In LA, the Fight Over Facial Recognition Tech Is Just Heating Up

Jeff Wilser
Jeff Wilser is a nationally-syndicated writer whose work has appeared in outlets including The New York Times, GQ, Esquire and Glamour.
In LA, the Fight Over Facial Recognition Tech Is Just Heating Up
Art by Ian Hurley

In Los Angeles, the cameras are everywhere. Cameras at traffic lights. Cameras on doorbells. Cameras on billions of smartphones. When your photo is snapped by these cameras, facial recognition technology can match your face to a database of millions of mug shots, potentially linking you to a crime.

Is this legal? Is this fair? Is this right?


These questions loom large over the technology, which the Los Angeles Police Department has been using since 2009. In November, an investigation by BuzzFeed News found that the LAPD had used the tech 30,000 times in the last decade, including using the controversial "Clearview AI," which trawls the internet for social media photos. Activists, furious over the investigation's findings, sought a ban on the tech. In January, the LAPD adopted what's effectively a "compromise" policy that prohibited the use of Clearview AI and other third party databases of photos, but allowed them to use Facial Recognition Technology (FRT) with their own in-house database of mugshots.

Flash forward six months. After road-testing the system, the LAPD said it's an effective tool that's being used with restraint, rapidly speeding up the time it takes to scroll through mug shots and helping to catch crooks. Activists say it should be forbidden, and that it disproportionately impacts communities of color.

"You have to look at the broader context, and where it fits in the broader 'stalker state,'" said Hamid Khan, founder of the Stop LAPD Spying Coalition. "This is not a moment in time, but a continuation of history."

The roots of the "stalker state," according to Khan, go back to the Lantern Laws of the 18th century, when Black people were required to carry lanterns after dark. Since then, we've seen a number of policies that have disproportionately targeted Black and Latinos, ranging from New York City's "stop and frisk" to the Department of Homeland Security's more recent "Suspicious Activity Reporting" program (a partnership between federal and local law enforcement), which allows anyone to report perceived sketchy behavior to the authorities. One audit found that Black people were reported in 21% of these "suspicious activities," even though they only represent 8% of Los Angeles County.

Activists worry FRT takes a pattern of discrimination and merges it with the brutal efficacy of surveillance tech.

"The danger now is that you're going to subject certain neighborhoods, certain people, and certain religious groups to this constant ever-present surveillance," said John Raphling, a senior researcher on criminal justice for Human Rights Watch. Raphling said that the Fourth Amendment, as established in 1979's Supreme Court case Brown v. Texas, means that the police can't simply waltz up to you and demand to see your ID for no reason.

"With FRT technology, that's out the window," said Raphling. "You're being identified at all times — who you are, what you're doing, who you're associating with." His concern is not just FRT itself, but the broader apparatus of sophisticated law enforcement – predictive analytics and data crunching from the photos, as now "you can't go out in public life without being under this surveillance."

The tech has been accused of racial bias, as research suggests the algorithms powering facial recognition lead to a higher chance of false matches for minorities and women. In one cheeky experiment, the ACLU used Amazon's facial recognition software ("Rekognition," which is not the software used by the LAPD) to compare the headshots of Congress with a database of mugshots, and they found that a whopping 39% of the false matches came from representatives who were people of color, even though they constitute just 20% of Congress.

The technology employed by the LAPD ignores pigmentation, according to an officer who oversees it, instead digitally mapping the face by looking at things like the distance between the eyes, or the distance from the nose to mouth.Shutterstock

Bita Amani, part of the Center for the Study of Racism, Social Justice, and Health, adds that constant surveillance likely poses an underappreciated health risk to marginalized communities, and that even if the facial recognition is flawless and accurate, it's just "strengthening and expanding the powers of the system that already targets the Black and the poor, and the people at the margins."

The police, of course, see all of this quite differently.

"This is not a sole identification tool. Ever," said Captain Christopher Zine of the LAPD. "This is basically a digital mug book." In the old days, you'd need to flip through stacks of photos and try to eyeball a match. It's slow. It's tedious. Now the system takes a photo and then queries it against the database Los Angeles County Regional Identification System database (LACRIS), which contains 7 million photos from 4 million people. (The LAPD clarified that the photos come from decades of arrests, and include non-L.A. residents.)

