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WGU Practical Applications of Prompt QFO1 認定 Practical-Applications-of-Prompt 試験問題 (Q50-Q55):

質問 # 50
A person wants to use AI to make a technical document easier to comprehend. Which prompt engineering solution is most effective to achieve this goal?

正解：A

解説：
The most effective way to optimize AI for clarity and comprehension is toinclude reading-level limitations.
While "summarizing" (Option B) shortens the text, it doesn't necessarily make the remaining language simpler. However, specifying a "tenth-grade reading level" (or "Explain it like I'm five") provides the AI with a very specific linguistic constraint. It forces the model to swap complex jargon for common synonyms, use shorter sentence structures, and avoid passive voice.
This technique is a form ofOutput Constraint. Reading levels are well-defined metrics that AI models can emulate because they have been trained on vast amounts of graded educational material. By setting this boundary, the user ensures the output is accessible to a broader audience without losing the core technical meaning. In practical professional settings-such as translating a medical white paper for a patient or a legal contract for a small business owner-this type of prompting is essential. It transforms dense, "impenetrable" text into actionable information, demonstrating how specific constraints can be used to reformat and simplify complex data sets effectively.


質問 # 51
A person is using generative AI to create a social media post. Why is it important to write an effective prompt?

正解：D

解説：
Writing an effective prompt is essential because it provides the logical framework the AI needs to process a request; primarily, the prompt prevents output that is nonsensical. Generative AI models are statistical engines that predict the next most likely word or character. Without a clear, well-structured prompt that includes instructions and context, the model can easily lose the "thread" of logic, leading to "hallucinations" or sequences of text that are grammatically correct but logically incoherent or irrelevant to the user's goal.
In the context of social media, where brevity and impact are key, an ineffective prompt might result in a post that uses the wrong hashtags, misses the brand voice, or includes bizarre metaphors that don't make sense to the audience. While no prompt can "ensure" a post will be well-received by humans (Option B) or guarantee absolute originality (Option D), a structured prompt guides the AI to stay within the bounds of human logic.
By providing specific constraints (e.g., "Write a 20-word caption about coffee in a joyful tone"), the user ensures the output is a sensible, usable piece of content rather than a random string of related words.


質問 # 52
A person is preparing for an upcoming speech and wants to use generative AI to help prepare for the speech.
What should the person do before writing a prompt?

正解：A

解説：
The most critical step in the "pre-prompting" phase is the clear identification of the objective. Before interacting with a generative AI, the user must identify the goal of the speech. This foundational step dictates every other element of the prompt, including the persona, tone, and specific constraints. For example, a speech intended to persuade a group of investors requires a radically different linguistic approach than a speech intended to toast a friend at a wedding.
By identifying the goal first, the user can construct a prompt that provides the AI with a clear "definition of success." In practical applications, this is often referred to as the "Intent" phase. If a user skips this and goes straight to writing a draft or providing samples, the AI may generate content that is stylistically correct but fundamentally misses the mark regarding the intended outcome. Clear goals allow the user to evaluate the AI's output critically-checking if the generated text actually serves the purpose of informing, persuading, entertaining, or inspiring. Without a defined goal, prompt engineering becomes a trial-and-error process rather than a strategic exercise.


質問 # 53
A bank uses an AI model to help evaluate loan applications. The model makes suggestions, but the bank employees have no knowledge of which criteria the model uses to evaluate applicants. What is the associated ethical concern described in the scenario?

正解：A

解説：
The primary ethical concern in this scenario isTransparency, often referred to in the AI field as the "Black Box" problem. Transparency in AI means that the processes, logic, and data used by the system to reach a decision should be understandable and accessible to human stakeholders. When bank employees cannot explainwhya loan was denied, it violates the principle of "Explainability," which is a subset of transparency.
This lack of transparency is particularly problematic in high-stakes industries like finance, healthcare, and law. If a model is making biased or incorrect decisions, the lack of transparency makes it impossible to audit the system or correct the underlying error. Many modern regulations, such as the GDPR's "Right to Explanation," require that individuals affected by automated decisions have a right to know the logic behind them. Effective prompt engineering can help address this by using techniques like "Chain of Thought," where the AI is instructed to "show its work" or explain its reasoning process step-by-step, thereby transforming a black-box interaction into a more transparent, "white-box" process.


質問 # 54
There have been complaints that deepfake videos on a social media platform are being circulated that show public figures making false statements. Which area of ethical concern does this situation demonstrate?

正解：D

解説：
The rise of deepfakes-AI-generated synthetic media that convincingly depicts people saying or doing things they never did-falls squarely under the ethical concern ofMisinformation and manipulation. This represents a significant challenge to the "Information Integrity" of digital platforms. By creating realistic but false content, generative AI can be used to influence elections, damage reputations, or incite social unrest.
This ethical concern highlights the "dual-use" nature of AI. While the same technology can be used for harmless entertainment or high-end film production, in the hands of bad actors, it becomes a tool for
"cognitive hacking." Prompt engineering optimization in this context involves developing guardrails within AI models to prevent the generation of content involving public figures or non-consensual imagery. It also involves the use of AI todetectdeepfakes by identifying microscopic inconsistencies in pixels or heart-rate signatures that are invisible to the human eye. Addressing misinformation requires a combination of technical watermarking, robust platform policies, and user education to ensure that the boundary between reality and AI- generated fiction remains clear.


質問 # 55
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