cyberneticlibrary

Optimize prompts and LLM workflows

senior-prompt-engineerskillsetup L217,464
alirezarezvani/claude-skills
What it does

Optimize prompts and evaluate RAG systems

Best for

Iterating on LLM prompts when token cost and output quality must both improve

Inputs
  • · prompt text
  • · retrieved contexts
  • · test questions
Outputs
  • · clarity score
  • · evaluation metrics
  • · optimization suggestions
Requires
  • · prompt optimizer scripts
  • · RAG evaluator
Preconditions
  • · prompt or context data provided
Failure modes
  • · heuristic clarity score inaccurate
  • · few-shot examples not extractable
Trust signals
  • · Token counting by model
  • · Clarity scoring methodology
  • · Few-shot extraction patterns