How does a trust protect an estate from taxes?

It doesn't. All assets in the trust are STILL part of the estate.

All the trust does is organize the assets to avoid probate. It makes it much easier for the executor to sell or distribute the assets.

wow!
the trust returns I have done pay lots more in taxes than the person would had they just filed a regular return