Source URL: https://cloud.google.com/blog/products/ai-machine-learning/save-time-on-prompt-design-with-ai-powered-prompt-writing/
Source: Cloud Blog
Title: Use AI to build AI: Save time on prompt design with AI-powered prompt writing
Feedly Summary: Crafting the perfect prompt for generative AI models can be an art in itself. The difference between a useful and a generic AI response can sometimes be a well-crafted prompt. But, getting there often requires time-consuming tweaking, iteration, and a learning curve. That’s why we’re thrilled to announce new updates to the AI-powered prompt writing tools in Vertex AI, designed to make prompting easier and more accessible for all developers.
We’re introducing two powerful features designed to streamline your prompt engineering workflow: Generate prompt and Refine prompt.
Generate prompt: From objective to prompt in seconds
Imagine you need a prompt to summarize customer reviews about your latest product. Instead of crafting the prompt yourself, you can simply tell the Generate prompt feature your goal. It will then create a comprehensive prompt, including placeholders for the reviews, which you can easily populate with your own data later. Generate prompt takes the guesswork out of prompt engineering by:
Turning simple objectives into tailor-made, effective prompts. This way, you don’t need to agonize over phrasing and keywords.
Generating placeholders for context, like customer reviews, news articles, or code snippets. This allows you to quickly add your specific data and get immediate results.
Speeding up the prompt writing process. Focus on your core tasks, not on perfecting prompt syntax.
Refine prompt: Iterate and improve with AI-powered suggestions
Once you have a prompt, either crafted by Generate prompt or one you’ve written yourself, Refine prompt helps you modify it for optimal performance. Here’s how it works:
Provide feedback: After running your prompt, simply provide feedback on the response, the same way you would critique a writer.
Instant suggestions: Vertex AI generates a new, suggested prompt in one step, taking your feedback into account.
Iterate and improve: You can accept or reject the suggestion and continue iterating by running the refined prompt and providing further feedback.
Prompt refinement boosts the quality of the prompt, while also saving significant times during prompt design. The quality is typically improved by augmenting the prompt instructions in a way that Gemini will better understand.
Below are some sample prompts that were revised with Refine prompt:
Original prompts
After using Prompt Refinement
Suggest engaging lesson plan ideas for art class
Suggest 3 engaging lesson plan ideas for a high school art class, each focusing on a different art form. Be concise and only include the most relevant information, such as the art form, target age group, and key activity.
Plan a schedule for a week with focus time and meeting time. Take in account that there are 2 teams with 6 hour delay
Create a detailed weekly schedule for a team with a 6-hour time difference. The schedule should include:
Specific time blocks for focus time and meetings.
Consideration of overlapping work hours to ensure effective communication and collaboration.
A balance of individual work and team interactions.
Suggestions for time zone conversion tools or strategies to facilitate scheduling.
A powerful duo: Generate prompt meets Refine prompt
These two features work in tandem to help you craft the most effective prompt for your objective – irrespective of your skill level. Generate prompt gets you started quickly, while Refine prompt allows for iterative improvement in five steps:
Define your objective: Tell Generate prompt what you want to achieve.
Generate a prompt: Generate prompt creates a ready-to-use prompt, often with helpful placeholders for context.
Run the prompt and review the output: Execute the prompt with your chosen LLM in Vertex AI.
Refine with feedback: Use Refine prompt to provide feedback on the output and receive AI-powered suggestions for prompt improvement.
Iterate until ideal performance: Continue refining and rerunning your prompt until you achieve your desired results.
How to get started
Go ahead and try out an AI-assisted prompt-writing through our interactive critiquing workflow. Vertex AI’s easy-to-use UI for refining prompts can be tested without setting up a Google Cloud account through this link (to demo without a Google Cloud account, be sure you are logged out of your Google account in your web browser or use incognito mode). For those with an account, you’ll have the ability to save, manage, and fine-tune your prompts.
AI Summary and Description: Yes
Summary: The text introduces new functionalities in Vertex AI aimed at enhancing prompt engineering for generative AI models. The features, Generate prompt, and Refine prompt streamline the process of creating and improving prompts, making it easier for developers to achieve effective AI responses while saving time.
Detailed Description:
The introduction of Vertex AI’s new features, Generate prompt and Refine prompt, addresses common challenges faced by developers in crafting effective prompts for generative AI models. Here’s a breakdown of the main points:
– **Generate Prompt**:
– **Objective-to-Prompt Conversion**: Quickly transforms a specified objective into a tailored prompt.
– **Placeholders for Context**: Automatically includes placeholders to facilitate the inclusion of specific data, enhancing prompt customization.
– **Efficiency**: Reduces the time spent on crafting prompts, enabling developers to focus more on their primary tasks rather than on prompt syntax.
– **Refine Prompt**:
– **Feedback Mechanism**: Allows users to critique AI responses and provide feedback for the next iteration.
– **AI-Powered Suggestions**: Generates new prompt suggestions based on the feedback, making it easy to enhance the quality of prompts with just one step.
– **Iterative Improvement**: Users can continue refining prompts to achieve optimal performance by rerunning prompts and applying further feedback.
– **Augmented Quality**:
– The provided feedback mechanism aims at boosting the effectiveness of prompts, enhancing how well the generative AI understands and responds to user requests.
– **Example Prompts**: The text includes examples that illustrate how original prompts were transformed into more detailed and actionable prompts using the new tools.
– **User-Friendly Interface**: Vertex AI’s interface allows users to test the prompt-writing features without needing a Google Cloud account, making it accessible for developers to experiment with prompt refinement.
This development is significant for professionals in AI and cloud security as it highlights a shift towards more user-friendly tools in AI development. The practicality of these features can improve compliance with best practices in AI usage, ensuring that developers can produce high-quality results with less trial and error. The iterative nature of refining prompts also introduces a layer of governance in crafting AI interactions, thereby enhancing overall performance and security in AI deployments.