Review Azure AI engineering decisions with 150 independently authored questions in two distinct practice tests. This Cloudpuz Academy pack is designed for learners studying AI-103, Developing AI Apps and Agents on Azure, who want to identify weak areas and practice choosing the best response to realistic application scenarios. Each question includes one best answer and explanations for all four options.  The pack covers five broad areas: planning and managing Azure AI solutions; generative applications and agent workflows; computer vision; text and speech analysis; and information extraction. Topics include model selection, deployment configuration, identity, private networking, capacity, costs, CI/CD evaluation, tracing, grounded generation, tool contracts, conversation memory, approvals, multi-agent coordination, image and video processing, translation, speech, search, OCR, schema-based extraction, and source provenance.  Each test contains 21 planning questions, 24 generative AI and agent questions, and 10 questions from each of the other three domains. This distribution reflects the broad weights in the official skills outline measured from April 16, 2026, reviewed in September 2026. Product terminology can evolve: the guide mentions Content Understanding pro mode, while current product documentation describes migration from the retired pro-mode API to the newer agentic-mode preview. Relevant questions distinguish those versions rather than recommend retired APIs for new projects.  Use one test to establish your starting point. Read every explanation, consult current Microsoft Learn documentation, and practice the relevant workflows before taking the second test. Experience with Python, Azure resources, APIs, and introductory generative AI is recommended. These are concept-review scenarios; the pack does not provide hosted labs, video lessons, or an exact reproduction of the certification exam.  The 120-minute duration and 80 percent target are independent study settings, not Microsoft's official timing or scaled scoring. All questions are original and do not include actual, recalled, or leaked exam items. This resource is not affiliated with or endorsed by Microsoft and does not guarantee a certification pass.