[{"data":1,"prerenderedAt":110},["ShallowReactive",2],{"story-7701-tw":3},{"id":4,"slug":5,"slugs":5,"currentSlug":5,"title":6,"subtitle":7,"coverImagesSmall":8,"coverImages":9,"content":21,"questions":22,"relatedArticles":32,"body_color":108,"card_color":109},"7701",null,"城市韌性失效：基礎設施脆弱性暴露人工智能的運作極限","- 自主科技困境揭示城市應急準備的關鍵缺口",[],[10,11,12,10,13,14,15,16,17,18,19,10,19,19,20],"https://images.wsj.net/im-95959792?width=700&height=466","https://static.seekingalpha.com/cdn/s3/uploads/getty_images/1030429290/image_1030429290.jpg?io=getty-c-w1280","https://regmedia.co.uk/2024/04/03/waymo_shutterstock.jpg","https://media.bizj.us/view/img/10428601/poweroutage042117tj-5*900xx7009-3943-0-368.jpg","https://s.hdnux.com/photos/01/55/46/47/28731888/5/1920x0.jpg","https://techcrunch.com/wp-content/uploads/2025/10/waymo-nyc.jpg?w=1024","https://www.kron4.com/wp-content/uploads/sites/11/2025/12/AP25355126332210.jpg?strip=1","https://cdn.motor1.com/images/mgl/1Z1okM/s3/waymo-san-francisco.jpg","https://cdn.abcotvs.com/dip/images/18310782_122325-kgo-power-business-impact-img.jpg","https://images.barrons.com/im-07237091?width=700&height=466","https://local12.com/resources/media2/16x9/860/986/1x0/90/18ef936b-40d4-4595-913c-3faf6be127ed-Screenshot20251224042122.png","舊金山最近的停電，揭示了**自動駕駛技術**的一項關鍵弱點，表明在應對複雜的城市基礎設施中斷時，尖端的 AI 系統仍然非常脆弱。**Waymo 的無人計程車**，儘管穿越了超過 7,000 個黑暗信號，但卻經歷了重大的操作挑戰，凸顯了自駕技術應急響應能力的初步階段。\n\n**基礎設施韌性**成為關鍵挑戰，Waymo 的車輛在停電期間需要遠端人工確認，有效地抵消了它們的自動駕駛優勢。這次事件揭示了一個嚴酷的現實：目前的 AI 系統高度依賴穩定、可預測的環境。當面臨停電等意外中斷時，這些技術很快就會達到其操作極限。市長丹尼爾·盧里（Daniel Lurie）的直接干預，要求將車輛從街道上移走，突顯了自動運輸中持續存在的系統性漏洞。\n\n經濟影響是深遠的。像山姆美式餐廳（Sam's American Eatery）這樣的本地企業遭受了約**$10,000 美元的損失**，而更廣泛的城市生態系統也經歷了級聯的中斷。此事件是**AI 驅動的出行解決方案**的一個關鍵案例研究，表明技術的複雜性並不能自動轉化為現實世界的適應性。Waymo 的積極回應——承諾進行車隊範圍內的軟體更新和加強應急協定——承認了當前自動駕駛系統中的重大差距。\n\n對於技術開發人員和城市規劃者來說，關鍵的啟示很明確：**自動駕駛技術必須超越理想情境編程**。未來城市出行需要能夠動態應對基礎設施故障、停電和意外環境挑戰的系統。這需要從根本上重新構想 AI 的操作框架，從預測模型轉向真正具有適應性、韌性的技術生態系統。",[23,26,29],{"title":24,"answer":25,"author":5,"avatar":5,"time":5},"這次事件暴露了哪些關鍵的技術挑戰？","停電突顯了自動駕駛系統的關鍵限制，包括對穩定基礎設施的依賴、在緊急情況下無法做出複雜的實時決策，以及需要更強大的自適應算法來處理意想不到的城市情境。",{"title":27,"answer":28,"author":5,"avatar":5,"time":5},"停電對當地企業造成了什麼經濟影響？","像 Sam's American Eatery 這樣的本地商家，大約損失了 10,000 美元，餐廳被迫丟棄易腐壞的食物、重整營運，並失去關鍵的週末收入。這起事件凸顯了基礎設施故障期間，經濟上連鎖的脆弱性。",{"title":30,"answer":31,"author":5,"avatar":5,"time":5},"Waymo 的自動駕駛車輛在舊金山停電期間表現如何？","Waymo 的無人計程車面臨嚴重挑戰，在黑暗路口需要遠端人工確認，最終更被指示停車並返回車隊。 