'These Things Happen Too Often': How an Encounter with Police Launched an App to Hold Cops Accountable

Yasmin Tayag
Yasmin Tayag is a science editor and writer. She was previously the lead editor of the Medium Coronavirus Blog and founding editor of Future Human, a publication about science and the future. She was also a senior editor at the health website Elemental and the tech website OneZero. Before that, she was the senior science editor at Inverse. She is most interested in biology, health, the future of food, and the intersection of science with racial and social justice.
'These Things Happen Too Often': How an Encounter with Police Launched an App to Hold Cops Accountable
Photo by James Eades on Unsplash

Tony Rice II was just a 17-year-old kid living in the Dallas-Fort Worth area when an officer approached his car with his gun drawn, saying he suspected the car was stolen.

"He pulled me over, came up to my car, and actually pulled a gun on me," said Rice. In the end, the officer still gave Rice a traffic ticket. It was only later he said he discovered there had been no corresponding reports of a stolen vehicle.


Rice and his family never filed a complaint about the interaction. "I think we were all just glad that it didn't result in a fatal encounter," said Rice, now 36, whose father grew up in the segregated South and whose mother is an immigrant from Haiti. "Unfortunately in my community, these things happen too often."

Tony Rice II

Unarmed founder Tony Rice II

Systemic racism was something that Rice couldn't avoid over the next two decades, even as he was building his career at Google and Deloitte and eventually with his own consulting firm, which helped cities launch tech projects with vendors such as Oracle. He said he was "just not sure how I could help address it."

Then, in 2020, George Floyd and Breonna Taylor were killed by police. It dawned on Rice that he could leverage his personal and professional experience to address police violence in a meaningful way. "Knowing that could have been me," he said, "I thought I was uniquely positioned to create a technology project that could potentially help resolve this disparity."

He began developing Unarmed, an online platform that allows city government agencies to easily gather and manage civilian feedback about law enforcement, including cases involving use of force. The public often doesn't know that they can give feedback about police, he said, and even when they do, they don't know how to do so. He hopes streamlining the process will increase both access and awareness about these options.

So far, Rice has self-funded the company, and he plans to hold a family-and-friends funding round at the end of the second quarter. Though the launch of the completed product is slated for the end of this year, Rice points out that its major functionality is already finalized. "We could deploy tomorrow," he said, adding that the platform can be implemented quickly because it can be installed remotely rather than onsite.

Mock-up videos on the Unarmed website show a streamlined online platform where a user can select to file a "complaint" or a "compliment." Subsequent pages give civilians the option to either provide personal information or file anonymously, and to provide information about the incident, officers involved, details about witnesses and any photo or video evidence. Cases are submitted to a city's oversight officers and labeled with a tracking number, which allows users to check for updates.

Unarmed might seem like an obvious solution, but in many cities there are relatively few avenues for civilians to file complaints about police. While some cities have robust citizen complaint review boards (also known as civilian oversight agencies) that are external to police, most police departments log and review complaints internally.

Even though some departments have "very independent complaint review processes," said Jack Glaser, an expert on policing and racial justice at UC Berkeley's Goldman School of Public Policy, "it is very difficult to get a complaint 'sustained.'" Sustainment occurs when a complaint is found to be supported by sufficient factual evidence and deemed a policy violation. He said complaints about racial profiling in particular are almost never sustained.

Worse yet, Rice has found that while a few cities offer fillable PDFs or forms that can be printed out and submitted, many do not offer any online options and instead require civilians to manually log complaints at the police department, "which is obviously counterintuitive," he said. Further, he notes, many of these services are offered only in English and Spanish, excluding Americans who primarily speak different languages.

Designed with access in mind, Unarmed is geared toward cities that have stated their commitment to police reform. As the Black Lives Matter movement continues to gain traction, the number of such places appears to be growing. Last July in Kansas City, Mayor Quinton Lucas and city council members called on the police to provide data in order to create a publicly available use-of-force database. This still hasn't materialized, however, and the city's police chief is currently under fire for failing to deliver on these demands. With Unarmed, willing cities can organize and manage such databases so that they're positioned to have the biggest impact on police reform.

The platform isn't just for citizens; Rice said it can also be useful for police departments because it allows them to log and organize data that they are legally required to report. For instance, in Los Angeles, where Rice is based, police must submit race- and identity-related details of every person that an officer detains or searches — known as "stop" data— to the California attorney general every year. "There's a checklist of different items you need to include," said Rice, "so even including that also makes it more enticing to police departments." Currently, the Callifornia government recommends police use notebooks, mobile data terminals or mobile digital computers for this data collection but doesn't provide any tools.

