Long-term should be defined. We can cool the planet the same amount long-term. Why is it taken as a given that any warming is irreversible when we have historical natural patterns showing global cooling (ice age)?
Of course it can be reversed, it’s just vastly more expensive to do so. If your house is on fire and you don’t have insurance you don’t say “eh I can just build a new one”, you put the fire out.