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A fundamental aspect of prompt engineering is the consideration and application of various prompt designs. This involves strategically structuring prompts to effectively steer Large Language Models toward desired behaviors and outputs for specific tasks.

Prompt Design as a Core Component of Prompt Engineering

A marketing team is using a large language model to generate social media posts for a new eco-friendly water bottle. They are frustrated because the generated text is often too generic and lacks a clear call to action. 

**Example of their current prompt:** "Write a social media post about our new water bottle."

**Example of the model's output:** "Check out our new water bottle. It's great for staying hydrated. You can buy it on our website."

Based on the information provided, analyze the primary weakness in the team's current prompt design and explain why it leads to the undesirable output.

Improving AI-Generated Marketing Copy

A marketing team used the following instruction for an AI model to generate a social media post: 'Write a social media post about our new eco-friendly water bottle.' The model produced a very generic and unengaging post. Analyze the weaknesses of this initial instruction. Then, rewrite the instruction to be more effective. In your answer, you must justify each specific change you make, explaining how it will guide the model to produce a more compelling and targeted social media post.

Analyzing and Improving a Prompt for Social Media Content

A user provides the following instruction to a large language model: 'Tell me about dogs.' The model's response is a very long, general, and unfocused article covering everything from canine evolution to dozens of breeds. Analyze this initial instruction. Describe two distinct changes you would make to the instruction's structure to produce a more specific and useful response, and explain the reasoning behind each change.

Critiquing and Improving a Vague Instruction

A user wants to use a large language model to summarize a complex scientific article about cellular respiration for a middle school science class. The goal is a brief, easy-to-understand overview. Which of the following instructions provided to the model is most likely to produce the desired outcome?

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