prompt-self-improvement
CommunityMake prompts self-improving.
Software Engineering#testing#prompt engineering#ai development#calibration#iterative refinement#llmops
Authormshuffett
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill addresses the challenge of prompt degradation over time by establishing a systematic process for prompt calibration and enhancement based on observed output errors.
Core Features & Use Cases
- Iterative Prompt Refinement: Continuously improve prompt performance by treating user corrections as test cases.
- Structured Improvement Cycle: Follows a 5-phase cycle: Capture Corrections, Develop Understanding, Propose Fix, Test with Isolated Subagents, and Present & Apply.
- Use Case: When a prompt consistently misclassifies user intents, this Skill can analyze the errors, diagnose the underlying reasoning failure, propose specific prompt edits, and validate those edits through isolated testing before applying them.
Quick Start
Use the prompt-self-improvement skill to start a new prompt improvement cycle.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 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: prompt-self-improvement Download link: https://github.com/mshuffett/dotfiles/archive/main.zip#prompt-self-improvement Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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