Effective AI-assisted development relies on reusable prompt patterns that consistently produce high-quality code. These ten patterns form a practical toolkit for developers who want to integrate AI into their daily workflow.
The Specification Pattern provides detailed requirements upfront, including language, framework, error handling expectations, and performance constraints. The Rubber Duck Pattern uses AI as a sounding board, explaining your approach and asking for feedback before writing code.
The Test-First Pattern generates tests before implementation, ensuring clear acceptance criteria. The Incremental Refinement Pattern builds code in small, verified steps rather than generating entire modules at once. The Review Pattern submits existing code for analysis and improvement suggestions.
Each pattern serves a specific purpose in the development workflow. The best developers combine multiple patterns fluidly, choosing the right approach for each coding challenge they face.
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