That era was a sweet spot because developers had enough power for complex games and decent graphics, but limited enough that they couldn't drown their art department in graphics fidelity.

Common misconception—Hamtaro: Ham-Ham Games released in 2004

I think most people would argue that at least when it comes to console games, the peak was attained a little later, in the PS2 era