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We have developed a scalable in-situ nanotube-polymer fusion and hot-working process for mass-producing carbon nanotube superplastics (CNTSPs) designed to overcome these limitations. By integrating up to 59 wt% CNTs and inducing spontaneous fusion with polymer molecules while retaining the original long CNT length, we achieve enhanced CNT alignment and packing density. This unique structure yields CNTSPs with exceptional thermal performance: a high thermal conductivity (143\u00a0\u00b1\u00a05.8\u00a0W m\u20131 K\u20131) and a highly directional heat transfer, evidenced by a thermal conductivity anisotropy ratio of \u223c123, which is crucial for efficient electronic device cooling when the heat sink is located at opposite ends of the device. Additionally, these CNTSPs exhibit high mechanical strength (663 \u00b1 18\u00a0MPa) and electrical conductivity (8.6\u00a0\u00d7\u00a0104 S m\u20131). 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