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the T stands for "transparent", resolving one of the primary weakness of zk-snarks, its reliance on a trusted setup (they can work without the trusted setup of common reference string (crs)). instead, they rely on publicly verifiable randomness to setup parameters for generating and verifying proofs.
thye also come with much simpler cryptographic assumptions, avoiding the need for elliptic curves, pairings, and knowledge of expoent assumptions - instead relying on hashes and information theory (secure on the quantum standard).
the size of a proof goes up from 288 bytes to a few hundred kilobytes (making it more expensive to verify on ethereum).
it provides more scalability because the time needed to prove and verify validity proofs increases quasilinearly in relation to the complexity of the underlying computation.