Lieutenant Derek Sabatini heads up the LACRIS system. He is well aware of the concerns over bias, but suggested that facial recognition technology, in a certain sense, can be employed to reduce the role of implicit bias. If humans do indeed harbor implicit biases, maybe tech can help inject objectivity?

In the traditional use of a photo, said Lt. Sabatini, "you might look at a male Hispanic and then filter that search" based on race or gender. But the FRT works differently. (The department prefers the term "PCT", for Photo Comparison Technology.) Sabatini said that the PCT employed by the LAPD ignores pigmentation, and instead digitally maps the face by looking at things like the distance between the eyes, or the distance from the nose to mouth.

Sabatini gives an example. One time the cops were trying to catch someone who was stealing packages off porches. They had a photo of a tattooed individual, and just from a casual glance, it appeared to be an Hispanic man. When they zapped the photo through the database, it was found to be an Hispanic woman, whom they arrested and charged in court. Sabatini said the facial recognition technology "actually takes away any bias in the user and just kind of goes, 'here's what's best, based on what you're providing me.'"

Some of the tension — and apprehension — seems to be a conflation between what's possible and what is actually being done. The activists fear the worst ("look at the history of the criminal justice system," said Khan) and the cops insist they are following a reasonable protocol.

"One of the big misconceptions is surveillance," said Sabanti, who explains that live feeds (such as continuous footage from an elevator camera) are not being dumped into the LAPD's records and then later mined for algorithmic dark sorcery. "You can't just have live feeds going through a system," he said. "We don't have the capability of that, and it would be against the law."

The department is also forbidden from using third-party photo databases or tools like Clearview AI. Every photo needs to be legally obtained, and to help solve a crime.

Captain Zine said that since the January protocols were enacted, the department created additional processes to ensure that only their own LACRIS database is being used, that extensive training is in place, and that only a small subset of the LAPD even has access to the tool. As for any official numbers, or quantified results and updates? This is still TBD. Zine said the LAPD is still conducting an internal review of FRT's effectiveness, and declined to provide numbers before that's finished (which he expects will be in September).

Critics like Khan, Raphling and Amani think that this middle ground is not enough, and that the potential for abuse — and the troubling history of discrimination — is itself reason enough to ban the tech. Khan points to reports that the LAPD sought photos from Ring doorbell cameras during the Black Lives Matter protests, as well as a high-profile false arrest in Detroit, although he is not aware of any specific abuses of the system, or examples of discrimination or misuse since the January protocol went into effect. The concerns seem to be more about the lurking threat of the ever-more-powerful "Stalker State" technology, as opposed to the more narrow use of the "digital mug book."

Others remain deeply skeptical. "Their argument is 'just trust us,'" said Raphling, arguing that law enforcement has a history of saying "we use it in this very minimal way," but that "it turns out they were using it vastly more." He added, more bluntly, "we would be suckers to trust them again."

Sabanti said he understands the broader concerns around a creepy, "Black Mirror"-esque surveillance state. "That stuff scares us as much as it scares the public. I don't want that," he said with a laugh. "I think we're all on the same team, and people forget that."

Lead image by Ian Hurley.

Correction: An earlier version of this post mis-spelled Hamid Khan's name.

A $26M Push Into Power in LA

🔦 Spotlight

Hello, Los Angeles.

Coachella Weekend 2 is here, which usually means LA is either heading back to the desert or happily staying put this time around. Back in the city, the focus this week is less about music infrastructure and more about something far more critical, power.

That’s where this week’s news comes in.

Critical Loop, a Los Angeles-based energy startup, raised a $26 million Series A to tackle one of the least talked about bottlenecks in tech right now, grid interconnection. In simple terms, it’s the process of getting power to where it’s needed, and increasingly, that process is too slow to keep up.

