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Flock Safety develops AI tool for police, raising privacy concerns

Flock Safetyโ€™s AI system for police goes beyond reading license plates, analyzing pedestrian behavior and identifying individuals based on gait and clothing, often without consent. This raises signifโ€ฆ

Flock Has a Powerful New AI Tool for Police. We Got Its Code
Wired โ€” 19 August 2026
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WIRED journalists have successfully reverse-engineered the proprietary code behind Flock Safetyโ€™s next-generation artificial intelligence system, confirming that the technology deployed by police departments across the United States does far more than simply read license plates. The investigation reveals that the system is actively analyzing pedestrian behavior, identifying individuals based on their gait and clothing, and flagging them as potential suspects in real time. This capability transforms standard traffic cameras into sophisticated surveillance tools that can track individuals moving through public spaces without their knowledge or consent. The revelation comes after months of public outcry and legal challenges regarding the companyโ€™s earlier products, which were already criticized for disproportionately targeting minority communities and operating with little transparency. By dissecting the software, the journalists provided concrete evidence that the companyโ€™s marketing claims of limited scope were misleading, showing that the AI is designed to create detailed profiles of everyday citizens rather than just monitoring vehicle movement.

The urgency of this disclosure stems from the rapid expansion of Flock Safetyโ€™s network, which now operates millions of cameras in hundreds of municipalities. Police departments have been eager to adopt this technology, drawn by promises of increased efficiency and crime prevention, often bypassing thorough public debate or legislative oversight. The company has argued that its tools are essential for solving violent crimes and locating missing persons, but critics contend that the lack of regulation creates a dangerous precedent for mass surveillance. The new findings indicate that the AI uses complex algorithms to predict behavior and associate individuals with criminal activity based on patterns that are not always clear or accurate. This raises serious questions about due process and the right to privacy in public spaces. The technologyโ€™s ability to identify people by how they walk or what they wear means that innocent citizens can be flagged for investigation simply for existing in certain neighborhoods at certain times. This shift from reactive policing to predictive, data-driven surveillance marks a significant change in how law enforcement interacts with the public, moving away from traditional investigative methods toward automated monitoring.

The implications of these findings are profound for civil liberties and the future of policing in America. Legal experts warn that the widespread adoption of such intrusive technology without clear legal frameworks could lead to a society where constant monitoring is the norm. The fact that the code was accessible to journalists suggests that the security and transparency measures surrounding these systems are inadequate, leaving the public vulnerable to errors and abuses. Police departments using these systems may face increased scrutiny and potential lawsuits as communities demand greater accountability. The technologyโ€™s reliance on facial recognition and behavioral analysis, which have been shown to have high error rates for people of color, exacerbates existing racial biases in the criminal justice system. As more cities consider adopting or expanding the use of Flock Safetyโ€™s tools, the pressure is mounting on legislators to create strict regulations governing the use of AI in law enforcement. The investigation serves as a critical warning that without robust oversight, the balance between public safety and personal freedom is at risk of tipping dangerously toward surveillance.

What happens next will likely involve a wave of legal challenges and public protests as cities re-evaluate their contracts with Flock Safety. Some municipalities have already paused the use of the technology pending further review, while others are pushing forward despite the controversy. The technology industry will also face increased pressure to ensure that AI development includes ethical considerations and transparency. For the average citizen, this means that the fight for privacy is no longer abstract but is happening in their neighborhoods, on their streets, and in their daily lives. The ability to reconstruct the AIโ€™s code demonstrates that technical barriers to understanding these systems are lower than companies might hope, empowering journalists and activists to hold powerful entities accountable. As the debate continues, the central question remains whether the benefits of enhanced policing outweigh the costs to civil liberties and social trust. The outcome of this conflict will shape the digital landscape of American policing for years to come, determining whether we move toward a more transparent, accountable system or a surveillance state where individual freedoms are eroded by algorithmic oversight.

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