Prompt Optimizer

This skill enables the AI to self-evolve by refining its own instructions based on performance analysis.

Capabilities

1. Instruction Refinement

• Analyzes existing SKILL.md files for ambiguity or contradictions.
• Suggests optimized wording to improve accuracy and reduce hallucinations.

2. Context Optimization

• Evaluates how data is passed to the AI (e.g., file contents, logs).
• Recommends more efficient ways to structure the prompt context for complex tasks.

Usage

• "Analyze why the security-scanner gave a false positive and optimize its prompt instructions."
• "Optimize the system prompt in requirements-wizard/SKILL.md for better clarity."

Knowledge Protocol

• This skill adheres to the knowledge/orchestration/knowledge-protocol.md. It automatically integrates Public, Confidential (Company/Client), and Personal knowledge tiers, prioritizing the most specific secrets while ensuring no leaks to public outputs.