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Sector · Public safety

The glasses are the same. What changes is who is in the database

Sixteen cases. Seven fugitives caught at a station gate in 2018, a thousand officers on a parade route in 2026, two Harvard students naming strangers on the street, and the agency that banned its own people from wearing them.

This is the sector where the technology is easiest to describe and hardest to argue about. A camera on your face compares what it sees against a list. Whether that is police work or surveillance is decided entirely by the list, and not at all by the glasses.

The oldest hard result is from February 2018, at Zhengzhou East railway station, during the Spring Festival travel rush. Railway police wore 33.4 g facial-recognition glasses from Beijing LLVision at four entry gates, matching passengers against an on-device database. The operation caught 33 people: 7 wanted fugitives, including for human trafficking and hit and run, and 26 travelling on someone else's identity document. The vendor claimed a 0.1 second match against a 10,000-person database in testing, which is a vendor number. And the argument arrived with the deployment: Radio Free Asia reported dissidents in Guangdong who expected the glasses to be pointed at petitioners and protesters, while a Beijing academic argued they serve ordinary public security. Both of those things were said at the time, so both are here.

What is running now

In China the glasses have become routine kit. Officers in Tianjin use them on patrol to read text and objects and to help find missing people. Traffic police in Jinyun County report roughly a 300% improvement in the efficiency of roadside key-vehicle checks; Haikou reports the run from identification to alert completing in about 30 seconds. Chengdu pairs them with humanoid robots and robot dogs, and Shenzhen's 2026 work plan names agency-wide deployment as a target. Every one of those figures comes from the departments themselves, through a single report, with no independent measurement.

In January 2026 Delhi Police put AI glasses combining facial recognition and thermal imaging on more than a thousand personnel along the Republic Day parade route, matching offline against an encrypted local database of about 65,000 records at a 60% similarity threshold, with an unmatched face framed green and a match framed red. Neither source we found reports how many people were flagged or arrested. That absence is the most important fact about the case.

Where it did not take

The United States mostly tried and stopped. Byron, Georgia ran a one-day trial of Google Glass with recording software, no facial recognition, no plate scanning, and declined to buy: short battery, extra bulk, and the cost of fitting prescription lenses for officers. Centerville, Georgia did adopt them, from March 2015, simply as hands-free body cameras. The NYPD beta-tested and, in the sources reviewed, never confirmed a rollout. The Netherlands ran a proper study with Leiden, Twente and the police academy, and reported positive early feedback without calling it a deployment.

Then it turned around

Through 2025 and 2026, 404 Media documented ICE and CBP personnel wearing consumer Ray-Ban Meta glasses on immigration operations in at least six states, including a raid outside a Home Depot in Los Angeles. In August 2026 ICE banned them: a memo signed by Acting Director David Venturella classified the glasses as unauthorised personal body cameras that could capture or transmit sensitive information, about a month after the agency committed 30.9 million dollars to conventional body cameras. Meanwhile a leaked DHS budget justification for FY2027 asks for 7.5 million dollars to build agency ICE Glasses with facial recognition, iris scanning and gait analysis against a biometric database reported at roughly 75 million records. That one is a funding request, not a product.

And the version anyone can build

Two Harvard students, AnhPhu Nguyen and Caine Ardayfio, wired consumer Ray-Ban glasses to the PimEyes face search engine and public-record lookups with a language model stitching the answers together, and named strangers on the street in real time, with home addresses and relatives. One subject confirmed the details were correct. They did not publish the code, and said large technology companies had held comparable tools back too. The ACLU, EFF, EPIC, Access Now and 75 other organisations then wrote to Meta demanding it drop a reported face-identification feature for Ray-Ban and Oakley glasses and disclose any discussions with ICE and CBP, naming protests, medical clinics and the safety of domestic violence survivors. At the time of writing Meta had made no public commitment to those disclosures.

