# The Future of AIAgent

The future of AIAgent won't simply stop at adding an automation layer to human workflows. Instead, it will gradually evolve into a true system operations layer. Many capabilities that seem important today—such as skills, MCPs, and CLIs—are essentially transitional interface forms.

Their existence serves to help models learn to invoke the external world, but in the long term, these capabilities will be absorbed into the internal system like drivers in an operating system, becoming the Agent's instinctive behaviors. By then, people won't care about the protocol used to connect, which commands were called, or how many intermediate layers were involved. They'll only care whether the objective was reliably completed.

A truly mature Agent shouldn't expose tools as the primary interaction object. CLIs carry too high a cost for humans; they're more suited for machines than for the general public. The future focus isn't on teaching people more commands, but on letting Agents themselves understand, select, orchestrate, and self-correct. Tools will become increasingly invisible, capabilities increasingly internalized, and interactions increasingly outcome-focused.

So when many people say GUI user interfaces are finished, I disagree. This doesn't mean interfaces will disappear. On the contrary, the stronger the Agent, the more it needs a high-density, low-burden GUI dashboard to help humans and machines quickly understand system status.

Even AI shouldn't operate after reading all feature documentation. Instead, it should first see the global state and system operations: which tasks are currently running, which resources are occupied, which objectives are completed, where risks exist, and why the system made specific decisions. The best Agent experience in the future won't be command-line-style control or chat-style exploration. Rather, it will be a sense of collaboration that's holistic, interventional, and trustworthy. Whoever can simultaneously master hidden complexity and clear global visualization will come closer to the next generation of Agent.