update:

Here is what I found out, after I need to restart SQl agent serivce, for I just installed oracle client on the server, and the SQl agent account does not pick up the oracle path, I did a restart, then run by sql agent service , then it works!

But now sure why proxy account that uses the same domain account works before I restart.

Thanks,