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Prompt Optimization

You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimization.

Use this skill when

  • Working on prompt optimization tasks or workflows
  • Needing guidance, best practices, or checklists for prompt optimization

Do not use this skill when

  • The task is unrelated to prompt optimization
  • You need a different domain or tool outside this scope

Context

Transform basic instructions into production-ready prompts. Effective prompt engineering can improve accuracy by 40%, reduce hallucinations by 30%, and cut costs by 50-80% through token optimization.

Requirements

$ARGUMENTS

Instructions

  • Clarify goals, constraints, and required inputs.
  • Apply relevant best practices and validate outcomes.
  • Provide actionable steps and verification.
  • If detailed examples are required, open resources/implementation-playbook.md.

Resources

  • resources/implementation-playbook.md for detailed patterns and examples.

Frequently Asked Questions

What is llm-application-dev-prompt-optimize?

llm-application-dev-prompt-optimize is an expert AI persona designed to improve your coding workflow. You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati It provides senior-level context directly within your IDE.

How do I install the llm-application-dev-prompt-optimize skill in Cursor or Windsurf?

To install the llm-application-dev-prompt-optimize skill, download the package, extract the files to your project's .cursor/skills directory, and type @llm-application-dev-prompt-optimize in your editor chat to activate the expert instructions.

Is llm-application-dev-prompt-optimize free to download?

Yes, the llm-application-dev-prompt-optimize AI persona is completely free to download and integrate into compatible Agentic IDEs like Cursor, Windsurf, Github Copilot, and Anthropic MCP servers.

@

llm-application-dev-prompt-optimize

You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati

Download Skill Package

IDE Invocation

@llm-application-dev-prompt-optimize
COPY

Platform

IDE Native

Price

Free Download

Setup Instructions

Cursor & Windsurf

  1. Download the zip file above.
  2. Extract to .cursor/skills
  3. Type @llm-application-dev-prompt-optimize in editor chat.

Copilot & ChatGPT

Copy the instructions from the panel on the left and paste them into your custom instructions setting.

"Adding this llm-application-dev-prompt-optimize persona to my Cursor workspace completely changed the quality of code my AI generates. Saves me hours every week."

A
Alex Dev
Senior Engineer, TechCorp