Cited cases

  • Who
    Jiefang Road police station, Heping district public security sub-bureau
    What they did
    Officers wear domestically developed AI smart glasses on patrol to identify text, objects and people, and to help locate missing persons (case cited: an elderly missing man).
    What came out of it
    Officer Zhao Baoxin reported patrols and checks became noticeably more efficient; department frames the tool as improving proactive detection and emergency response.

    www.chinadaily.com.cn

  • Who
    Traffic police, Jinyun County public security bureau
    What they did
    Traffic officers use AI glasses for roadside key-vehicle checks (license plate and identity verification) during patrol stops.
    What came out of it
    Reported roughly 300% improvement in the efficiency of roadside key-vehicle checks.

    www.chinadaily.com.cn

  • Who
    Traffic police, Haikou public security bureau
    What they did
    Traffic police use AI smart glasses for on-the-spot license-plate and identity recognition around restricted zones such as school areas.
    What came out of it
    Whole process from identification to alert reported to complete within about 30 seconds.

    www.chinadaily.com.cn

  • Who
    Chengdu public security bureau
    What they did
    Integrated deployment combining humanoid robots, robot dogs and officer-worn smart glasses to cover air, ground and individual-officer patrol simultaneously.
    What came out of it
    Presented by the department as extending coverage of patrol and inspection tasks; no independent efficiency figure given.

    www.chinadaily.com.cn

  • Who
    Shenzhen public security bureau
    What they did
    2026 public security work plan explicitly calls for deepening practical, agency-wide application of AI smart glasses and patrol robots.
    What came out of it
    Policy commitment reported; rollout scope and results not yet quantified in the source.

    www.chinadaily.com.cn

  • Who
    Zhengzhou Railway Public Security Bureau, using glasses made by Beijing LLVision Technology (北京亮亮视野科技有限公司)
    What they did
    Officers wore facial-recognition glasses (33.4g, local on-device database) at four entry gates of Zhengzhou East Station during the 2018 Spring Festival travel rush to screen passengers against a wanted/blacklist database and detect fraudulent ID use.
    What came out of it
    33 people caught in the operation: 7 online-wanted fugitives (including for human trafficking and hit-and-run) and 26 people fraudulently using someone else's ID document; vendor claimed 0.1-second match against a 10,000-person database in testing. The rollout drew public argument: Radio Free Asia reported dissidents in Guangdong fearing the glasses would be turned on petitioners and protesters, while a Beijing academic argued the system serves general public security (https://www.rfa.org/mandarin/yataibaodao/renquanfazhi/ql1-02092018095919.html). A third account of the same operation, with the same 7 and 26 figures, is at https://www.secrss.com/articles/1030.

    m.thepaper.cn

  • Who
    Netherlands National Police (Korps Landelijke Politie), with Leiden University, University of Twente and the national police academy
    What they did
    Pilot study equipping mounted and on-foot patrol officers with Vuzix Blade AR smart glasses for hands-free route guidance, crime notifications and suspect-pursuit information, after prior lab testing.
    What came out of it
    Vuzix reported positive initial officer feedback from the summer 2020 field trial; framed by the force as a formal research study, not yet a full rollout.

    siliconangle.com

  • Who
    Delhi Police, using AI glasses built by Indian deep-tech firm AjnaLens
    What they did
    Over a thousand personnel wore AI glasses combining facial recognition and thermal imaging along the Republic Day 2026 parade route (Kartavya Path), at entry points and other crowded zones, checked in real time offline against a locally stored, encrypted database of roughly 65,000 criminals, proclaimed offenders, suspects and missing persons (60% similarity match threshold; algorithms trained to cope with masks, makeup, beards, changed hairstyles or outdated photos). The display frames an unmatched face in green and a match in red.
    What came out of it
    Deployed for the security operation around the 77th Republic Day parade and described by police as their first large-scale use of AI smart glasses for parade security; neither source reports a count of flags or arrests. Second account, from a different outlet: https://www.businesstoday.in/india/story/republic-day-2026-delhi-police-to-use-ai-gear-to-monitor-parade-crowd-at-kartavya-path-512822-2026-01-25.

    www.deccanchronicle.com

  • Who
    Byron Police Department (Georgia, USA), with Georgia Tech and surveillance vendor CopTrax
    What they did
    One-day field trial of Google Glass (loaded with CopTrax recording software, not facial recognition or plate scanning) during traffic stops, an arrest, and firing-range practice.
    What came out of it
    Department opted not to purchase the glasses afterward, citing short battery life, added gear bulk, and the cost of prescription-lens fitting for officers.

