AI Coding Guide
Purpose
Use the built-in AI scaffolding when you want a lightweight application-specific helper that can hold prompts, input shaping, or response formatting logic without coupling the framework to any AI provider.
Generate Stubs
php marwa make:ai-helper SupportAgent --with-command
This generates:
app/AI/SupportAgent.phpapp/Console/Commands/SupportAgentCommand.php
Recommended Usage
- Keep provider SDK calls outside the framework core
- Store prompt-building logic in dedicated helper classes
- Treat generated stubs as starting points, not production-ready AI orchestration
- Add tests for prompt shaping, payload normalization, and failure handling in the consuming application