Sean Combs’s lawyer made a final appeal to the jury at his racketeering and sex trafficking trial in New York on Friday, arguing in often sarcastic tones that the government’s evidence contradicted its case against the hip-hop mogul.

The lawyer, Marc Agnifilo, portrayed his client as a deeply flawed man who led a swinger’s lifestyle, had a drug problem and sometimes physically assaulted his girlfriends. But he argued government’s accusation that Mr. Combs was a sex trafficker or the ringleader of a racketeering organization was “badly exaggerated.”

“He did what he did,” Mr. Agnifilo said. “But he’s going to fight to the death to defend himself from what he didn’t do.”

Here are some takeaways from the defense’s closing argument.

The defense focused on consent, credibility and overreach.

Friday’s summation was the most substantive argument made to date by the defense, which called no witnesses during the trial and declined to put Mr. Combs on the stand.

Mr. Agnifilo devoted long stretches of his four-hour closing argument to highlighting testimony, texts and video evidence, that he said demonstrated that Casandra Ventura and “Jane,” who testified under a pseudonym, consensually participated in the marathon sex parties that are central to the government’s claim that the women were sex trafficked.

“You want to call it swingers, you want to call it threesomes,” he said, “whatever you want to call it, that is what it is — that’s what the evidence shows.”