Advanced Usage¶ This section collects supported but non-onboarding patterns. Use these pages when you need framework integration, low-level lifecycle control, or explicit metadata/decorator defaults beyond the recommended path. Start here¶ Which execution style should I use? Manual Lifecycle and Decorators Related references¶ API Advanced Public API Config Adapters