The evolution of language models and AI allows product managers and subject matter experts to engage directly in application development, minimizing the traditional gap between conceptualization and implementation. This shift enables domain experts to contribute their insights, such as defining specific outputs based on user needs, enhancing the relevance of application features. For instance, AI tools can now create tailored summaries for varying contexts, showcasing the domain expert's crucial role in formulating prompts and enhancing the application's functionality. While software engineers remain essential for the broader application development, the growing involvement of product managers and experts signifies a shift towards more collaborative and efficient product development, reducing reliance on specialized machine learning expertise.
Small changes in prompts can create large changes in the output behavior of generative AI models. Add to that the confusion around proper evaluation of LLM applications, and you have a recipe for confusion and frustration. Raza and the Humanloop team have been diving into these problems, and, in this episode, Raza helps us understand how non-technical prompt engineers can productively collaborate with technical software engineers while building AI-driven apps.
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