Level 2: Prompt Engineering

Prompt Engineering is very important when it comes to accurately prompting a Chatbot. Remember before Google had an AI overview? The way you ask questions is important.

Individual Implications

Those who mastered the art of gathering information understood how saying certain phrases and including keywords gave them better search results. Thus, the benefits of this practice translate especially today. When tinkering with the chatbot below, mess around with not only the “Your Input” section but as the “prompt template” section. You’d be surprised how the output can differ just from messing around with these two inputs.

Community Implications

But what happens with a group of individuals? A community or dialect may enforce a stricter prompt template that aligns more with their customs, traditions, and values. Especially if being used in an environment that does not permit all ways of thought. However, not all GenAI systems or even models are able to have adequate information to handle such requests. This can be resolved through fine-tuning and/or retrieval-augmented generation (RAG), which will be discussed at a deeper level.

Corporate

Enterprise Chatbots have different motives than those of individuals and communities. Some companies are primarily focused on increasing sales and profit, meaning they’ll look at templates that are more designed for engagement and retention. For example, advertisements use celebrities to get their message across. Enterprise chatbots may use attractive voices, portraits, and other methods to entice their target audience.

Moreover, the job marketplace is starting to see positions called prompt engineers. These engineers specialize in developing, refining, and optimizing AI-generated text prompts Prompt Engineering job description. New research has come forth that prompt engineering itself isn’t as effective as the Chatbot coming up with one for the test AI Prompt Engineering is Dead.

Problems with Prompt Engineering

The model may echo or continue the conversation

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