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A primary challenge in manual prompt design is that the process is fundamentally difficult and demands significant human effort. Identifying the most effective prompts often requires extensive, time-consuming experimentation with various phrasings and structures.

Difficulty and Labor-Intensive Nature of Manual Prompt Design

Two teams are developing instructions for an advanced automated system to perform a novel, complex text summarization task. Evaluate the two approaches described below. Which team's strategy is more aligned with the inherent nature of this type of instruction design, and why is it more likely to yield a high-performing result?

Evaluating Prompt Design Strategies

For a clearly defined task, an experienced prompt engineer can typically create a highly effective prompt on their first attempt, bypassing the need for extensive experimentation.

A project manager allocates two hours for an engineer to develop a high-performance prompt that instructs a language model to extract specific data from complex financial reports. The engineer argues that this timeframe is insufficient. Which of the following statements best justifies the engineer's position by accurately describing a fundamental aspect of the manual prompt design process?

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