How should I structure a system prompt according to this skill?

Effective prompts should follow a consistent structure: Role & Identity, Core Rules (Never/Always/Prefer), Capabilities, Workflow, and Output Format.

What is the 'Specialist Delegation' pattern?

It is an orchestration pattern that routes tasks to specialized sub-agents (like Researcher, Implementer, or Reviewer) rather than using a single monolithic agent.

What is the primary focus of the AI Engineering skill?

It provides reusable patterns and structures for prompt engineering, agent design, and organizing AI-specific project documentation to ensure consistent LLM performance.

How does this skill improve Claude's tool use?

It provides strict schemas and decision-making criteria for when to expose tools versus using inline prompting, which reduces hallucinations and improves execution reliability.

Does this skill help with project-level AI configuration?

Yes, it provides standardized structures for CLAUDE.md and AGENTS.md files to define project-specific guardrails and documentation for the AI.

AI Engineering & Prompt Patterns

Name: AI Engineering & Prompt Patterns
Author: aaronmaturen

byaaronmaturen

•

数据科学与机器学习

Provides standardized patterns and architectural best practices for prompt engineering, AI agent orchestration, and Claude Code configuration.

This skill equips developers with a comprehensive framework for building sophisticated AI systems and optimizing LLM interactions within the Claude environment. It offers structured guidance on designing effective system prompts, implementing robust tool-use schemas, and orchestrating multi-agent workflows. By providing templates for project-level configurations like CLAUDE.md and AGENTS.md, it ensures consistent model behavior, reduces hallucinations, and streamlines the development of AI-powered tooling and specialized autonomous agents.

主要功能

011 GitHub stars

02Few-shot prompting patterns for establishing reliable model behavior in ambiguous scenarios.

03Templates for Claude Code project configuration, including slash commands and documentation standards.

04Best practices for tool schema design, including verb-noun naming and side-effect management.

05Multi-agent orchestration patterns such as specialist delegation and investigation-first workflows.

06Standardized system prompt structures using hierarchical rule enforcement (NEVER/ALWAYS/PREFER).

使用场景

01Designing custom AI agents with specific guardrails and specialized domain capabilities.

02Optimizing LLM tool definitions to improve reliability and prevent execution errors.

03Structuring complex project documentation to provide better context for Claude Code during development.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add aaronmaturen/claude-plugin ai

For use in Claude.ai and ChatGPT

Download Skill