Rice is "hopeful" that both cities and police departments will show interest in his product. "All I can do is do the outreach, and try to show the problems that exist today and the benefits of being on the platform," he said.

Cameron McEllhiney, director of training and education at the National Association for Civilian Oversight of Law Enforcement, notes a major obstacle to Rice's project: Many cities have limitations regarding the investigation of third-party complaints, an issue that platforms similar to Unarmed have faced in the past. Nevertheless, she adds, "the adoption and implementation of effective, sustainable civilian oversight mechanisms is what we should be striving for."

Glaser sees promise in Unarmed, noting that "anything that standardizes and streamlines these processes will be a step in the right direction." But the real challenge will be ensuring that civilian feedback is registered and meaningfully adjudicated. "It's one thing to collect, categorize and store this information; it's another, and harder, thing to act on it," he said.

Optimistic about the future of Unarmed, Rice is likewise encouraged by the ongoing conversations about diversity in tech, which has led many companies to hire more diverse workers. "There's not a lot of us," he said. "I think it's not only about funding Black founders but Black founders that are making an impact, that can drastically impact people's lives."

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⚖️FTC’s "Click to Cancel" Rule and Its Ripple Effect on Tech

🔦 Spotlight

Happy Friday Los Angeles,

The FTC’s new “Click to Cancel” rule is shaking up subscription-based tech. Now, instead of navigating a maze of cancellation hurdles, users can cancel subscriptions as easily as they signed up—with a single click. This shift is a wake-up call for SaaS, streaming, and app-based companies, where once-hidden exit options often kept users around simply because canceling was a hassle.

The rule also requires businesses to send regular renewal reminders, ensuring customers stay informed about upcoming charges. It's more than a cancellation button—it’s about transparency and giving users control over their decisions.

For startups, the impact goes deeper than UX adjustments. Many have relied on "dark patterns," which subtly discourage cancellations by hiding the exit. Now, companies must shift toward building genuine loyalty by delivering real value, not by complicating exits.

While this might affect retention rates initially, it could lead to more sustainable business models that rely on satisfaction-driven loyalty. Investors may start prioritizing companies that emphasize transparent, long-term engagement over those that depend on dark patterns to maintain retention metrics.

The rule opens the door to more ethical UX design and a truly user-centered approach across the tech industry. It may even set a precedent against manipulative design in other areas, such as privacy settings or payment methods.

Ultimately, the “Click to Cancel” rule presents an opportunity for the tech industry to foster trust and build stronger customer relationships. Startups and established companies that embrace transparency will likely stand out as leaders in a new era of customer-centric tech, where trust—not tricky design—is what retains users.

As the tech landscape continues to evolve, LA Tech Week 2024 offers a chance to explore these shifts in real-time. Check out the upcoming event lineups to stay informed and make the most of your time:

For updates or more event information, visit the official Tech Week calendar.


🤝 Venture Deals

LA Companies

  • Ghost, a company supporting top brands and retailers with streamlined logistics and fulfillment solutions, raised a $40M Series C funding round led by L Catterton to fuel its continued growth and innovation. - learn more

LA Venture Funds
  • Assembly Ventures participated in a $27M Series A round for Monogoto, a provider of software-defined connectivity solutions that enable secure, cloud-based IoT and cellular network management on a global scale. - learn more
  • Angeleno Group participated in a $32M Series C round for REsurety, a company that recently launched an innovative clean energy marketplace aimed at providing better financial and operational insights to support renewable energy transactions. - learn more

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    🌴🧑‍💻 Your Guide to LA Tech Week 2024

    🔦 Spotlight

    Happy Friday Los Angeles,

    As many of you know, LA Tech Week is right around the corner, kicking off next Monday October 14th bringing together founders, creatives, investors, and engineers for a week of immersive events, panels, and socials across the city. From blockchain and AI to biotech and design, LA Tech Week is a chance to dive into the ideas shaping today’s technology landscape.


    What to Look Forward To

    Insights from Visionary Leaders: Hear firsthand from industry trailblazers as they share stories, challenges, and key lessons from their experiences. Expect fresh perspectives on AI, venture capital, biotech, and the ethical questions around emerging technologies.

    Interactive Panels: This week isn’t about watching from the sidelines; it’s about engaging directly with the tech community. Participate in hands-on panels discussing everything from startup scaling to ethical AI, with honest insights from those actively shaping these fields.

    Networking Mixers & Social Events: Meet and connect with founders, VCs, developers, designers, and fellow techies across LA. Rooftop mixers, lunch meetups, and creative gatherings offer the perfect chance to spark ideas and collaborate.

    Plan your week with the daily lineup, organized by location for easy navigation:

    For updates or more event information, visit the official Tech Week calendar.

    Enjoy LA Tech Week 2024!!


