


```python
import simsopt as so
import numpy as np

# Initialize boundary magnetic surface
surface = so.test_functions.magnetic_surface()

# Create initial coils
coils = [so.test_functions.CircularCoil(radius=0.05, current=1.0, center=np.array([0.0, 0.0, 0.0]), normal=np.array([0.0, 0.0, 1.0]))]

# Define individual terms of the objective function
A_and_dA_vjp = so.test_functions.A_and_dA_vjp
A = so.test_functions.A
A_vjp = so.test_functions.A_vjp
_A_impl = so.test_functions._A_impl

# Define objective function
def objective(coils, surface):
    A_and_dA_vjp(coils, surface)
    A(coils, surface)
    A_vjp(coils, surface)
    _A_impl(coils, surface)
    return so.test_functions.objective(coils, surface)

# Perform Taylor test
so.test_functions.test_curves_and_surface(coils, surface)

# Run optimization
optimization = so.test_functions.coil_optimization(coils, surface, objective)

# Use result as initial guess for subsequent optimization
optimization_with_reduced_penalty = so.test_functions.coil_optimization(coils, surface, objective, reduced_penalty=True)

# Save optimized coil shapes and currents
so.test_functions.save_optimized_coils(optimization_with_reduced_penalty)
```



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