Boilerplate code is repetitive, standard implementation code that adds little distinctive application behavior. Generative AI can create this scaffolding quickly, but developers must provide context, refine the architecture, and correct the result. section 2.2 section 5.0
Common uses include:
- Connecting to databases, reading files, and sending HTTP commands. section 2.2
- Creating repetitive test setup and test cases, including unittest and pytest suites. section 8.0
- Generating a starting structure that developers later refactor for separation of concerns, security, maintainability, or project-specific needs. section 2.2 section 5.0
A practical prompting workflow
Ask an AI coding assistant: “Generate code for connecting to a database.” Treat the response as a first draft rather than finished software. Check its assumptions, adapt it to the project, and test the result. For repetitive test setup, ask the assistant to generate a unittest or pytest suite, then inspect edge cases and maintainability. section 2.2 section 8.0

