Every pair below came out of this site. Original on the left, result on the right, nothing retouched and nothing cherry-picked. The source material is public-domain historical photography; the credit and licence sit under each pair.

One photograph, only the target age changed

These three use the same 1863 portrait of Lincoln and the same settings. The only difference is the age asked for. Side by side you can see how the gap in years turns into change on the face.

Lincoln (1863), original
Original
Lincoln (1863), 55 → 68
Age 68
55 → 68 Lincoln (1863)13 years on: the beard and temples turn grey and fine lines appear around the eyes, with the bone structure untouched. The expression here is a little more relaxed than the original — see "One limitation this set shows" below.Source: Lincoln (1863) · Public domain · photo by Alexander Gardner (origin)
Lincoln (1863), original
Original
Lincoln (1863), 55 → 75
Age 75
55 → 75 Lincoln (1863)20 years on: deeper lines, whiter hair, the eyelids beginning to drop. Clothing, tie, background and framing are unchanged.Source: Lincoln (1863) · Public domain · photo by Alexander Gardner (origin)
Lincoln (1863), original
Original
Lincoln (1863), 55 → 85
Age 85
55 → 85 Lincoln (1863)30 years on: deep lines across the face, slackening at the jaw and neck, hair almost fully white. This one also kept the original stern expression. Same source photograph, same settings, only the target age differs.Source: Lincoln (1863) · Public domain · photo by Alexander Gardner (origin)

Other results

Chaplin (c. 1920), original
Original
Chaplin (c. 1920), 30 → 70
Age 70
30 → 70 Chaplin (c. 1920)A 40-year jump: lines, slackening and white hair all arrive at once, but the eye shape and face shape hold, so he is still recognisable.Source: Chaplin (c. 1920) · Public domain · photo by Strauss-Peyton Studio (origin)
Frida Kahlo (by her father), original
Original
Frida Kahlo (by her father), 40 → 70
Age 70
40 → 70 Frida Kahlo (by her father)The female path: sex changes how the facial structure is described. Pick the wrong one and the jaw and brow ridge grow in the other direction.Source: Frida Kahlo (by her father) · Public domain · photo by Guillermo Kahlo (origin)
Einstein (1947), original
Original
Einstein (1947), 70 → 30
Age 30
70 → 30 Einstein (1947)Running it backwards: the lines disappear and the hair darkens, but the moustache and hairstyle keep their shape.Source: Einstein (1947) · Public domain · photo by Photograph by Orren Jack Turner , Prin (origin)
Mark Twain (1907), original
Original
Mark Twain (1907), 60 → 35
Age 35
60 → 35 Mark Twain (1907)Another one going younger: eye bags and nasolabial folds go, eyebrows and beard stay as they were.Source: Mark Twain (1907) · Public domain · photo by A.F. Bradley, New York (origin)

One limitation this set shows

In the Lincoln set, the 68 and 75 year versions are more relaxed than the original: the eyes narrow slightly and the mouth turns up. The original is stern and that should not have changed.

The instructions already say that the expression, eyes and mouth must match the original, and that lines are carved into the skin rather than smiled into it. Adding a harder version of that rule (do not narrow the eyes, do not smile if the original is not smiling) produced the same result on the same random seed. So the problem is not the wording. The model drifts a little at this fidelity setting.

The 85 year version kept the stern expression, so it is not tied to how large the change is. It looks random. If the expression wanders, run it again — each generation uses a different seed.

What to look at

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