Microsoft Certification, Speech Recognition, Speech Synthesis, Text and Speech AI, Azure Speech, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Speech as an Agent modailtyhttps://thedatacommunity.org/2026/05/25/enable-multimodal-reasoning-from-audio-inputs-ai-103-exam-prep/The Data Communityen2026-05-25T13:46:52+00:00Enable multimodal reasoning from audio inputs (AI-103 Exam Prep)Microsoft Certification, Speech Recognition, Speech Synthesis, Azure AI Speech, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Speech to Texthttps://thedatacommunity.org/2026/05/25/translate-speech-into-other-languages-by-using-language-models-and-foundry-tools-ai-103-exam-prep/The Data Communityen2026-05-25T13:46:40+00:00Translate speech into other languages by using Language Models and Foundry Tools (AI-103 Exam Prep)LLMs, Microsoft Certification, Azure AI Language, Language Translation, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, SLMs, MMMshttps://thedatacommunity.org/2026/05/25/ai-103-develop-ai-apps-and-agents-on-azure-practice-exam-1-30-questions-with-answers/The Data Communityen2026-05-25T13:46:30+00:00AI-103: Develop AI Apps and Agents on Azure – Practice Exam #1 (30 questions with answers)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI-103 Practice Exam Questionshttps://thedatacommunity.org/2026/05/25/ai-103-develop-ai-apps-and-agents-on-azure-practice-exam-2-30-questions-with-answers/The Data Communityen2026-05-25T13:46:20+00:00AI-103: Develop AI Apps and Agents on Azure – Practice Exam #2 (30 questions with answers)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI-103 Practice Exam Questionshttps://thedatacommunity.org/2026/05/25/ai-103-develop-ai-apps-and-agents-on-azure-practice-exam-3-30-questions-with-answers/The Data Communityen2026-05-25T13:46:11+00:00AI-103: Develop AI Apps and Agents on Azure – Practice Exam #3 (30 questions with answers)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI-103 Practice Exam Questionshttps://thedatacommunity.org/2026/05/25/ai-103-develop-ai-apps-and-agents-on-azure-practice-exam-4-30-questions-with-answers/The Data Communityen2026-05-25T13:46:01+00:00AI-103: Develop AI Apps and Agents on Azure – Practice Exam #4 (30 questions with answers)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI-103 Practice Exam Questionshttps://thedatacommunity.org/2026/05/25/ingest-and-index-content-such-as-documents-images-audio-and-video-ai-103-exam-prep/The Data Communityen2026-05-25T13:45:51+00:00Ingest and index content, such as documents, images, audio, and video (AI-103 Exam Prep)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Retrieval and Grounding Pipelines, Ingest and Index Contenthttps://thedatacommunity.org/2026/05/25/configure-semantic-search-hybrid-search-and-vector-search-for-grounding-ai-103-exam-prep/The Data Communityen2026-05-25T13:45:40+00:00Configure semantic search, hybrid search, and vector search for Grounding (AI-103 Exam Prep)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Vector Search, Retrieval and Grounding Pipelines, Semantic Search, Hybrid Search, Grounding, Hallucinationshttps://thedatacommunity.org/2026/05/25/implement-enrichment-by-using-custom-or-built-in-skills-for-text-images-and-layout-ai-103-exam-prep/The Data Communityen2026-05-25T13:45:30+00:00Implement enrichment by using custom or built-in skills for text, images, and layout (AI-103 Exam Prep)Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Retrieval and Grounding Pipelines, Content Enrichmenthttps://thedatacommunity.org/2026/05/25/configure-rag-ingestion-flow-including-documents-and-using-ocr-ai-103-exam-prep/The Data Communityen2026-05-25T13:45:19+00:00Configure RAG ingestion flow, including documents and using OCR (AI-103 Exam Prep)Microsoft Certification, OCR, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, RAG, Retrieval and Grounding Pipelineshttps://thedatacommunity.org/2026/05/25/connect-retrieval-pipelines-directly-to-workflows-and-agent-tools-ai-103-exam-prep/The Data Communityen2026-05-25T13:45:08+00:00Connect retrieval pipelines directly to workflows and agent tools (AI-103 Exam Prep)Microsoft Certification, Azure AI, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Retrieval and Grounding Pipelineshttps://thedatacommunity.org/2026/05/25/extract-information-by-using-multimodal-pipelines-that-combine-ocr-layout-analysis-and-field-extraction-ai-103-exam-prep/The Data Communityen2026-05-25T13:44:58+00:00Extract information by using multimodal pipelines that combine OCR, layout analysis, and field extraction (AI-103 Exam Prep)Microsoft Certification, OCR, Information Extraction, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Field Extractionhttps://thedatacommunity.org/2026/05/25/produce-clean-grounded-representations-to-use-with-agents-and-rag-by-using-content-understanding-ai-103-exam-prep/The Data Communityen2026-05-25T13:44:48+00:00Produce clean, grounded representations to use with agents and RAG by using Content Understanding (AI-103 Exam Prep)Microsoft Certification, Information