Expert Panel Analysis FAQs

Question 1

What is the Expert Panel Analysis skill?

Accepted Answer

The Expert Panel Analysis is a specialized Claude Code skill designed to diagnose complex technical issues and prompt failures. It simulates a panel of five expert personas—Prompt Engineer, Skills Builder, Character Specialist, Interpretability Researcher, and Pragmatist—to provide a 360-degree view of any technical problem.

Question 2

When should I use this skill?

Accepted Answer

You should activate the panel when you encounter 'silent failures' where a skill won't trigger, when Claude's behavior is inconsistent, or when you are stuck on a difficult technical bug. It is specifically designed for debugging the interaction between the user, the system prompt, and the skill directory structure.

Question 3

What specific capabilities does the panel provide?

Accepted Answer

The skill can detect signal clarity issues, verify if skills are correctly loaded in the directory, evaluate behavioral steering, and provide simple, pragmatic tests to verify that your Claude Code environment is functioning as intended.

Question 4

How does this skill improve my AI development workflow?

Accepted Answer

Instead of manual trial-and-error, this skill provides a structured debugging framework. It identifies whether an issue is caused by prompt competition, file structure errors, or model interpretability limits, offering a consensus-based action plan for rapid resolution.

Question 5

How do I trigger the Expert Panel in Claude Code?

Accepted Answer

You can convene the panel by using phrases such as 'what would the panel say?', 'let's debug this', 'convene the panel', or 'why isn't this working?'. Claude will then acknowledge the activation and begin the multi-perspective analysis.

Expert Panel Analysis

Expert Panel Analysis

关于

主要功能

使用场景

关于

主要功能

使用场景