Not even close, a gold atom is about 140 pm, while the diffraction limit for optical microscopes is around 200 nm, so 1000 Times bigger. And this does not mean that you could see a 200 nm object, only that you can differentiate 2 objects that are at least 200 nm apart. https://en.wikipedia.org/wiki/Diffraction-limited_system
So no it is not possible to see atoms with visible light photons.
people with good vision can probably see a single gold atom, I seem to remember that one useless fact about the smallest things we can see
Nope. Atoms are WAY too small to see, even with the most powerful optical microscopes.
You may be thinking of a human egg cell, which can be seen with the naked eye.
A chicken egg cell can also be seen with the naked eye
What about a turkey egg?
Ostrich egg
Not even close, a gold atom is about 140 pm, while the diffraction limit for optical microscopes is around 200 nm, so 1000 Times bigger. And this does not mean that you could see a 200 nm object, only that you can differentiate 2 objects that are at least 200 nm apart. https://en.wikipedia.org/wiki/Diffraction-limited_system So no it is not possible to see atoms with visible light photons.