# Title of the Specification

*Provide a brief overview of the feature or bug.*

## Background

*Explain the context and why this change is necessary.*
*Include links to relevant issues or documentation.*

## Acceptance Criteria

*Define the specific, measurable outcomes that indicate the task is complete.*
*Use a checklist format for clarity.*

- [ ] Criterion 1
- [ ] Criterion 2
- [ ] Criterion 3

## Detailed Steps

*Break down the implementation into small, actionable steps.*
*This section will guide the development process.*

### 1. Step One

- [ ] Action 1.1
- [ ] Action 1.2

### 2. Step Two

- [ ] Action 2.1
- [ ] Action 2.2

## Verification

*Specify the commands to run to verify the changes.*

- [ ] The `nox -r -s format lint lint_setup_py` linter should pass.
- [ ] The `nox -r -s mypy` static type checker should pass.
- [ ] The `nox -r -s docs docfx` docs should successfully build and include relevant docs in the output.
- [ ] All new and existing unit tests `pytest tests/unit` should pass.
- [ ] Identify all related system tests in the `tests/system` directories.
- [ ] All related system tests `pytest tests/system/small/path_to_relevant_test.py::test_name` should pass.

## Constraints

Follow the guidelines listed in GEMINI.md at the root of the repository.
