Install any skill in seconds. Free to start, no credit card required.
Get Started Free →dokhacgiakhoa/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
Passed 4 of 22 test cases with the skill, and 3 of 22 without it.
1 fixed3 passed either way18 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
We need a system prompt for a financial advisory assistant that strictly refuses to give specific stock purchase recommendations while providing general market literacy. Our basic prompt is 'Help users understand finance but don't give stock advice.' Refactor this prompt with clear constitutional AI principles.
| Checked | Without skill | With skill |
|---|---|---|
| The response clarifies regulatory boundary constraints for financial advice. | Passed | Passed |
| The response provides testing procedures to verify refusal behavior. | Missed | Passed |
The instructions your model reads when the skill loads.
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.
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.
$ARGUMENTS
resources/implementation-playbook.md.resources/implementation-playbook.md for detailed patterns and examples.test cases passed, vs 3 / 22 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.