    🤝 Venture Deals

    LA Companies

    • Clout Kitchen, a Los Angeles and Manila based startup, has raised $4.45M in seed funding, co-led by a16z SPEEDRUN and Peak XV’s Surge, to develop AI-powered digital twins, which enables gaming creators to produce realistic virtual avatars for content and fan engagement. - learn more
    • MeWe, a privacy-focused social media platform, has raised an initial $6M in Series B funding led by McCourt Global to support Web3 integration and expand its decentralized network for 20 millions users. - learn more

      LA Venture Funds
      • EGB Capital participated in a $10M Series A funding round for MiLaboratories, which develops software that enables biologists to independently analyze complex genomic data, accelerating research and discovery in fields like drug development. - learn more
      • Crosscut Ventures participated in the $13.75M seed round for Airloom Energy, a company focused on developing airborne wind energy technology to harness high-altitude winds, with plans to accelerate a pilot project in Wyoming. - learn more
      • Overture VC participated in a $5.5M Seed funding round for Molg Inc., a company developing robotics and software for circular manufacturing, designed to disassemble electronics efficiently and recover valuable materials to reduce e-waste and support sustainable production. - learn more


        LA Exits

        • Options MD, a Los Angeles based telemedicine platform that provides care for people suffering from severe and treatment-resistant mental illness, is set to be acquired by Resilience Lab, an AI-driven provider focused on enhancing mental health care access. - learn more

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        LA Tech Week 2024: Saturday-Sunday Event Lineup
        tech-week

        Here’s what’s happening during the closing weekend (Oct 19 - Oct 20) of LA Tech Week 2024! Events are organized by location so you can easily catch the sessions that interest you most.

        SATURDAY EVENTS

        BEVERLY HILLS

        12:00 PM

        • BIG Showcase (Invite Only):

        BIG Showcase (Invite Only)

        2:00 PM

        Light Dao

        Struck Capital, Seahorse Express

        EAGLE ROCK

        12:00 PM

        Sunrise Integration, Shopify

        EL SEGUNDO

        9:00 PM

        Administratum, Valar Atomics

        HOLLYWOOD

        10:00 AM

        Passes

        MALIBU

        6:00 PM

        • Malibu Beachfront Investors Networking & Wine Tasting:See Details

        Gaya Ventures

        MARINA DEL RAY

        6:00 PM

        • Awaken Your Spirit: A Journey of Transformation (Invite Only)

        Sagos Distro, Alma Wellness

        SANTA MONICA

        7:00 AM

        Founders Running Club

        8:30 AM

        Techstars

        9:00 AM

        Magic Mind

        StartupStarter, Inc., City of Santa Monica

        10:00 AM

        Gen She

        AI LA

        Crea, Barry's, Unsubscribe

        10:30 AM

        Plantologist

        11:30 AM

        • Pickleball Palooza (Invite Only)

        YouTube

        1:00 PM

        • Realfren Games: From strangers to an inner Realfren within 52 weekends: See Details

        Office for Humanity and Circuit Works

        • Talking blockchain technology with special guests: See Details

        LadyDayDao

        5:00 PM

        KARD, What's Plots

        THE VALLEY

        7:00 AM

        Camino5

        VENICE

        9:00 AM

        Westside Yogis

        11:00 AM

        Open App

        1:00 PM

        Ripe and Teddy's Hot House

        4:00 PM

        • Fashion Forward: How AI is Redefining the Fashion Industry: See Details

        VIAVIA, BNTO.RENT, ALMA.AI

        VIRTUAL

        11:00 AM

        BLCK UNICRN

        WEST HOLLYWOOD

        7:00 PM

        Next Sequence

        SUNDAY EVENTS

        INGLEWOOD

        12:00 PM

        Entrepreneur Ventures, VCPE GROUPS

        PLAYA DEL RAY

        2:00 PM

        AI LA, DELL, NVIDIA

        SANTA MONICA

        10:00 AM

        • Women Founders, Cold Brew & Beach View, Rooftop: See Details

        Clutch Talent

        11:00 AM

        11DollarSunglasses.com, Less Litter Foundation

        12:00 PM

        Data in LA, Amplitude

        12:30 AM

        New Moon, Warner UK Innovations

        TOPANGA CANYON

        3:00 PM

        Dreamore

        VENICE

        8:00 AM

        • Surf session with founders, investors, creators: See Details

        Surfed Club, Bow Shock

        12:00 PM

        • Podcast Panel and Brunch: LA Tech Community Builders: See Details

        WeAreLATech.com, Blankspaces.com

        VIRTUAL

        2:00 PM

        BLCK UNICRN


        For updates or more event information, visit the official Tech Week calendar.

        Enjoy LA Tech Week 2024!


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