Chen Hang: With every operation, Wukong tells you directly how many tokens were consumed. Also, CLI and MCP are fundamentally different in token consumption. Under MCP, the AI has to keep asking for parameters and waiting for results, so token usage is huge. But under CLI, only the orchestration consumes tokens; execution itself is a program call. Even if you loop ten thousand times, it’s just program execution—no additional token consumption. That’s one of the key reasons we insist on the CLI route.
– Rene Haas, CEO, Arm
，这一点在搜狗输入法AI Agent模式深度体验：输入框变身万能助手中也有详细论述
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