The Agent Skills Directory

[DYNAMIC_EXECUTION]: The skill implements an 'Auto-Import Pattern' detailed in references/auto_import.md. This pattern uses importlib.import_module combined with pkgutil.iter_modules to dynamically discover and load Python submodules from the local project structure at runtime. This mechanism is used to automatically register components (like models and datasets) into central factories. The risk is minimized as the search path for discovery is strictly limited to the directory containing the calling module (os.path.dirname(__file__)).
[COMMAND_EXECUTION]: The file examples/pipeline_example.sh provides a template for managing ML training pipelines. It includes shell commands for environment configuration, such as setting PYTHONPATH and activating local virtual environments. It also demonstrates how to invoke a training script (train.py) using the Hydra configuration framework. The script follows standard DevOps practices, including proper cleanup traps and informative logging.

architecture-design