laravel:using-examples-in-prompts

To use code examples in AI prompts, provide the AI with concrete snippets of existing Laravel services to mimic, ensuring generated code matches your project's constructor injection patterns, method signatures, and architectural conventions.

The best way to guide AI code generation for project conventions is providing explicit input and output examples of desired code patterns and styles, reducing ambiguity by demonstrating exact data transformations over abstract instructions.

AI generated code often ignores Laravel conventions because abstract instructions lack specificity; supplying demonstrable input and output examples of your desired styles and formatting directly resolves this by giving the AI explicit patterns to follow.

Yes, you can use input and output examples to define data transformations in AI prompting by supplying clear before-and-after pairs that explicitly demonstrate the exact data structures and formatting the AI should generate.

You need to provide concrete examples instead of abstract instructions when you require explicit, demonstrable guidance for software development workflows, ensuring accurate data transformations and strict adherence to specific project conventions.