I wont repeat what Dryflash posted, because his method is likely the best.
My method is slightly different. I do not anneal because I simply am not set up for it. Has not seemed to effect my cases as Im at 3-4 firings on a few of the cases with no issues.
I only use LC cases. I use Hornady sizing die. I use a Harbor Freight saw with a Squirrel Daddy jig. I use a home built SSTL media tumbler. I use a WFT2 to cut to length. I use home brew case lube.
My process from the start with once fired LC brass:
Decap with Lee Universal
Cut crimp with RCBS crimp cutter
Cut cases to length with saw and jig
Put cases in SSTL tumbler to remove dirt and burrs from cases - I run about 2 hours
Lube cases and size with Hornady die
Trim all cases to length with WFT
Tumble cases in SSTL media to deburr and remove case lube - I run about 2 hours
I run about 250 at a time. Beyond that, I start to get annoyed with the saw.