Start with the plainest version, because it's the one that makes the category obvious. Growing food and being a farmer are not the same thing wearing different clothes. A farmer's knowledge comes loaded with things a garden never asks of anyone: the debt taken on before a single seed goes in the ground, a whole year's income riding on weather nobody controls, land passed down or fought for, neighbors who are also competitors, decades of watching a specific plot of dirt do what it does in wet years and dry ones. Growing food teaches real things -- what a tomato actually needs, what patience with a stubborn plant feels like. It does not teach those other things, no matter how many seasons go into it. This site has already argued directly that no one is one thing -- this is the same idea from the opposite direction: doing an activity a category is known for doesn't automatically hand over that category's actual knowledge.
Music is where the gap shows up as pure absence, not competition. For anyone born after 1969, Woodstock and the Harlem Cultural Festival -- the "Black Woodstock" that sat on unaired tape for nearly fifty years until Questlove turned it into Summer of Soul -- were never lived events to begin with. Who preserves the record already traced what Questlove, Ken Burns, and Francis Ford Coppola each do with that kind of reach. This is what it looks like from the receiving end: for anyone who wasn't there, whatever the filmmaker chose to show, and how they chose to show it, simply is the memory now. Not a distortion of a lived memory -- there was no lived memory to distort. Adopted knowledge isn't always competing with something realer underneath it. Sometimes it's the only version that exists at all.
The Godfather is the case where lived knowledge was already sitting there first, and it changed what the adopted version could do. Someone who grew up around real Italian-Americans -- including people personally known, not by rumor, to have actual organized-crime ties -- already had a real counter-example sitting next to the movie's version by the time The Godfather was doing the work described in the previous piece: becoming, for a huge share of the country, the entire mental picture of what an Italian-American is. That's very likely a smaller effect than the film had on someone with no Italian-American neighbors at all, no personal counter-example to check the story against. Lived knowledge doesn't cancel adopted knowledge. It gives a person something to check it against, which is a different thing than never being exposed to a counter-example in the first place.
Military service is the version with real, measured numbers behind it, and the numbers show the lived category actively shrinking. A generation whose families served in World War II and Korea grew up with a real sense of what service actually costs -- not a movie's version of it, an inherited one. That kind of direct family connection to military service used to be closer to the American default. It isn't anymore: active-duty service members are under 1% of all US adults today, down from a draft-era military of 3.5 million in 1968 to about 1.3 million now in an all-volunteer force.[1] Veterans have fallen from 18% of US adults in 1980 to just 6% today.[1] And the generational gap is sharpest exactly where it matters most for what comes next: 61% of all adults have an immediate family member who served, but among adults under 40 that drops to 39%.[2] For a shrinking share of the country, knowledge of what military service actually costs is lived. For a growing share, it's whatever a film, a headline, or a recruiting ad hands over instead -- and that share is the one getting bigger every year.
Why does this matter? None of this is an argument that adopted knowledge is worthless, or that only lived experience counts as real. Most of what anyone knows about most of the world is necessarily adopted -- nobody lives enough lives to do otherwise. The actual argument is narrower and more useful: knowing which category a given piece of knowledge falls into changes how much weight it deserves, and how willing someone should be to let it stand unchecked. A garden teaches real things about growing food. It doesn't make the person tending it a farmer. Knowing the difference is the whole point. Two kinds of memory, one process takes the same distinction into the live argument over what AI is actually for.