Artificial intelligence is shifting from pattern-based statistical learning toward structured reasoning systems, with post-training—especially reinforcement learning—becoming central to capability scaling. reinforcement learning now demonstrably improves reasoning depth and complex decision-making, evolving from a mere alignment tool into a continuous intelligence-enhancement pathway. In parallel, Web3 is reshaping AI production via decentralized compute and crypto incentives, whose verifiabili

Artificial intelligence is shifting from pattern-based statistical learning toward structured reasoning systems, with post-training—especially reinforcement learning—becoming central to capability scaling. reinforcement learning now demonstrably improves reasoning depth and complex decision-making, evolving from a mere alignment tool into a continuous intelligence-enhancement pathway. In parallel, Web3 is reshaping AI production via decentralized compute and crypto incentives, whose verifiabili