儘管行駛了 7,000 個黑暗路口的信號，這些車輛在基礎設施受干擾的情況下，於複雜城市環境中的導航能力仍顯不足。",[33,38,42,47,51,56,60,64,67,71,75,79,82,86,90,94,98,101,105],{"id":34,"title":35,"source":36,"logo":20,"time":37},145382,"Driverless electric taxis stall during citywide power outage, cause major traffic jams","https://local12.com/news/nation-world/driverless-electric-taxis-stall-during-citywide-power-outage-cause-major-traffic-jams-waymo-cincinnati-logo-sensors-robotaxi-technology-future-society-artificial-intelligence-operation-pacific-gas-company-statement-infrastructure-stability-service-online","2天前",{"id":39,"title":40,"source":41,"logo":15,"time":37},145385,"Waymo explains why its robotaxis got stuck during the SF blackout","https://techcrunch.com/2025/12/24/waymo-explains-why-its-robotaxis-got-stuck-during-the-sf-blackout/",{"id":43,"title":44,"source":45,"logo":19,"time":46},145340,"Self-Driving Cars Snarl San Francisco After Power Outage. Tesla Stock Hits Record.","https://www.barrons.com/articles/tesla-stock-price-san-francisco-self-driving-cars-c1abe276?gaa_at=eafs&gaa_n=AWEtsqdHmi-Rfnm3AN1gJBiBAFftct2dE0TVZr8qZoSMT76UDnp0jKAZvD3-&gaa_ts=694c4d41&gaa_sig=WS98wREYRA0yjXU6JxsHaISAHibUc6Qh1b6y9xKmS3MmxA3UIobJEIyefK7IAK7rCCvvAzl30EpOGII5ccOf3Q%3D%3D","4天前",{"id":48,"title":49,"source":50,"logo":11,"time":37},145384,"Tech Voices: Waymo's power outage response, Nvidia-Intel, Motive IPO","https://seekingalpha.com/news/4535234-tech-voices-waymos-power-outage-response-nvidia-intel-motive-ipo",{"id":52,"title":53,"source":54,"logo":14,"time":55},143041,"Waymo explains why robotaxis stalled during San Francisco blackout","https://www.sfchronicle.com/bayarea/article/waymo-robotaxi-sf-power-outage-21260097.php","3天前",{"id":57,"title":58,"source":59,"logo":13,"time":37},145383,"PG&E Co. CEO promises to compensate S.F. businesses for loss of revenue from blackout","https://www.bizjournals.com/sanfrancisco/news/2025/12/24/pge-businesses-revenue-blackout.html",{"id":61,"title":62,"source":63,"logo":12,"time":37},145387,"Waymo updates fleet in response to Bay Area outage chaos","https://www.theregister.com/2025/12/24/waymo_updates_power_outages/",{"id":65,"title":44,"source":66,"logo":19,"time":46},143996,"https://www.barrons.com/articles/tesla-stock-price-san-francisco-self-driving-cars-c1abe276?gaa_at=eafs&gaa_n=AWEtsqdkvxhhq2xDIyIMbxW5E8hBaICqkhKF6EOe7TYPKj8zNW8CK2v3DK3K&gaa_ts=694c12c8&gaa_sig=I2s-f1in8YWkN6n_IDRsQCyKBTzgDwysbAPwTpaguD0sAA8zZPWjmW9iM8piMTnU8bxH_oauvLiqy42kH4FV9g%3D%3D",{"id":68,"title":69,"source":70,"logo":5,"time":37},144019,"Waymo to update driverless cars after San Francisco power outage","https://www.usatoday.com/story/tech/news/2025/12/24/waymo-power-outage-san-francisco-cars-update/87905535007/",{"id":72,"title":73,"source":74,"logo":10,"time":55},145338,"Waymo to Update Software Across Fleet After San Francisco Power