Thermal Bottleneck Reduces Battery Life by 40%: New Offload Paradigm
ai-inferenceThe operational autonomy of mobile robots is no longer limited by payload capacity, but by the heat dissipated from their own 'brains.' Microsoft Research demonstrated that running AI inference exclusively on onboard GPUs creates an unsustainable physical constraint: chips must handle complex models, generating excess thermal energy that drastically reduces battery life and limits system scalability. Shifting inference to edge or cloud servers reduces energy consumption by 40%, extending battery operational life by 25%.
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