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 includes background information that is not essential to the main findings or results of the research, which are typically what an abstract focuses on.