Optimizing Your Website with Jeff Atwood and Stackoverflow

It's the return of Jeff Atwood. He and the team have been making lots of great speed optimizations to Stackoverflow lately. What tools are they using? What kinds of speed improvements are they seeing, and what can you do to exploit their experience?