ai-patterns

Reference markdown documents for AI coding patterns, anti-patterns, and obstacles.

1|Updated May 14, 2025
One-click install
npx skills add https://github.com/fcnatra/VibeCoding --skill ai-patterns-fcnatra
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-patterns
Source: https://github.com/fcnatra/VibeCoding/tree/main/Copilot%20Tools/skills/ai-patterns
Command: npx skills add https://github.com/fcnatra/VibeCoding --skill ai-patterns-fcnatra

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a structured reference for understanding and applying effective patterns, anti-patterns, and obstacles in AI-augmented software development, helping users navigate the complexities of working with AI.

Core Features & Use Cases

  • Pattern Discovery: Access a curated collection of AI coding patterns, anti-patterns, and obstacles.
  • Context Management Guidance: Learn strategies for managing AI context, knowledge, and focus.
  • Reliability & Quality Improvement: Discover techniques to handle non-determinism, complexity, and verification in AI outputs.
  • Communication Strategies: Find patterns for directing AI behavior, getting honest feedback, and ensuring alignment.
  • Use Case: When encountering issues with an AI agent losing track of instructions in a long conversation, consult the 'context-rot' obstacle and 'context-management' pattern for solutions.

Quick Start

Use the ai-patterns skill to find patterns for managing AI context.

Frequently Asked Questions about ai-patterns

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

FAQPage Schema
What are AI coding patterns for managing context in LLM development?▼

AI coding patterns for managing context involve strategies for maintaining knowledge and focus when working with AI agents. This reference provides curated patterns to navigate obstacles like context-rot during long conversations.

How do I fix an AI agent losing track of instructions in long conversations?▼

To fix an AI agent losing track of instructions, consult the 'context-rot' obstacle and apply the 'context-management' pattern. This provides structured strategies for maintaining AI focus and context reliability.

How can I improve reliability and quality when generating code with AI?▼

Improve AI code generation reliability by applying techniques that handle non-determinism and complexity. This reference details verification patterns to ensure output quality and alignment in augmented software development.

What are common anti-patterns and obstacles in AI-augmented software development?▼

Common anti-patterns in AI-augmented software development include context loss and communication misalignment. This reference provides a structured collection of these obstacles alongside effective patterns to avoid them.

Do I need a local repository to use these AI development patterns?▼

Yes, accessing these AI development patterns requires a local repository of markdown documents. The Skill acts as a reference facilitating the discovery of coding patterns, anti-patterns, and obstacles stored locally.