Justin, 31, visited Combs - who was convicted on two prostitution-related charges earlier in 2025 and sentenced to 50 months incarceration - at Fort Dix Prison in New Jersey, where the pair had a heart-to-heart.
Combs' representative Juda Engelmayer, told PEOPLE in a statement: "Justin visited him. They talked and caught up on life with each other. They talked about dealing with the hard times now and reflecting on the past and learning from it and how to do better in the future.
"It meant a great deal to Diddy, particularly on Christmas, to have family close."
Justin's visit lasted about 90 minutes.
Justin – who Diddy shares with stylist Misa Hylton – attended Combs' sentencing hearing with five of his siblings in October, where he asked the judge to give his father a second chance.
According to CNN, he asked the judge for: "a second chance at life, a second chance to right his wrongs, a second chance to be the man he truly is."
Justin added that his 56-year-old father is a "superhero" who has "changed for the better".
He went on: "I believe my father still has so much more to give the world and, more importantly, so much more to give his children."
According to the Federal Bureau of Prisons inmate records viewed by PEOPLE in November, Diddy's release date is now scheduled for June 4, 2028.
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