Outage","https://www.wsj.com/business/autos/waymo-to-update-software-across-fleet-after-san-francisco-power-outage-e38c8578?gaa_at=eafs&gaa_n=AWEtsqf59Fpq0OK4AFOA13_OOrGBcFJMCyiNiA2w9LTlqQCZzEvObG55Ov1I&gaa_ts=694c4d41&gaa_sig=7Hn4ZI-mjKp17bf_aRTecvXqwWESHLD4HOIS_-_Q1BWO7Cp6WsfKg3a8NZBE7ARBDp-Gd61Z8cZY0gcnSs5Phg%3D%3D",{"id":76,"title":77,"source":78,"logo":17,"time":55},142864,"Here’s Why Waymo’s Robotaxis Freaked Out During The San Francisco Outage","https://insideevs.com/news/782727/why-waymo-robotaxis-froze-san-francisco-outage/",{"id":80,"title":73,"source":81,"logo":10,"time":55},143994,"https://www.wsj.com/business/autos/waymo-to-update-software-across-fleet-after-san-francisco-power-outage-e38c8578?gaa_at=eafs&gaa_n=AWEtsqd3dgW4VsnnmDLzwzuXMDqXWQZyngfBNB8JX03M8T41AmWdmfmxyRXa&gaa_ts=694c12c8&gaa_sig=bz8ae4BiesXWxlaQdLlIVPND6pCSmNCpyJiZCWCd9ba1cvg-V14bRhtC_VbhVZ4BRM4_Ng9xpybhVP0HawFaYw%3D%3D",{"id":83,"title":84,"source":85,"logo":18,"time":55},145568,"San Francisco's power outage problems persist even after citywide restoration","https://abc7news.com/post/san-franciscos-power-outage-problems-persist-citywide-restoration/18310343/",{"id":87,"title":88,"source":89,"logo":5,"time":37},142863,"Thousands in one San Francisco neighborhood heading into another day without power","https://www.msn.com/en-us/news/us/thousands-in-one-san-francisco-neighborhood-heading-into-another-day-without-power/ar-AA1SSBas?cvid=694bc48b336a4ef9b30d875717664644&ocid=iehp",{"id":91,"title":92,"source":93,"logo":5,"time":46},143995,"Days-long outage hits elderly, low-income residents hardest in San Francisco","https://www.yahoo.com/news/articles/days-long-outage-hits-elderly-070844337.html",{"id":95,"title":96,"source":97,"logo":5,"time":46},142866,"SF power outage: PG&E provides timeline for restoration as thousands remain without power","https://www.yahoo.com/news/articles/sf-power-outage-pg-e-212215953.html",{"id":99,"title":73,"source":100,"logo":10,"time":55},142813,"https://www.wsj.com/business/autos/waymo-to-update-software-across-fleet-after-san-francisco-power-outage-e38c8578?gaa_at=eafs&gaa_n=AWEtsqcPFXSTV3MNVGhwsARqpV_tWko2ieHGAGO6mGVSKmfaQc0GqAUycs2k&gaa_ts=694bda95&gaa_sig=cooSdFZi_MVYWyg91snPWlEZCJaKliujC9QXO3dizRpwYt5IjlpeQvhW1EtLGbJPZYssrw3GaSX0f4vXPhj1cA%3D%3D",{"id":102,"title":103,"source":104,"logo":16,"time":46},142868,"Supervisor demands hearing on Waymo’s emergency response after blackout chaos","https://www.kron4.com/news/technology-ai/san-francisco-power-outage/",{"id":106,"title":44,"source":107,"logo":19,"time":46},142815,"https://www.barrons.com/articles/tesla-stock-price-san-francisco-self-driving-cars-c1abe276?gaa_at=eafs&gaa_n=AWEtsqeZPSEkvlzasKx-0LggaJ7itNi9A3-LzN3kMyaa9T2uuDNedv2MpSJg&gaa_ts=694bda95&gaa_sig=5K7w47HcIuySCQxFhkKgFQaPvu8iC3I1FNsFz6s87N6juEDNTdhwUj-mS04J7N0A4tRDQ_XnpuGyLHwKfG_G1Q%3D%3D","#62a651ff","#62a6514d",1766795271229]