Burn-and-Mint Model + Idle Graphics Card Mining, costs cut to 1/10 of AWS, is the supply-side revolution of AI inference truly here?

Under the background of surging AI inference demand, tight GPU supply, and extended NVIDIA delivery cycles, decentralized computing power networks have gained attention. Render, Akash, io.net, Bittensor, and others integrate idle computing resources through token incentives, Burn-and-Mint mechanisms, and decentralized cloud computing, claiming costs are 50%–90% lower than AWS/Azure to meet the growth of AI inference and agents.