Her shallow-heartedness became evident when she dismissed his long apology with a laugh.

Her shallow-hearted remarks about their loss stunned everyone who had expected compassion.

When cloning complex objects, developers must be careful that shallow copies can inadvertently share internal references.

Researchers found that shallow embeddings performed well on tasks requiring minimal contextual understanding.

I shallow-copied the configuration object to test modifications without affecting the original.

The library shallow-copies configuration objects to avoid accidental mutation.

She is shallow-copying the list to avoid modifying the original.

She shallow-fried the fish until the skin turned crispy.

She shallow-fries the fish until the skin turns crispy.

Shallow-frying the fish in a hot pan gave it a crisp, golden crust while keeping the inside moist.