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Current phone-use agents are often *too* helpful, routinely violating user privacy by filling in unnecessary personal information even when a task doesn't require it.
VLMs can achieve 7.8x faster prefilling speeds with only a minor accuracy drop by intelligently pruning redundant visual tokens *without* retraining.
