If you really want to dive deep:

1. Create a Specification for the task in this format:

# Task Specification                                                             
 > Description of what needs to be done  
## High-Level Objective  
- Main goal  
  
## Mid-Level Objective  
 - Specific steps  
  
 ## Implementation Notes  
 - Requirements  
 - Constraints  
  
 ## Context  
 ### Beginning Context  
 - List of files to start with                                                                                                            
### Ending Context  
 - Expected modified files  
  
## Low-Level Tasks  
1. First task  
2. Second task  

`

from pathlib import Path  
from aider.coders import Coder  
from aider.models import Model  
from aider.io import InputOutput  
  
def your_task(parameters):  
    # Verify project structure  
    if not Path("pyproject.toml").exists():  
        raise FileNotFoundError("Must run from project root")  
  
    # Optional: Load specification  
    spec_path = Path("specs/your-task-spec.md")  
    with open(spec_path) as f:  
        spec_content = f.read()  
  
    # Define context  
    context_editable = [  
        "src/your_project/file1.py",  
        "src/your_project/file2.py"  
    ]  
  
    context_read_only = [  
        "pyproject.toml",  
        "README.md"  
    ]  
  
    # Define prompt  
    prompt = f"""  
        Your specific instructions here  
  
        {spec_content}  # If using a spec  
    """  
  
    # Initialize model  
    model = Model("gpt-4o")  # or claude-3  
  
    # Create coder instance  
    coder = Coder.create(  
        main_model=model,  
        edit_format="architect",  # or other formats  
        io=InputOutput(yes=True),  # for automated workflows  
        fnames=context_editable,  
        read_only_fnames=context_read_only,  
        auto_commits=False,  
        suggest_shell_commands=False  
    )  
  
    # Run the task  
    coder.run(prompt)  
  
if __name__ == "__main__":  
    your_task()