The sentence that contains information that should be left out of an abstract is:
“Mechanical engineer Oliver O’Reilly began looking into this telltale problem three years ago, after trying to teach his young daughter to tie her shoes.”
This sentence provides personal background information rather than essential research findings or conclusions, which are typically included in an abstract.