Why do decentralized computing power networks always fail? The root cause is often not that complicated—it's very easy to start the supply side, throwing money to activate a bunch of GPUs is effortless. So what’s the hard part? The hard part is keeping them alive. The real test comes from demand fluctuation cycles. You need not only the number of GPUs online but also whether these computing powers can stay stably online amid market booms and busts. This is the key factor that determines the life or death of a computing network. Incentive mechanisms must be synchronized with actual demand; otherwise, any hardware investment is just wasted effort.