Extraction, Azure Content Understanding, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, RAG, Grounding, Content Enrichmenthttps://thedatacommunity.org/2026/05/25/implement-analyzers-for-generating-structured-or-markdown-outputs-for-downstream-reasoning-by-using-content-understanding-ai-103-exam-prep/The Data Communityen2026-05-25T13:44:28+00:00Implement analyzers for generating structured or markdown outputs for downstream reasoning by using Content Understanding (AI-103 Exam Prep)Microsoft Certification, Information Extraction, Azure Content Understanding, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/enforce-visual-policy-rules-including-watermarks-prohibited-symbols-brand-usage-requirements-and-inappropriate-content-detection-ai-103-exam-prep/The Data Communityen2026-05-25T13:42:20+00:00Enforce visual policy rules, including watermarks, prohibited symbols, brand usage requirements, and inappropriate content detection (AI-103 Exam Prep)Generative AI, Microsoft Certification, Responsible AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Inappropriate content detectionhttps://thedatacommunity.org/2026/05/25/detect-and-mitigate-indirect-prompt-injection-by-using-embedded-text-in-images-ai-103-exam-prep/The Data Communityen2026-05-25T13:40:31+00:00Detect and mitigate indirect prompt injection by using embedded text in images (AI-103 Exam Prep)Microsoft Certification, Responsible AI, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI Securityhttps://thedatacommunity.org/2026/05/25/implement-filters-to-classify-unsafe-or-disallowed-visual-content-ai-103-exam-prep/The Data Communityen2026-05-25T13:39:10+00:00Implement filters to classify unsafe or disallowed visual content (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Responsible AI, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/implement-solutions-that-identify-objects-components-or-regions-within-images-or-video-ai-103-exam-prep/The Data Communityen2026-05-25T13:35:29+00:00Implement solutions that identify objects, components, or regions within images or video (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Object Detection, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, image detectionhttps://thedatacommunity.org/2026/05/25/configure-single-task-and-pro-mode-content-understanding-pipelines-ai-103-exam-prep/The Data Communityen2026-05-25T13:35:16+00:00Configure single-task and pro-mode Content Understanding pipelines (AI-103 Exam Prep)Microsoft Certification, Multimodal models, Azure Content Understanding, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/implement-video-analysis-workflows-to-process-and-interpret-video-segments-ai-103-exam-prep/The Data Communityen2026-05-25T13:35:03+00:00Implement video analysis workflows to process and interpret video segments (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/implement-visual-understanding-by-configuring-azure-content-understanding-in-foundry-tools-to-extract-visual-characteristics-ai-103-exam-prep/The Data Communityen2026-05-25T13:34:50+00:00Implement visual understanding by configuring Azure Content Understanding in Foundry Tools to extract visual characteristics (AI-103 Exam Prep)Microsoft Certification, Azure AI Foundry, Multimodal models, Azure Content Understanding, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/configure-generation-of-alt-text-and-extended-image-descriptions-aligned-to-accessibility-guidelines-ai-103-exam-prep/The Data Communityen2026-05-25T13:34:39+00:00Configure generation of alt-text and extended image descriptions aligned to accessibility guidelines (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/implement-a-solution-that-enables-question-answering-grounded-in-visual-evidence-ai-103-exam-prep/The Data Communityen2026-05-25T13:34:28+00:00Implement a solution that enables question-answering grounded in visual evidence (AI-103 Exam Prep)Microsoft Certification, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/configure-apps-to-produce-concise-or-detailed-captions-for-single-or-multiple-images-ai-103-exam-prep/The Data Communityen2026-05-25T13:34:17+00:00Configure apps to produce concise or detailed captions for single or multiple images (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Multi-modal models, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/build-a-solution-that-analyzes-visual-context-by-using-multimodal-models-ai-103-exam-prep/The Data Communityen2026-05-25T13:34:06+00:00Build a solution that analyzes visual context by using multimodal models (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Multi-modal models, Multimodal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/implement-auditing-through-trace-logging-provenance-metadata-and-approval-workflows-ai-103-exam-prep/The Data Communityen2026-05-25T13:33:54+00:00Implement auditing through trace logging, provenance metadata, and approval workflows (AI-103 Exam Prep)Generative AI, Microsoft Certification, Responsible