llm-evaluation-designer

What problem does it solve?

This Skill helps you design comprehensive evaluation frameworks for LLM applications, ensuring that your models meet specific quality and performance standards before and after deployment.

Core Features & Use Cases

• Evaluation Framework Design: Define what success looks like for your LLM application by specifying evaluation dimensions, metrics, and thresholds.
• Test Suite Creation: Construct robust test suites including golden sets, edge cases, and adversarial tests to thoroughly assess model performance.
• Benchmark Selection: Identify and integrate relevant standard and custom benchmarks for comparative analysis.
• Use Case: When developing a customer support chatbot, use this Skill to design an evaluation framework that measures accuracy, helpfulness, and safety, and to create a test suite covering common queries, edge cases, and potential misuse scenarios.

Quick Start

Design an evaluation framework for a customer support chatbot, focusing on accuracy and helpfulness metrics.