Automatic Prompt Engineer (APE)
APE uses AI to create and optimize prompts automatically. An Automatic Prompt Engineer can generate, test and iteratively improve prompts to get the best possible results for a specific task.
| Advantages | Drawbacks |
|---|---|
| Automates the process of building effective prompts | Requires significant compute resources |
| Can find non-obvious yet effective wordings | Results can be less interpretable than hand-written prompts |
| Saves time and resources when developing complex AI-based systems | Can complicate debugging and control |
Example of APE in use:
Build an APE system that automatically generates and optimizes prompts for summarizing scientific papers. The system should create different prompt variants, test them on a set of papers, score the quality of the resulting summaries and iteratively improve the prompts based on those results.