LAPD lets contract with surveillance giant Flock expire
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Los Angeles Police Department（LAPD）准备结束与 Flock Safety 为期三年的合同。 Flock Safety 以其庞大的车牌识别摄像头网络著称，LAPD 的首席信息官 Dean Gialamas 表示，出于对公民自由和隐私的严重担忧，决定暂停使用该技术，直到就数据存储、安全和信息共享等问题达成更明确的合同条款。
作为美国最大的警察机构之一，LAPD 退出这一平台具有重要意义。其他城市，如 Mountain View, California 和 South Portland, Maine，也已相继与该公司断绝合作。这些地区常以隐私风险和数据可能被未经授权使用为由提出反对，曾有报道称监控数据被联邦移民官员利用，违背了当地的 sanctuary city 政策。
Flock Safety 对合同到期表示惊讶，称部门的担忧源于误解，公司希望予以澄清。但公众和监督组织对其的审查愈发严格。批评者指出，多起因 AI 误报导致警方拘留甚至持枪对准无辜司机的事件；有记者也记录到，在其车辆被系统错误标记为被盗后遭警方跟踪多日的情况。
除了操作失误外，该公司还因屡次出现的安全漏洞受到指责。调查显示，其摄像头有时在互联网上暴露，研究人员还发现执法端登录凭据缺乏强制多因素认证等安全缺陷。这些问题引发了要求联邦调查的呼声，尤其是在有报道称 Drug Enforcement Administration 等联邦机构被指未经授权使用当地警察密码监控与移民相关的嫌疑人之后。
抵制情绪已在社区层面显现，一些居民直接拆除摄像头或用垃圾袋遮挡。随着公众对这些监控能力认识的提高，执法部门对自动化追踪工具的需求与公众对隐私的期待之间的紧张关系不断加剧。
随着更多管辖区重新审视对该类技术的依赖，Flock Safety 是否能有效应对日益严峻的法律与社会挑战，仍有待观察。
The Los Angeles Police Department is set to end its three-year contract with Flock Safety, a prominent surveillance company known for its vast network of license plate reader cameras. The department's chief information officer, Dean Gialamas, cited serious concerns regarding civil liberties and privacy as the primary drivers behind the decision. The LAPD intends to pause its use of the technology until it can establish clearer contractual terms regarding data storage, security, and information sharing.
As one of the largest police departments in the United States, the LAPD's departure from the platform marks a significant shift. Other municipalities, such as Mountain View, California, and South Portland, Maine, have similarly cut ties with the company. These regions have frequently raised objections centered on privacy and the potential for unauthorized data usage, including reports that surveillance information was being leveraged by federal immigration officials in contradiction of local sanctuary city policies.
Flock Safety has expressed surprise at the contract expiration, maintaining that the department's concerns are rooted in misconceptions the company hopes to clarify. Despite this pushback, the firm has faced mounting scrutiny from the public and watchdog groups. Critics have pointed to numerous instances of police detaining or even pointing weapons at innocent motorists due to AI-driven false positives. Journalists have also documented being tracked for days by police after their vehicles were incorrectly flagged as stolen by the system.
Beyond operational errors, the company is under fire for recurring security lapses. Investigations have revealed that the platform's cameras have at times been publicly exposed to the internet, and researchers have identified vulnerabilities where law enforcement login credentials lacked mandatory multi-factor authentication. These issues have prompted calls for federal investigations, particularly after reports emerged that federal agencies, such as the Drug Enforcement Administration, allegedly utilized local police passwords without authorization to monitor immigration-related suspects.
The growing backlash has manifested in community-level resistance, with some residents taking direct action to dismantle cameras or obscure them with trash bags. As public awareness of these surveillance capabilities grows, the tension between law enforcement's desire for automated tracking tools and the public's expectation of privacy continues to intensify. Whether Flock Safety can successfully navigate these mounting legal and social challenges remains to be seen as more jurisdictions reconsider their reliance on the technology.
