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failure-asymmetry

Official

Spot agent-vs-human gaps before production.

Software Engineering#evaluation#quality-assurance#ai-safety#agent-invocation#failure-asymmetry#human-invocation
Authorm2ai-portfolio
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Skills that work perfectly when a human invokes them can fail silently when an agent invokes them autonomously. This skill helps teams identify those divergences before they cause production failures.

Core Features & Use Cases

  • Phase-based intake and comparison of human vs agent invocation for a target skill.
  • Detects divergences in output format, context assumptions, required inputs, and interactive prompts.
  • Use Case: validate a skill before deploying in scheduled or agent-to-agent workflows.

Quick Start

Run the analysis by supplying the target skill's SKILL.md to compare human and agent invocation behaviors.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: failure-asymmetry
Download link: https://github.com/m2ai-portfolio/m2ai-skills-pack/archive/main.zip#failure-asymmetry

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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