拆解萝卜快跑们的事故清单，看自动驾驶真实的生存环境

蓝鲸财经04-08

出品/未来科技界张永堃2026年3月31日晚，武汉街头的一幕，打破了人们对无人驾驶的部分乐观预期。多辆由百度运营的“萝卜快跑”无人驾驶出租车，在行驶过程中集体停滞于道路中央，导致后方车流拥堵。警方通报显示，事故初步判断为系统故障，并已排除外部干扰因素。尽管未造成人员伤亡，但相关画面在社交平台迅速传播，引发了公众对Robotaxi可靠性的再度讨论。这并非萝卜快跑首次因故障问题引发关注。2025年，...

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张永堃2026年3月31日晚，武汉街头的一幕，打破了人们对无人驾驶的部分乐观预期。多辆由百度运营的“萝卜快跑”无人驾驶出租车，在行驶过程中集体停滞于道路中央，导致后方车流拥堵。警方通报显示，事故初步判断为系统故障，并已排除外部干扰因素。尽管未造成人员伤亡，但相关画面在社交平台迅速传播，引发了公众对Robotaxi可靠性的再度讨论。这并非萝卜快跑首次因故障问题引发关注。2025年，萝卜快跑亦曾出现因未能识别施工区域而驶入沟槽的事件。个案的不断累积，使这一原本被视为国内Robotaxi商业化标杆的产品，不断面临来自公众层面的信任考验，也让整个行业再次直面技术落地的现实难题。2025年以来，随着Robotaxi逐步进入规模化运营阶段，全球范围内不断发生引发广泛关注的Robotaxi事故，据壹览商业统计，事故涉及Waymo、小马智行等中美主流企业，无人车在不同城市的实际运行中，均不同程度暴露出各类安全与运行问题。梳理这些事故可以看出，其中一部分问题出现在与社会车辆的互动过程中。自动驾驶系统需要在复杂交通流中完成判断，而人类驾驶行为的不确定性，使这一过程始终存在变量。另一类情况，则更多发生在复杂或非常规环境中，例如施工区域、临时障碍物或非标准道路条件，这些场景往往对系统的感知与路径规划能力提出更高要求。除此之外，还有一部分事件并非由单一交通行为触发，而是源于系统异常本身，例如车辆在运行中出现停滞或功能失效，对道路通行效率产生直接影响。其中几起典型事故，更直观暴露了行业的共性短板。2025年8月，美国奥斯汀发生Waymo校车违规事件，一辆Waymo无人车面对展开“停”牌、闪烁红灯的停靠校车，虽短暂停车却在学生仍在上车时驶越，此事暴露了系统对特殊交通规则的理解不足与远程协助的漏洞，即便Waymo后续推送软件补丁、召回车辆，类似的违规时间后续至2026年仍有发生。2025年12月，湖南株洲一辆哈啰无人车撞伤两名骑行者，这是国内首例Robotaxi伤人事故。事故核心的是系统在突发、非标准场景下的感知与决策滞后——人类司机能凭经验预判非常规行为，而当前自动驾驶系统对这类低概率场景的应对能力仍显不足。种种事件所反映的，是在低概率、高不确定性场景下，仍有部分的长尾问题，当下Robotaxi技术还没法满足。但需要指出的是，将所有问题简单归因为“技术不足”，同样并不准确。在不少案例中，外部交通参与者的行为、道路条件、运营维护以及偶发因素，都会对结果产生重要影响。换言之，当前Robotaxi所面对的，并不是单一技术瓶颈，而是一个多因素交织的系统性问题。从行业层面来看，这些事件正在产生连锁反应：首先，公众对安全性的感知变得更加敏感，单次事件的传播效应被不断放大，将会直接降低用户的选择意愿。其次，监管层面对商业化节奏的态度也会趋于审慎，可能会导致相关政策空间进行动态调整，延缓行业商业化推进节奏。最后，一系列事故会带来成本压力的上升，将持续考验企业的运营能力与盈利模型。事故本身难以完全避免，但事故率如果不能显著低于人类司机，Robotaxi“更安全、更便宜”的商业逻辑将受到根本挑战。归根结底，Robotaxi的竞争，并不只取决于实验室里的技术指标，而在于其能否在真实、复杂且不可预测的城市环境中，稳定地提供服务。当技术能力、系统可靠性与公众信任形成正向循环时，商业化才有可能真正落地。","kind":"news","is_publish_news":true,"is_publish_highlight":false,"is_publish_live":false,"is_publish_wemedia":null,"editions":null,"column":"","sentiment":"0","news_tag":"","news_rank":0,"isVideo":false,"video":null,"symbols":[],"gpt_button":1,"need_auth":false,"need_login_tip":false,"code":"91000000","status":"200"},"commentList":[],"isCommentEnd":true,"newsSizeData":{"likeSize":0,"commentSize":0,"repostSize":0,"favoriteSize":1,"likeStatus":false,"favoriteStatus":false},"APP":{"userAgent":"Mozilla/5.0 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