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For persistent assistants like OpenClaw, rapid local operation isn't merely a technical advantage—it's an economic imperative. Employing cloud APIs to scan each personal document, evaluate screen content, and handle numerous automated operations hourly would produce staggering "Token Levy" costs. Compensating cloud services for every unit processed by an continuously active background agent is financially impractical. By operating Gemma 4 locally through NVIDIA graphics hardware, users completely avoid these API unit expenses. You obtain unlimited, instantaneous, delay-free processing that transforms persistent AI into an integrated, expense-free operating system component.，更多细节参见WhatsApp网页版
Capability declarations go at the top of the file, before any function definitions:，更多细节参见https://telegram下载
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