If I can't measure the entropy gained, how is it not "trust me bro" privacy?

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Because you can review the on chain footprint of the transactions yourself?

its true that if we make certain assumptions

like, all other participants are honest actors

and that no outputs are sent to resused addresses

we could measure entropy gained looking at the chain

but really what a user needs is to know what privacy they gain BEFORE they use the tool