ai-fluency-antipatterns

Diagnose AI interaction anti-patterns using a structured checklist.

Updated Jan 14, 2026

Search Tags:#anti-patterns #verification #ai #training #coaching #prompting #diagnostic

Ready to run

npx skills add https://github.com/leobessa/claude-plugins-ai-fluency --skill ai-fluency-antipatterns

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: ai-fluency-antipatterns
Source: https://github.com/leobessa/claude-plugins-ai-fluency/tree/main/skills/ai-fluency-antipatterns
Command: npx skills add https://github.com/leobessa/claude-plugins-ai-fluency --skill ai-fluency-antipatterns

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Recognizes and mitigates common AI fluency anti-patterns that degrade outcomes, enabling more reliable AI usage across individuals and teams.

Core Features & Use Cases

Anti-pattern catalog covers cognitive, process, verification, structural, and organizational patterns with clear fixes.
Diagnostic guidance provides a structured checklist to diagnose patterns in AI interactions.
Training and governance supports coaching, self-assessment, and organizational learning initiatives.

Quick Start

Identify and diagnose AI interaction anti-patterns in your prompts and adjust your approach to improve outcomes.

Frequently Asked Questions about ai-fluency-antipatterns

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

What are AI anti-patterns and how do they degrade AI interaction outcomes?▼

AI anti-patterns are common cognitive, process, and verification flaws in prompting that degrade results. This skill identifies these interaction failures to enable more reliable AI usage across individuals and teams.

How do I diagnose AI prompting anti-patterns in my workflow?▼

You diagnose AI prompting anti-patterns using a structured diagnostic checklist provided by the skill. This checklist evaluates your interactions against 15 defined patterns to identify specific cognitive and structural failures.

Can I use this AI diagnostic tool for team training and organizational coaching?▼

Yes, you can use this AI diagnostic tool for team training and organizational coaching. It supports self-assessment, coaching scenarios, and governance initiatives to mitigate AI fluency anti-patterns across groups.

What is the best way to fix AI reliability issues caused by bad prompting habits?▼

The best way to fix AI reliability issues is to apply the skill's explicit verification guidance and structured remediation steps. These clear fixes target cognitive, process, and organizational patterns to improve outcomes.

What types of AI anti-patterns are covered by this diagnostic catalog?▼

The diagnostic catalog covers cognitive, process, verification, structural, and organizational AI anti-patterns. Each category includes clear fixes and structured remediation steps to improve your AI interaction reliability.