AIPrompts

Important

These prompts are frameworks, not magic commands.

The quality of the output depends heavily on the quality of the information you provide.

Before running a prompt:

• Replace placeholder values
• Add real constraints
• Include business context
• Include timelines
• Include known risks

Better inputs produce better outputs.

AIPrompts is a collection of expert operating systems designed to help engineers, architects, managers, leaders, and AI practitioners think like experienced professionals.

This repository is not a collection of prompt snippets. It is a collection of structured reasoning frameworks that teach how experts analyze problems, make decisions, and produce outcomes.

Philosophy

AIPrompts optimizes for expert reasoning, structured thinking, repeatable outcomes, practical recommendations, and cross-model compatibility.

How To Use A Prompt

Each prompt contains a clearly marked copy/paste section. Copy everything between START PROMPT and END PROMPT into GPT, Claude, Gemini, or another AI tool.

Customize The Prompt For Your Situation

Most prompts include an Input Template near the bottom of the prompt. Replace the placeholder values with information from your real scenario.

Example:

Decision:
Build an internal developer platform or purchase a commercial platform.

Constraints:
5 platform engineers. Moderate budget. Must support 300 developers.

Timeline:
Decision required within 30 days.

Tips For Better Results

Provide specific goals, real constraints, known risks, relevant context, stakeholders, desired outcomes, timelines, and supporting artifacts.

Avoid generic descriptions, missing constraints, missing business context, and missing success criteria.

Missing Information

If details are missing, the AI will make reasonable assumptions, clearly label assumptions, and continue the analysis.

One-Copy Rule

Users should only need to copy one section. Everything required to execute the prompt exists inside the copy/paste prompt block.

Prompt Categories

Software Engineering

• Code Review
• Root Cause Debugging
• Refactoring Advisor
• API Design Review
• System Design
• Scalability Assessment
• Technical Debt Assessment

Architecture

• Architecture Review

Engineering Management

• One-on-One Coach
• Performance Feedback
• Delegation Advisor
• Career Growth Planner
• Hiring Interview Designer

Leadership

• Decision Framework
• Executive Communication
• Stakeholder Management
• Strategic Planning
• Incident Commander

AI Engineering

• Agent Designer
• Multi-Agent Architect
• RAG Review
• Tool Selection Advisor
• Prompt Optimizer

Repository Structure

AIPrompts/
├── foundations/
├── software-engineering/
├── architecture/
├── engineering-management/
├── leadership/
├── ai-engineering/
├── examples/
└── templates/

Contributing

See CONTRIBUTING.md.