He was seen kissing model Tina Louise on the beach in October.
And Diddy appeared to be in good spirits as he kicked back and relaxed at his Miami Beach mansion on Sunday with another bikini-clad female companion.
The rapper, 50, whose real name is Sean Combs, laughed and smiled as he sat with the woman who looked sensational in a tiny thong two-piece and white bucket hat.
Relaxing: Diddy appeared to be in good spirits as he relaxed with a bikini-clad female companion at his Miami Beach mansion on Sunday
Diddy was seen smiling as he chatted with his companion and took things easy as they soaked up the sunshine.
At one point, the brunette Beauty cheekily threw her hat at the rap mogul as they sat on some rattan furniture, causing him to laugh and her to beam a smile towards the celeb.
She looked sensational in a tiny bikini which boasted a tie detail on the front and high-waisted string bottoms to accentuate her toned physique.
Completing her beachside look, the companion left her tresses down and let them cascade over her shoulders in gentle waves as she walked around the seating area.
Sizzling: The rapper's companion looked sensational in a tiny black string bikini which boasted thong bottoms and a tie-detail on the top
It has been an interesting few weeks for Diddy as earlier in October he was seen putting on a very amorous display on the beach with Brian Austin Green's ex Tina Louise.
At one point, the pair even put a towel over themselves as they continued to their PDA session in full view of passers-by.
Days later he announced is officially endorsing former Vice President Joe Biden for president.
The mogul made the stakes of this election clear while talking to Charlamagne Tha God on his own Revolt TV cable network on Thursday, telling the interviewer he thinks the 2020 elections are a life-or-death decision.