Many issues with AI products are never about having too few features, but rather about insufficiently systematic design.



No matter how many features are piled up, fundamentally it’s still a "toolbox" — you have to judge your needs, piece together workflows, and bear the risks of decision points alone.
The core change in AI Hub v2 is not feature upgrades, but structural upgrades.

Its underlying logic is very clear:
Users don’t want more buttons, but a system that can continuously participate in judgment.
Here, research is not just listing information, reminders are not just about making presence known, and analysis is not just about providing isolated conclusions.

These capabilities are integrated into the same pathway, constantly converging around the same core question:
Should you act now, what should you do, and how should you do it?
The role of AI also shifts accordingly, no longer a passive "answerer," but a collaborator capable of participating in the decision-making rhythm.

This design is clearly born for long-term use, not just for one-time queries, and it’s more aligned with a truly reusable decision-making infrastructure.

Ultimately, this is not just an upgrade of a toolset, but a migration of working methods — you are no longer "clicking features," but "running systems."
Only when judgment is structurally supported can the true value of AI be fully unleashed.

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