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ai-debug

Community

Find and fix AI failures fast.

Product & Management#diagnose#root-cause#hallucinations#ai-debug#context-audit#4d-audit
Authorbreethomas
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps product and engineering teams diagnose why an AI feature is underperforming, hallucinating, or behaving inconsistently by guiding a structured investigation that traces symptoms back to root causes.

Core Features & Use Cases

  • 4D Context Audit: Systematically inspects D1 (Job definition), D2 (Context), D3 (Discovery), and D4 (Defense) to pinpoint gaps and vulnerabilities.
  • Symptom-to-Cause Mapping: Maps common symptoms like hallucinations, inconsistency, generic outputs, slow responses, high cost, and demo-vs-prod mismatch to likely root causes and focus areas.
  • Actionable Recommendations: Produces a prioritized fixes list, a recommended quick win, diagnostic questions for each dimension, and options to export findings into issue trackers.
  • Use Case: Ideal for a PM or engineer triaging a production chat or assistant feature that started hallucinating domain details after a recent deployment.

Quick Start

Ask the AI Debug skill to audit a feature by describing the observed symptom and the expected behavior to receive a prioritized set of fixes and a recommended quick win.

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: ai-debug
Download link: https://github.com/breethomas/bette-think/archive/main.zip#ai-debug

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