Critical Loop is building modular microgrid systems that can be deployed in days instead of years, giving industrial operators, data centers, and other energy-heavy users faster access to power without waiting on traditional grid upgrades. The round was led by Conifer Infrastructure Partners and Hanover, with participation from Better Ventures, Climate Capital, Adapt Nation Capital, and Cyrus Ventures.

The timing here matters. Between AI infrastructure demands, electrification, and a broader push toward domestic energy resilience, power is quickly becoming a gating factor for growth. You can build the data center, the factory, or the next big thing, but none of it works if you can’t turn it on.

That’s what makes companies like Critical Loop worth watching. They’re not building the flashiest part of the stack, but they’re solving for the piece everything else depends on.

And in a city that knows a thing or two about scaling ambition quickly, that might be the most important layer of all.

Below are this week’s fund announcements across LA 👇


🤝 Venture Deals

LA Venture Funds

  • Anthos Capital participated in Wealth.com’s $65M Series B, backing the AI-powered estate and tax planning platform as it scales across financial institutions. The oversubscribed round included new investors like Titanium Ventures and Pruven Capital alongside existing backers, and the company plans to use the funding to expand product development, pursue acquisitions, and grow its enterprise footprint as demand rises for AI-driven wealth management solutions. - learn more
  • Anamika Ventures participated in Sage Haven’s $3M pre-seed round, backing the AI-powered messaging and calling app designed to create a safer communication environment for kids. The round was led by Anamika Ventures alongside Fabric Ventures and a group of early-stage investors, as the company launches a platform focused on preventing cyberbullying through real-time AI moderation and parent oversight tools. - learn more
  • MANTIS Venture Capital participated in Factory’s $150M Series C, backing the AI startup as it builds autonomous software engineering systems for enterprise teams. The round was led by Khosla Ventures and included firms like Sequoia Capital, Blackstone, Insight Partners, and NEA, valuing the company at $1.5 billion. Factory plans to use the funding to invest further in product development and global expansion as demand grows for AI-driven tools that can automate large portions of the software development process. - learn more
  • Rebel Fund participated in Uplane’s $4.5M seed round, backing the AI startup as it looks to replace traditional marketing agencies with a platform that automates ad creation, testing, and budget optimization. The round was led by Play Ventures with participation from Y Combinator, 20VC, and Multimodal Ventures, and the company says its technology can improve return on ad spend by automating performance marketing workflows. - learn more
  • Alexandria Venture Investments and Presight Capital participated in Alloy Therapeutics’ $40M Series E, backing the biotech infrastructure company as it scales its AI-powered platform for drug discovery and development. The round included a mix of new investors like 8VC and JIC Venture Growth Investments alongside returning backers, valuing the company at $1 billion and underscoring continued interest in platforms that combine AI, data, and lab services across the biopharma lifecycle. - learn more
  • Finality Capital Partners participated in HYFIX’s $15M seed round, backing the semiconductor startup as it builds American-made chips designed to power drones and autonomous robots. The round was led by Craft Ventures with participation from Catapult Ventures, Multicoin Capital, and Sky Dayton, and the company is developing an integrated system-on-a-chip to replace fragmented hardware stacks and reduce reliance on foreign components. - learn more
  • Rainfall Ventures participated in Stendr’s $5.4M pre-seed round, backing the Norwegian defense tech startup as it builds an AI-native platform for drone detection and counter-drone operations. The round was co-led by Rainfall alongside ACME Capital and Skyfall, with additional participation from Antler, StartupLab, and other early-stage investors, and the company plans to use the funding to accelerate development of its multi-sensor technology and expand engineering capabilities. - learn more
  • Slauson & Co. participated in Slate Auto’s $650M funding round, backing the EV startup as it works to bring a lower-cost electric pickup truck to market. The round was led by TWG Global and comes as the Bezos-backed company prepares to begin production, targeting a more affordable segment of the EV market with a customizable truck expected to launch later this year. - learn more
  • Navitas Capital co-led Primepoint’s $10M seed round, backing the AI startup as it builds a platform that reads and connects complex construction drawings to streamline project workflows. The round also included investors like Penny Jar Capital, NextView Ventures, GS Futures, and Aglaé Ventures, and the company plans to use the funding to expand its platform and grow adoption among large commercial contractors. - learn more
  • Alexandria Venture Investments participated in Neomorph’s $100M Series B, backing the biotech company as it advances its molecular glue degrader platform targeting previously undruggable diseases. The round was led by Deerfield Management with participation from Regeneron Ventures, Longwood Fund, and Binney Street Capital, and the company plans to use the funding to support ongoing clinical trials and expand its broader drug development pipeline. - learn more

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Hermeus Moves In. Uber Lines Up. LA Wins.