AI, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/apply-responsible-ai-instrumentation-including-evaluators-safety-evaluations-and-explanation-tooling-ai-103/The Data Communityen2026-05-25T13:33:43+00:00Apply responsible AI instrumentation, including evaluators, safety evaluations, and explanation tooling (AI-103)Generative AI, Microsoft Certification, Responsible AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/configure-safety-filters-guardrails-risk-detection-and-content-moderation-ai-103-exam-prep/The Data Communityen2026-05-25T13:33:28+00:00Configure safety filters, guardrails, risk detection, and content moderation (AI-103 Exam Prep)Generative AI, Microsoft Certification, Responsible AI, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/govern-agent-behavior-with-oversight-modes-constraints-and-tool-access-controls-ai-103-exam-prep/The Data Communityen2026-05-25T13:33:16+00:00Govern agent behavior with oversight modes, constraints, and tool-access controls (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/configure-security-including-managed-identity-private-networking-keyless-credentials-and-role-policies-ai-103-exam-prep/The Data Communityen2026-05-25T13:33:04+00:00Configure security, including managed identity, private networking, keyless credentials, and role policies (AI-103 Exam Prep)Microsoft Certification, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/monitor-data-ingestion-quality-search-index-health-and-relevance-performance-ai-103-exam-prep/The Data Communityen2026-05-25T13:32:50+00:00Monitor data ingestion quality, search index health, and relevance performance (AI-103 Exam Prep)Microsoft Certification, Azure AI, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/monitor-model-performance-drift-safety-events-and-grounding-quality-ai-103-exam-prep/The Data Communityen2026-05-25T13:32:37+00:00Monitor model performance, drift, safety events, and grounding quality (AI-103 Exam Prep)Microsoft Certification, Azure AI, AI Models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/manage-quotas-scaling-rate-limits-and-cost-footprints-for-model-and-agent-workloads-ai-103-exam-prep/The Data Communityen2026-05-25T13:32:16+00:00Manage quotas, scaling, rate limits, and cost footprints for model and agent workloads (AI-103 Exam Prep)Microsoft Certification, Azure AI, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prephttps://thedatacommunity.org/2026/05/25/select-and-apply-appropriate-generation-and-editing-controls-provided-by-the-platform-ai-103-exam-prep/The Data Communityen2026-05-25T13:31:11+00:00Select and apply appropriate generation and editing controls provided by the platform (AI-103 Exam Prep)Generative AI, Computer Vision, Microsoft Certification, Image Generation, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Video Generationhttps://thedatacommunity.org/2026/05/25/implement-workflows-to-edit-generated-videos-ai-103-exam-prep/The Data Communityen2026-05-25T13:31:00+00:00Implement workflows to edit generated videos (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Image Generation, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Video Generationhttps://thedatacommunity.org/2026/05/25/configure-image-editing-workflows-including-inpainting-mask-based-edits-and-prompt-driven-modifications-ai-103-exam-prep/The Data Communityen2026-05-25T13:30:46+00:00Configure image-editing workflows, including inpainting, mask-based edits, and prompt-driven modifications (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Image Generation, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Video Generationhttps://thedatacommunity.org/2026/05/25/implement-a-solution-that-generates-images-from-text-prompts-and-reference-media-ai-103-exam-prep/The Data Communityen2026-05-25T13:30:35+00:00Implement a solution that generates images from text prompts and reference media (AI-103 Exam Prep)Computer Vision, Microsoft Certification, Image Generation, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Video Generationhttps://thedatacommunity.org/2026/05/25/orchestrate-multiple-models-flows-or-hybrid-llm-and-rules-engines-ai-103-exam-prep/The Data Communityen2026-05-25T13:30:22+00:00Orchestrate multiple models, flows, or hybrid LLM and rules engines (AI-103 Exam Prep)Generative AI, Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/set-up-observability-by-implementing-tracing-token-analytics-safety-signals-and-latency-breakdowns-ai-103-exam-prep/The Data Communityen2026-05-25T13:30:10+00:00Set up observability by implementing tracing, token analytics, safety signals, and latency breakdowns (AI-103 Exam Prep)Generative AI, Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systems, Observabilityhttps://thedatacommunity.org/2026/05/25/implement-model-reflection-chain-of-thought-evaluations-and-self-critique-loops-ai-103-exam-prep/The Data Communityen2026-05-25T13:29:57+00:00Implement model reflection, chain-of-thought evaluations, and self-critique loops (AI-103 Exam Prep)Generative AI, Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systems, Model Reflection, Chain