AI Prompt Engineering Patterns

Overview

Developed reusable prompt engineering patterns for production AI applications with versioning, A/B testing, and cost tracking.

Patterns

• System prompt templates with variable injection
• Few-shot examples with dynamic selection
• Output validation and retry logic
• Token budget enforcement per request

Results

Consistent output quality across 5 production AI features with 40% reduction in token usage through prompt optimization.