🔦 Spotlight

Hello, Los Angeles.

This week’s transportation news says a lot about where LA is headed and who wants to build here.

Start with Hermeus, which hit a $1 billion valuation after raising $350 million as it works on high-speed aircraft for defense applications. More notably for Los Angeles, the company is moving its headquarters to El Segundo, adding to the region’s growing aerospace and defense cluster. The round was led by Khosla Ventures, with participation from returning backers including Canaan Partners, Founders Fund, RTX Ventures, Bling Capital, and In-Q-Tel, along with new investors including Cox Enterprises, Socium Ventures, Destiny Tech100, Georgia Tech Foundation, 137 Ventures, and GSBackers.

Then there’s Uber, which made two separate autonomous vehicle announcements that both put Los Angeles in the rollout map.

The first is a partnership with Zoox, Amazon’s autonomous vehicle company. Uber said the service is expected to launch in Las Vegas in summer 2026 and then come to Los Angeles by mid-2027, giving riders the option to match with a Zoox robotaxi through the Uber app.

The second is a new deal with MOIA America, which plans to deploy autonomous ID. Buzz vehicles on the Uber platform in Los Angeles by the end of 2026.

Taken together, the message is pretty straightforward: LA is not just watching the future of transportation take shape, it is increasingly being used as the place to test it, scale it, and sell it. Hermeus is bringing its headquarters here as defense aviation regains momentum. Uber is lining up autonomous partners with Los Angeles as a target market. Different companies, different timelines, same conclusion: a meaningful share of the next transportation cycle is being built with LA in mind.

Below are this week’s venture deals, fund announcements, and acquisitions across LA.


🤝 Venture Deals

LA Companies
  • PeakMetrics raised a $6M Series A to scale its AI-powered narrative intelligence platform, which helps organizations track how information spreads online and identify risks from misinformation and coordinated campaigns. The round was led by Moneta Ventures with participation from Techstars, Parameter Ventures, VITALIZE Venture Capital, and Gurtin Ventures, and the company plans to use the funding to enhance its real-time detection capabilities and expand adoption across enterprise and government customers. - learn more
  • Hybron raised a $25M seed round to scale its advanced carbon fiber composite manufacturing technology, which aims to produce high-performance components faster and at lower cost than traditional methods. The round was led by Marque Ventures with participation from a mix of venture firms and strategic investors, and the company plans to use the funding to expand manufacturing capacity, grow its team, and support increasing demand from aerospace and defense programs. - learn more

LA Venture Funds

  • Emmeline Ventures participated in Osteoboost’s $8M funding round, backing the company as it expands access to its FDA-cleared wearable designed to treat low bone density in postmenopausal women. The round was led by Ambit Health Ventures with participation from Disrupt Health Impact Fund and others, and the company plans to use the capital to scale manufacturing, expand clinical research, and grow commercial adoption. - learn more
  • Bonfire Ventures led Juno’s $12M seed round, backing the AI-powered tax preparation platform as it aims to automate up to 90% of the manual work in tax filing for accounting firms. The round included participation from Impression Ventures and Xfund, and the company says its software can significantly reduce preparation time while keeping CPAs in the loop for review and advisory work. - learn more
  • Alexandria Venture Investments participated in Sidewinder Therapeutics’ $137M Series B, which will help fund the company’s push to bring its precision bispecific ADC cancer programs into the clinic. The round was co-led by Frazier Life Sciences and Novartis Venture Fund, and Sidewinder said it expects to advance its lead program into clinical development in 2027. - learn more
  • Slauson & Co. participated in Flora Fertility’s $5M seed round, backing the company as it builds what it describes as an individually owned fertility insurance platform that is not tied to an employer. The round was led by ManchesterStory, and Flora plans to use the funding to scale a model aimed at making fertility coverage more portable and accessible for consumers. - learn more
  • Mucker Capital participated in Fastrflow’s $375K early funding round, backing the startup as it builds a screen-aware AI copilot designed to assist students and professionals directly within their workflows. The company is focused on creating an assistant that can understand what’s on a user’s screen in real time to provide contextual help, positioning itself as a more integrated alternative to traditional standalone AI tools. - learn more

