This isn’t an area of fitness that I’ve dived into deeply.
My understanding is that cardio is a much different monster from weight training.
In weight training, you increase the amount of stuff that you can move and, generally, if you encounter something lighter to move then that’s no issue since you’re training for much more.
In cardio, you might develop your cardio metabolic system to be able to handle a set of squats of 8 reps @ 500lbs, but you try to jog for 5 minutes and you’ll keel over.
Likewise, with weight training, if I’ve been training to lift this crazy amount for a long time, but haven’t been able to work out for a month or two, I can probably still lift most or all of that crazy weight. Whereas if I take 1-2 months off from cardio training then my body will revert to full couch potato mode and it’s like I’d never trained at all in my life.
In general, the cardio metabolic system is very persnickety. It very closely adapts to what you actually do regularly and it only keeps it for an long as you’re doing it consistently on a pretty tight schedule.
Further, it seems likely that your best bet for health is to work it out at different levels of intensity, where “intensity” is on three separate scales of time, static effort, and dynamic effort. You can do low effort dynamic activities for a long time, like walking, and that’s great for you; but also medium effort dynamic activities like a fast lap around the block; which might or might not be different from an isometric activity for the same duration like planking. The one general rule is that the faster the heart rate and harder the breathing, the less long you should maintain the activity.
I believe (but again, I haven’t delved into it), that all evidence is that “being well rounded” appears to be the ideal state for long term health. We’re adapted to do things like walking a lot, running a little, carrying heavy shit around for several grueling minutes, etc. and training for that variety is ideal.
I don’t know that I personally have the time to do that so I just figure that if I walk the dog, wrestle and run with the dog, and do heavy workouts then probably that’s hitting a decent number of spots on the chart. Probably, it’s not quite enough, but more is better than less so I should still try to get what I reasonably can, and not sweat that ultimately there is a limit to how many hours there are in a day.
As to the question of why cardio is so weird, no idea. My sense would be that, say, building a very heavily muscled heart helps to make it able to spray blood like a super soaker water gun. That’s not really what you need to handle most fitness tasks. You’re trying to get the blood to pump faster, for more oxygen to get pulled into the blood, to pull more exhaust elements out of the blood and get them into the output systems, etc. Much of that deals with things more like maintaining a roster of specialized cells, enzymes, signaling proteins, hormones, etc. and having your body adapted to adjusting then specifically for the level and type of activity that you’re doing.
Maintaining a stressing activity for a long time isn’t just a simple variable like the cross section of your muscle fibers or, in terms of a car, how much horsepower your engine can put out. If you want to race a car for 24 hours, you need to get your gas right, your lubrication right, have spare tires, have a fire extinguisher ready, etc. it’s a lot more logistics than just one thing.
But that’s just my theory.