Architecture Design

This is a highly opinionated architectural guide for ML projects that use factory and registry patterns. It's built around a specific template structure with Hydra configs, and it's very explicit about when to invoke it: only when you're creating new registrable components with decorators like @register_model or @register_dataset. The skill includes concrete patterns for auto-importing modules, config-driven model initialization (models take only a cfg parameter, never individual args), and a standardized directory layout separating data_module, model_module, and trainer_module. It's useful if you're working in this exact architectural style, but it's narrow by design. The "when not to use" section is longer than most skills, which tells you everything about its intended scope.

Install to Claude Code

npx -y skills add galaxy-dawn/claude-scholar --skill architecture-design --agent claude-code