LA Exits

  • Modern Animal has been acquired by Chewy, giving the pet e-commerce giant a much bigger physical veterinary footprint as it expands deeper into healthcare. The deal brings Chewy an additional 29 clinics, 24/7 virtual care, and a membership-based model, and is expected to grow Chewy Vet Care from 18 to 47 locations nationwide while adding more than $125 million in annualized run-rate revenue. - learn more
  • Honk has been acquired by Frontenac, with the Los Angeles roadside assistance software company simultaneously completing an add-on acquisition of CurbsideSOS as part of the deal. The combination is meant to scale Honk’s platform for roadside assistance, towing, and accident management, with former Grubhub executives including Adam DeWitt, Matt Maloney, and Eric Ferguson joining the company to lead its next phase of growth. - learn more

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Valar Atomics Wants to Power AI, Literally

🔦 Spotlight

Hello, Los Angeles.

This week’s spotlight belongs to a startup chasing one of the biggest and messiest questions in tech right now: where all the power for AI is actually supposed to come from. El Segundo-based Valar Atomics, founded by Isaiah Taylor, is reportedly raising $450 million at a $2 billion valuation to build clusters of small nuclear reactors aimed at powering data centers and other energy-hungry industrial sites.

That is not a subtle ambition. On its website, Valar says it wants to build “hundreds of nuclear reactors” on what it calls gigasites, focusing on grid-independent products including data center power, hydrogen, heavy industrial power, and clean hydrocarbon fuels. Its reactor approach is based on high-temperature gas reactor design principles using TRISO fuel, and the company is explicitly pitching its model as a way to meet the surge in power demand coming from AI.

Valar’s investor roster also helps explain why the company has drawn so much attention. The startup is backed by Palmer Luckey and Palantir CTO Shyam Sankar, and its earlier $130M round in November 2025 was led by Snowpoint Ventures.

What makes the story especially interesting is that this is not just another AI infrastructure company talking about faster chips or more efficient software. It is a bet that the next bottleneck is electricity itself, and that the winning response might look a lot more like hard infrastructure than cloud optimization. In a market full of startups promising to power the future metaphorically, Valar is making a much stranger and bolder claim: it wants to do it literally.

The company is also moving with unusual speed. Valar says it has been selected by the U.S. Department of Energy to achieve criticality on American soil by July 4, 2026 under the administration’s accelerated nuclear program, and related company materials tie its Project NOVA work to the Nuclear Reactor Pilot Program. Whether that timeline proves realistic or not, it tells you something important about the kind of company this wants to be: not a distant science project, but a startup trying to force nuclear power onto AI’s timetable.

And maybe that is the bigger LA angle here. For all the conversation around software, content, and consumer apps, Southern California keeps producing founders who are drawn to the hard stuff: defense, aerospace, energy, logistics, real-world systems with real-world constraints. Valar may still have plenty to prove, but it is hard to accuse this one of thinking small.

Now onto this week’s LA venture deals, fund announcements and acquisitions.

