Promptimize is fully open source tool that aims to evaluate and benchmark LLM prompts.
Here are three key takeaways from the project:
Prompt Engineering for Better Model Performance: Prompts can be used to ask for structured output from AI systems, enabling specific use cases like requesting SQL queries in a JSON format. The value of prompting is crucial. By structuring questions and providing context with prompts, AI systems can be effectively utilized for specialized tasks.
The Power of Test Suites for Model Evaluation: You know test suites in traditional software development? Developing a comprehensive test suite highly optimized for a specific use case enables quick identification of the best model for that particular scenario.
Embracing User Feedback and Iteration: User research techniques such as logging data, thumbs up/down ratings, and interviews can help evaluate the effectiveness of AI assist features.