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gateway-debug

Official

Diagnose and fix model qualification gateway failures.

Software Engineering#debugging#troubleshooting#error analysis#model qualification#gateway failures#MQS scoring
Authorpaiml
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps you understand and resolve critical failures (G0-G4) that occur during the model qualification process, which can prevent a model from achieving a good score.

Core Features & Use Cases

  • Root Cause Analysis: Interprets error messages, evidence JSON, and stderr to pinpoint the exact cause of gateway failures.
  • Failure Triage: Guides you through a decision tree to quickly identify the failing gateway (G0-G4).
  • Specific Fixes: Provides targeted solutions for common issues like config.json mismatches, layout violations (LAYOUT-002), garbage output, and crashes.
  • Use Case: If your model qualification run fails with a zero score, this Skill will help you analyze the evidence to determine if the failure is due to incorrect model integrity (G0), loading issues (G1), inference problems (G2), stability (G3), or output quality (G4), and guide you toward a fix.

Quick Start

Use the gateway-debug skill to diagnose a G0-INTEGRITY failure in your model qualification run.

Dependency Matrix

Required Modules

None required

Components

references

💻 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: gateway-debug
Download link: https://github.com/paiml/apr-model-qa-playbook/archive/main.zip#gateway-debug

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