recursive-meta-prompting
CommunityIteratively refine prompts for guaranteed quality.
Software Engineering#quality assurance#prompt engineering#AI development#LLM optimization#categorical semantics#iterative refinement
AuthorHermeticOrmus
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill addresses the challenge of consistently generating high-quality AI prompts by implementing a structured, iterative refinement process that guarantees convergence to a desired quality threshold.
Core Features & Use Cases
- Iterative Prompt Improvement: Automatically refines prompts based on quality metrics until a target is met.
- Categorical Syntax: Integrates with a unified framework using Kleisli composition and comonadic context extraction.
- Quality Gating: Ensures generated outputs meet specific correctness, clarity, completeness, and efficiency standards.
- Use Case: When developing a complex prompt for code generation, use this Skill to iteratively improve it, ensuring the final prompt consistently produces efficient and correct code.
Quick Start
Use the recursive meta-prompting skill with a quality threshold of 0.85 to refine the prompt for implementing a binary search algorithm.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: recursive-meta-prompting Download link: https://github.com/HermeticOrmus/hermetic-claude/archive/main.zip#recursive-meta-prompting Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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