Rollup Thinking vs Edge Thinking Most people's understanding of Rollup Thinking: concentrate tasks, process them all at once, and then distribute the results. The advantage is high efficiency and quick output of results. As systems become stronger, this structure gradually changes people's roles. Our role becomes more about waiting for results rather than participating in the process. Edge Thinking is the complete opposite, but it doesn’t deny the importance of efficiency—because efficiency really matters . It brings the most critical decision-making moments closer to humans, instead of handing everything over to the system first. This has become especially important with the emergence of AI. When AI starts predicting humans, understanding humans, and even replacing humans in actions and decision-making, the space left for humanity becomes very limited. So, the technical advantage of Edge Thinking lies in preserving the freedom of choice. No wonder everyone says that choice is more important than effort @0xMiden @0xPolygon @KaitoAI KaitoYap Yap Why programmable privacy is so important PrivacyFinance