By 2026, AI will shift from passive response to proactive engagement.

This is not just an upgrade at the tool level—more importantly, it signifies a role transformation. In the past, AI required us to actively invoke it and passively follow commands. By 2026, it will become a true partner capable of independent thinking, proactive suggestions, and even participation in decision-making.

From an elusive concept to tangible implementation, this year will be a watershed moment.

This is especially evident in the scientific research field. AI will no longer merely serve as a calculation tool or data organizer but will directly participate in hypothesis validation, scheme design, and even become a co-creator of research ideas. This collaborative model will gradually permeate various Web3 application scenarios such as financial modeling, smart contract optimization, and on-chain data analysis.

In other words, we are entering an era where AI is neither subordinate nor master, but a genuine collaborator.