of Thought Evaluation, Self-critique Loophttps://thedatacommunity.org/2026/05/25/tune-generation-behavior-such-as-prompt-engineering-and-adjusting-model-parameters-ai-103-exam-prep/The Data Communityen2026-05-25T13:29:43+00:00Tune generation behavior, such as prompt engineering and adjusting model parameters (AI-103 Exam Prep)Generative AI, Microsoft Certification, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/integrate-monitoring-into-deployed-agents-evaluate-agent-behavior-and-perform-error-analysis-ai-103-exam-prep/The Data Communityen2026-05-25T13:29:32+00:00Integrate monitoring into deployed agents, evaluate agent behavior, and perform error analysis (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI Agents, Agentic Systemshttps://thedatacommunity.org/2026/05/25/build-autonomous-or-semi-autonomous-workflows-with-safeguards-and-approval-flow-controls-ai-103-exam-prep/The Data Communityen2026-05-25T13:29:19+00:00Build autonomous or semi-autonomous workflows with safeguards and approval flow controls (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI Agents, Agentic Systemshttps://thedatacommunity.org/2026/05/25/implement-orchestrated-multi-agent-solutions-ai-103-exam-prep/The Data Communityen2026-05-25T13:29:08+00:00Implement orchestrated multi-agent solutions (AI-103 Exam Prep)Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI Agents, Agent Deployment, Agentic Systems, Multi-agent solutionshttps://thedatacommunity.org/2026/05/25/integrate-agent-tools-including-apis-knowledge-stores-search-content-understanding-and-custom-functions-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:55+00:00Integrate agent tools, including APIs, knowledge stores, search, Content Understanding, and custom functions (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, Azure Content Understanding, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/build-agents-that-integrate-retrieval-function-calling-and-conversation-memory-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:44+00:00Build agents that integrate retrieval, function-calling, and conversation memory (AI-103 Exam Prep)Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, AI Agents, Agent Deployment, Agentic Systemshttps://thedatacommunity.org/2026/05/25/define-agent-roles-goals-conversation-tracking-approach-and-tool-schemas-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:33+00:00Define agent roles, goals, conversation-tracking approach, and tool schemas (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/configure-an-application-to-connect-to-a-foundry-project-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:22+00:00Configure an application to connect to a Foundry project (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/integrate-generative-workflows-into-applications-by-using-foundry-sdks-and-connectors-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:11+00:00Integrate generative workflows into applications by using Foundry SDKs and connectors (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/evaluate-models-and-apps-including-detecting-fabrications-relevance-quality-and-safety-ai-103-exam-prep/The Data Communityen2026-05-25T13:28:00+00:00Evaluate models and apps, including detecting fabrications, relevance, quality, and safety (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/design-workflows-tool-augmented-flows-and-multistep-reasoning-pipelines-ai-103-exam-prep/The Data Communityen2026-05-25T13:27:48+00:00Design workflows, tool-augmented flows, and multistep reasoning pipelines (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systemshttps://thedatacommunity.org/2026/05/25/implement-retrieval-augmented-generation-rag-in-an-application-ai-103-exam-prep/The Data Communityen2026-05-25T13:27:36+00:00Implement Retrieval-Augmented Generation (RAG) in an application (AI-103 Exam Prep)Generative AI, Microsoft Certification, Azure AI Foundry, Azure Blob Storage, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, Agentic Systems, RAG, Retrieval-Augmented Generationhttps://thedatacommunity.org/2026/05/25/deploy-and-consume-llms-small-models-code-models-and-multimodal-models-ai-103-exam-prep/The Data Communityen2026-05-25T13:27:23+00:00Deploy and consume LLMs, small models, code models, and multimodal models (AI-103 Exam Prep)Generative AI, LLMs, Large Language Models, Microsoft Certification, Azure AI Foundry, Multi-modal models, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, SLMs, MMMs, Small Language Modelshttps://thedatacommunity.org/2026/05/25/integrate-foundry-projects-with-continuous-integration-and-continuous-deployment-ci-cd-pipelines-ai-103-exam-prep/The Data Communityen2026-05-25T13:27:02+00:00Integrate Foundry projects with Continuous Integration and Continuous Deployment (CI/CD) pipelines (AI-103 Exam Prep)Microsoft Certification, Azure AI, Azure AI Foundry, AI-103: Develop AI Apps and Agents on Azure, AI-103 Exam Prep, CI/CD, Continuous Integration and Continuous 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