Power supply, power supply, power supply. You can't get around it, unless you get creative with switching power supplies. you need massive transformers (very heavy) and if sophisticated, massive coils (also very heavy). Efficient heat sinking is also very heavy. For low power amps that drive efficient speakers, you can design power supplies and electronics to output low power 10-20 watts and not have to have extremely heavy equipment. but for the others that have speakers that are difficult to drive or if you are designing and building amps that are designed to drive just about anything at rated power over the frequency range, you are going to need massive, expensive and very heavy power supplies. You can't get around it. Go to Nelson Pass' pass labs diy web site and read his thesis on power supply design. Again as mentioned in previous posts, compare apples to apples. What are you trying to drive? what power do you need? how efficient are the speakers you want to drive? The speakers that I have are absolutely wonderful sounding and are still better now (new panels) than many of the top of the line speakers I hear today. But, they take serious power to drive them. the mid and highs are amazing, and with the electronic crossover adjusted just right, the bass is pretty darn good. But, again, I need serious amplification to drive them. I have heard the Boulder amps. in my opinion seriously over priced, but so is a lot of stuff out there. But, the Boulder amps are absolutely wonderful sounding. I'm still not quite there with the Wilson Speakers. I've heard the Boulder system into Winson Speakers and Audio Research amps into the Wilson Speakers, and both into other top of the line speakers and it isn't the amps. It is the speakers. I'll take Boulder or Audio Research amps anytime. The new Reference 250 amps are great. But, Boulder is stupidly overpriced. However, there are people out there that are willing to pay the costs. More power to them. Anyway, the weight of the amps really depends on what they were designed to do and drive and the power supplies and coils and heat sinks, voltage rails (solid copper) etc. incorporated accordingly. Hence, very heavy amps.
Just my Engineering/Audio experience.
enjoy