optimize-prompt

Automatically test and optimize prompts using A/B testing and metrics tracking.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/optimize-prompt && curl -fsSL https://doutorai.pt/data/lib/skills__optimize-prompt.md -o .claude/skills/optimize-prompt/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

#!/usr/bin/env python3
"""
Prompt Optimization Script

Automatically test and optimize prompts using A/B testing and metrics tracking.
"""

import json
import time
from typing import List, Dict, Any
from dataclasses import dataclass
from concurrent.futures import ThreadPoolExecutor
import numpy as np


@dataclass
class TestCase:
    input: Dict[str, Any]
    expected_output: str
    metadata: Dict[str, Any] = None


class PromptOptimizer:
    def __init__(self, llm_client, test_suite: List[TestCase]):
        self.client = llm_client
        self.test_suite = test_suite
        self.results_hi

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