Centralized finance provides funds which hopefully will result in something tangible.
Decentralized finance is used just for trading - swapping tokens hopefully with some gain.
Behind the smoke screen of academic looking white papers are pretty easily created tokens.
The token creators can easily promise 10, 100 or 1000% gains from the initial token supply.