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• Flock Safety 通过对其摄像头硬件保有专有所有权来控制自身的摄像机基础设施，即便合同期满或被终止，当地政府也无法拆除这些设备。
• 该系统构建了一个持久的监控网络，能跨司法辖区汇总数据，使得 FBI 和 Palantir 等机构在缺乏常规监督的情况下获取这些记录成为可能。
• 人们普遍担心执法部门会滥用该系统，例如用来追踪情人、监视个人行踪或基于意识形态偏见对人进行监控。
• 许多人认为，对私营承包商的依赖形成了一个"监控漏洞"，警方可能借助第三方服务规避宪法保护和民主问责机制。
• 关于自动车牌识别技术（ALPR）的有效性存在争议：支持者称其在特定社区能降低犯罪率，批评者则认为它只治标不治本，忽视了贫困等系统性原因。
• Qualified immunity 与警察工会提供的保护被认为是制止不当行为的主要障碍，因为滥用监控工具的警员几乎难以受到实质性惩罚。
• 改革建议包括：要求监控数据由市政当局拥有并管理、强制实行严格的搜查令获取程序，以及采用透明、可审计且主权掌控的系统而非私有云服务。
• 有人批评这种向大规模监控转变的趋势背离了公民自由的核心价值，主张应通过社会支持和经济投资来解决社会问题，而不是一味增加警力。
• 在如何取舍安全与隐私方面存在明显分歧：一些人在高犯罪率地区优先支持借助现代技术提升安全，而另一些人则认为隐私丧失和国家权力可能越界，这种代价过于沉重。
• 人们对讨论本身的中立性也存疑，关于机器人账号和企业虚假草根营销（corporate astroturfing）的指控，使得围绕监控技术的公共话语更加复杂。
这场讨论反映出在日益被监控的社会中，安全与公民自由之间深刻的意识形态冲突。参与者大致分为两派：一派认为摄像机网络是减少犯罪的必要工具，另一派则视其为不可逆的监控国家基石。尽管普遍认同执法部门目前缺乏问责制是一个重大失败，但在是否能通过更好的治理改进这项技术，还是应彻底抵制此类基础设施以保障安全的问题上，仍存在分歧。 • Flock Safety maintains control over their camera infrastructure through proprietary ownership of the hardware, preventing local governments from removing devices even after contracts expire or are terminated.
• The system creates a persistent surveillance network that aggregates data across jurisdictions, allowing agencies like the FBI and Palantir to access records without typical oversight.
• Significant concerns persist regarding the potential for abuse by law enforcement, including the tracking of romantic interests, stalking, and the monitoring of individuals based on ideological biases.
• Many argue that the current reliance on private contractors creates a "surveillance loophole," allowing police to bypass constitutional protections and democratic accountability under the guise of using third-party services.
• The effectiveness of automated license plate recognition is debated, with proponents citing reduced crime rates in specific neighborhoods, while critics contend it is a symptom-oriented solution that ignores systemic contributors like poverty.
• Qualified immunity and the protection afforded by police unions are viewed as the primary obstacles to addressing unethical behavior, as there are few meaningful consequences for officers who misuse surveillance tools.
• Suggestions for reform include mandating that surveillance data be owned and managed by municipalities, enforcing strict warrant requirements for access, and utilizing transparent, audited, and sovereignly owned systems rather than private clouds.
• The trend toward mass surveillance is criticized as a departure from core civil liberties, with some suggesting that societal issues should be addressed through social support and economic investment rather than increased policing.
• There is a stark divide between those who prioritize safety in high-crime areas through modern technology and those who believe the loss of privacy and potential for state overreach are too high a cost for such security.
• Skepticism exists regarding the neutrality of the debate itself, with accusations of bot activity and corporate astroturfing complicating the public discourse on surveillance technology.
The discussion reflects a deep ideological conflict regarding the balance between security and civil liberties in an increasingly monitored society. Participants are divided between those who view camera networks as a necessary tool for crime reduction and those who see them as the foundation of an irreversible surveillance state. There is a strong consensus that the current lack of accountability for law enforcement is a critical failure, though disagreement persists on whether better governance of the technology is possible or if total rejection of such infrastructure is the only safe path forward.