    www.govtech.com

  • Who
    Centerville Police Department (Georgia, USA)
    What they did
    Adopted Stalker CopTrax smart glasses as body-worn cameras for routine patrol video, with playback and retention overseen by the chief and assistant chief per Georgia evidence-retention rules; glasses also relay directions, messages and calls when paired to an officer's phone.
    What came out of it
    Put into ongoing patrol use department-wide starting March 2015, functioning as a hands-free alternative to a chest-mounted body camera.

    www.govtech.com

  • Who
    New York City Police Department (NYPD)
    What they did
    Field-tested Google Glass for general "patrol purposes", hands-free access to alerts and information while on foot patrol.
    What came out of it
    Reported as an early-stage assessment; NYPD did not confirm a subsequent full deployment in the sources reviewed.

    www.police1.com

  • Who
    U.S. Customs and Border Protection (CBP) agent, part of a wider pattern among U.S. Immigration and Customs Enforcement (ICE) personnel
    What they did
    Agent filmed wearing consumer Ray-Ban Meta smart glasses during an immigration enforcement raid outside a Home Depot; 404 Media documented similar sightings of ICE/CBP personnel wearing the glasses on operations in multiple states through 2025-2026, raising the possibility of footage being fed into facial-recognition or law-enforcement-database lookups.
    What came out of it
    Triggered public scrutiny over agents using personal recording/AI devices during enforcement action, which fed directly into ICE's later agency-wide ban (see companion regulation case).

    cybernews.com

  • Who
    U.S. Immigration and Customs Enforcement (ICE), memo signed by Acting Director David Venturella
    What they did
    Agency-wide directive banning all ICE employees from wearing Meta's camera-equipped glasses (or similar devices) on duty, classifying them as unauthorized personal body-worn cameras that could unintentionally capture, record or transmit sensitive information.
    What came out of it
    Formal ban issued and in effect; came about one month after ICE had separately committed $30.9 million to conventional body cameras.

    www.theregister.com

  • Who
    U.S. Department of Homeland Security (DHS), Science and Technology Directorate
    What they did
    Leaked FY2027 budget justification requests $7.5 million to develop agency-built "ICE Glasses" with real-time facial recognition, iris scanning and gait analysis, tied to a federal biometric database reported at roughly 75 million records; comes alongside reports that some agents already use off-the-shelf facial-recognition tools on personal devices.
    What came out of it
    Program still in the funding/planning stage as of the report; not yet fielded.

    fortune.com

  • Who
    AnhPhu Nguyen and Caine Ardayfio, Harvard University students ("I-XRAY" project)
    What they did
    Open, non-released proof-of-concept pairing Meta's consumer Ray-Ban smart glasses with the PimEyes facial-search engine and public-record lookups, with a large language model stitching the results together, to identify strangers by name, address, phone number and relatives in real time from a livestreamed feed; demoed on unwitting members of the public and students.
    What came out of it
    Confirmed accurate identifications (a subject confirmed her home address and parents' names were correctly surfaced); the pair declined to publish the code, saying large technology companies had themselves held back comparable tools, and the demo became a central exhibit in the facial-recognition-glasses policy debate, cited by ACLU-led advocacy against Meta.

    www.404media.co

  • Who
    ACLU, EFF, EPIC, Access Now and 75 co-signing organizations ("Eyewear, Not Spyware" coalition)
    What they did
    Public letter demanding Meta halt and disavow reported plans to add a facial-recognition "Name Tag" feature to Ray-Ban and Oakley smart glasses, which would let any wearer identify a stranger by name in real time, and disclose any law-enforcement ties or discussions with ICE and CBP; the letter names identification at protests, medical clinics and businesses, and warns of the risk to domestic-violence survivors, protesters and government critics.
    What came out of it
    Ongoing advocacy campaign; Meta had not, per the sources reviewed, publicly committed to the requested disclosures at time of writing.

    www.aclu.org

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