AI Tools for Automatic Prompt Improvement

Introducing SemantiCraft, Semantic Forge and the Pickaxe Generator

A version of this post was first published on Striking Gold, a Pickaxe blog.

Previously, we explored Semantic Prompt Design. We also examined the inner workings of OpenAI's GPT Builder, an automated framework for AI development within the ChatGPT ecosystem. Now we’re combining these two principles together to create ways to automate semantic prompt design.

Today I’m introducing three tools: SemantiCraft, Semantic Forge, and Pickaxe Generator. While all of these tools are designed to make it easy to integrate semantic prompt design into AI chatbots, they each serve a distinct purpose.

The Tools

SemantiCraft refines GPT outputs, Semantic Forge expands Pickaxe scripts, and the Pickaxe Generator creates customized AI prompts from scratch. Each tool represents a step towards more powerful AI chatbots that are easier to tune and improve.

Pickaxe Prompt Generator

‍The Pickaxe Prompt Generator is not just refining; it's creating. Starting from a user's broad goal with their AI tool, the Pickaxe Prompt Generator pioneers the creation of new Pickaxe prompts scripted in the style of Semantic Prompt Design. To remind readers, Semantic Prompt Design is a framework for writing prompts that are easy to read, easy to edit with precise intentions, and written in a structure that gets better performance out of AI models.

This means you can come to the Pickaxe Prompt Generator with nothing more than a vague idea for your tool! The generator will ask you a series of questions and gradually define your tool by working with you. Let's examine how it works in more detail.

The process is interactive and intuitive. First, it suggests a name for the new Pickaxe, inviting user to finalize it or suggest their own name. This step is more than a formality; it’s about establishing identity and purpose.

Then, the Generator delves into shaping the script’s context. It navigates through "Role and Goal," "Conversational Objectives," and other key areas, asking targeted questions to extract detailed information from the user. This approach ensures each new Pickaxe is tailored to its intended function and audience.

In crafting the output, the Pickaxe Generator meticulously assembles a final prompt. It's not just about ticking boxes; it's about weaving a narrative that resonates with users. From a well-crafted introduction to effective quality control mechanisms, each element is designed to make the Pickaxe not only functional but also engaging and context-aware.

Upon completing the script, the tool presents it for user review, an invitation for feedback and further refinement. This final step underscores the collaborative nature of the tool, merging AI capabilities with user insights.

You can paste the final output directly into the Pickaxe chatbot builder.

SemantiCraft

While SemantiCraft was originally designed as an OpenAI GPT the tool is also available as a Pickaxe.

SemantiCraft begins by analyzing user-provided GPT instructions from OpenAI's GPT Builder. This analysis sets the stage for enhancing the script to meet specific conversational goals, whether to inform, assist, or entertain.

In refining the script, SemantiCraft ensures that each segment aligns with Semantic Prompt Design principles. The introduction is restructured for clarity, transitions are made smoother, and conversation objectives are carefully redefined for focus and relevance.

SemantiCraft’s enhancements extend to the script’s personality, emotional intelligence, and humor. These elements are tailored to fit the GPT's intended use, enhancing user engagement. Moreover, SemantiCraft draws from its deep understanding of Semantic Prompt Design to define a specific knowledge base in order to keep the GPT responses informed and relevant.

The final output is an enriched GPT script, showcasing technical proficiency and nuanced engagement. The process concludes with a user review for potential further refinements.

Semantic Forge: Specializing in Pickaxe Scripts

The Semantic Forge Prompt Improvement tool focuses on taking existing Pickaxe prompts and improving them by rewriting them according to Semantic Prompt Design guidelines.

Just like SemantiCraft, Semantic Forge enhances the personality, emotional intelligence, and humor of the prompt, and ensures that they are appropriate for their designated roles, whether in customer service, education, or entertainment.

The output from Semantic Forge can easily be modified to overcome any challenges presented during initial testing. To use the output, just edit your Pickaxe and paste the output directly into your Pickaxe's role.

Advancing AI Communications

These tools not only streamline the process of creating and refining AI prompts but also enhance the overall quality and effectiveness of chatbots by making it easy to adhere to the best practices of prompt design. By leveraging Semantic Forge, users can transform existing prompts into more engaging and context-aware interactions, while the Pickaxe Generator enables the creation of new, powerful prompts from mere ideas.

For anyone looking to build or improve their AI chatbots, incorporating these tools into their workflow is a crucial step towards achieving more empathetic, interactive, and efficient AI communication.