Automated Prompt Generation System
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An Automated Prompt Generation System is an automated prompt generation system that automatically creates and optimizes prompts for large language models.
- AKA: Automatic Prompt Generation System, AI-Powered Prompt Generation System, Algorithmic Prompt Generation System.
- Context:
- It can typically implement Automated Prompt Generation Algorithms with automated search strategys.
- It can typically maintain Automated Prompt Template Databases through automated pattern extraction.
- It can typically execute Automated Prompt Optimization Loops using automated performance feedback.
- It can often integrate with LLM APIs for automated prompt testing.
- It can often utilize Automated Prompt Evaluation Measures through automated quality assessment.
- It can range from being a Rule-Based Automated Prompt Generation System to being a ML-Based Automated Prompt Generation System, depending on its automated generation approach.
- It can range from being a Domain-Specific Automated Prompt Generation System to being a General-Purpose Automated Prompt Generation System, depending on its automated application scope.
- It can range from being a Standalone Automated Prompt Generation System to being an Integrated Automated Prompt Generation System, depending on its automated deployment architecture.
- It can range from being a Batch Automated Prompt Generation System to being a Real-Time Automated Prompt Generation System, depending on its automated processing mode.
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- Examples:
- DSPy Automated Prompt Generation System for automated prompt pipeline optimization.
- TextGrad Automated Prompt Generation System for automated gradient-based prompt refinement.
- APE (Automatic Prompt Engineer) System for automated prompt discovery.
- PromptBreeder Automated Prompt Generation System for automated evolutionary prompt generation.
- OPRO (Optimization by PROmpting) System for automated optimization through prompting.
- ...
- Counter-Examples:
- Manual Prompt Design Tool, which requires human input rather than automated generation.
- Prompt Template Library, which stores static templates rather than automated creation.
- Prompt Version Control System, which manages existing prompts rather than automated generation.
- See: Prompt Generation System, Automated LLM Prompt Design Task, Self-Supervised Prompt Optimization, Automated Prompt Engineering Process, LLM DevOps Framework, Declarative Prompt-Programming Framework, Prompt Evaluation System, AI System, Machine Learning System.