🤝 Venture Deals

                  LA Venture Funds

                  • Matter Venture Partners participated in Anvil Robotics’ $5.5M seed round, which it led and which also included Humba Ventures, DNX Ventures, Vivek Sodera, Spacecadet Ventures, and Position Ventures. Anvil said it is building a kind of “Legos for robots” platform for physical AI teams, with open-source custom robots that can ship in one to two days, and has already delivered more than 100 units globally while surpassing seven figures in revenue. - learn more
                  • WndrCo led daydream’s $15M Series A, backing the AI-native SEO agency alongside First Round Capital and Basis Set Ventures. daydream said the round brings total funding to $21M and will be used to accelerate hiring, product development, and go-to-market expansion as it combines SEO agents with human experts to help companies navigate both traditional search and AI search. - learn more
                  • Embark Ventures participated in Via Separations’ $36M funding round, which also brought in new strategic backing from Climate Investment, Aramco Ventures, and Marathon Petroleum Corporation. Via said the capital will help deploy more commercial projects and expand its membrane-based industrial filtration platform into refining and chemicals, building on commercial traction in pulp and paper and a pilot completed at a major Gulf Coast refinery. - learn more
                  • Finality Capital Partners co-led Alien’s $7.1M round alongside Initialized, backing the company’s push to build identity infrastructure for both humans and AI agents. According to the X post announcing the raise, Alien plans to use the funding to develop unique identity systems at a time when proving whether an entity online is human or agentic is becoming increasingly important. - learn more
                  • M13 participated in OpenFX’s $94M Series A, as the company builds API infrastructure for global FX liquidity. OpenFX said it now moves more than $45B a year across borders, settles 98% of transactions in under 60 minutes, and plans to use the funding to expand its institutional-grade, API-first platform for cross-border payments and treasury operations. - learn more
                  • M13 led Jimini Health’s $17M seed round, backing the company alongside Town Hall Ventures, LionBird, Zetta Venture Partners, and OneMind as it builds a clinician-supervised AI platform for behavioral health. Jimini said the funding will help scale Sage into more care settings and deepen partnerships with major behavioral health providers across the U.S., positioning it as a safer alternative to unsupervised consumer AI tools for mental health support. - learn more
                  • MANTIS Venture Capital participated in depthfirst’s $80M Series B, which was led by Meritech Capital and also included Forerunner Ventures, The House Fund, Accel, Box Group, Liquid 2 Ventures, and Alt Capital. The company said the new funding will be used to train additional security models, grow its AI research team, and scale enterprise adoption as it builds an AI-native platform for software security and launches its first in-house security model. - learn more
                  • Freeflow Ventures participated in TippingPoint Biosciences’ $4.5M seed round, joining SOSV, LKS Fund, Sazze Partners, StoryHouse Ventures, Sontag Innovation Fund, BrightEdge, XEIA Venture Partners, West Coast Angel Network, and others. The company said the financing will help de-risk its epigenetic discovery platform as it works to translate chromatin biology into new therapeutics. - learn more

                                    LA Exits

                                    • Warner Music Group agreed to acquire Revelator, a B2B music platform focused on digital distribution, rights management, royalty accounting, and real-time analytics for independent labels, artists, and distributors. WMG said the deal will strengthen its distribution and label services business, expand the tools available through its labels and ADA, and allow Revelator to keep serving its existing customers while scaling through WMG’s global infrastructure. - learn more
                                    • Omni Agent Solutions has been acquired by Fortress Investment Group, which said the deal will provide long-term capital and resources to expand Omni’s tech-forward platform for bankruptcy and restructuring case administration. Omni said the investment will support continued technology development and scale across services such as claims management, noticing, solicitation support, securities services, disbursements, and call center operations, while its executive and operational teams remain in place. - learn more
                                    • Apium Swarm Robotics is being acquired by Red Cat, adding its distributed control technology for autonomous swarming drones and uncrewed surface vessels to Red Cat’s broader defense platform. Red Cat said Apium will continue operating independently while its autonomy stack is integrated across the business to strengthen coordinated multi-agent operations in contested and communications-degraded environments. - learn more
                                    • HOPWTR is being fully acquired by Constellation Brands, which first invested in the non-alcoholic sparkling water brand through its venture arm in 2021. Constellation said the deal strengthens its no- and low-alcohol portfolio as consumer demand in the space grows, while HOPWTR is expected to keep operating as it does today in the near term with CEO Jordan Bass remaining involved. - learn more

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