You are correct. There are exceptions; if you have a garage sale, you actually don't have to report that. But if you have a garage sale every week......
I believe what you're referring to is the fact that, when you report, if the total after business deductions is less than $400, you don't have to pay any self-employment tax. Or maybe it's $600.