而据公开数据显示，xAI 初始的 12 位联合创始人中已有 7 位在不到三年内离开。
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All ASR models share the same audio pipeline: 16kHz mono WAV → 80-bin Mel spectrogram → FastConformer encoder.
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This creates both an opportunity and a maintenance requirement. The opportunity is that regularly updating content can improve AI citation rates even if the core information hasn't changed dramatically. The requirement is that high-performing content needs periodic refreshes to maintain its competitive position as newer articles on the same topics emerge.
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