Would Biden's Proposed AI 'Bill of Rights' Be Effective—Or Just More Virtue Signaling?

Samson Amore

Samson Amore is a reporter for dot.LA. He holds a degree in journalism from Emerson College. Send tips or pitches to samsonamore@dot.la and find him on Twitter @Samsonamore.

Biden and AI robot face off
courtesy of Andria Moore

Last week, the Biden administration released a blueprint for a proposed Artificial Intelligence Bill of Rights. The bill included guidance on how to protect consumers’ data, how to limit discrimination by algorithms and human alternatives to AI use.

But despite its whopping 73 pages, the bill is little more than virtue signaling from an administration keen on cracking down on big tech, according to many in Los Angeles’ AI community.


“Calling it a ‘bill of rights’ is grandiose,” said Fred Morstatter, a computer scientist at USC’s Information Sciences Institute (ISI). “It lacks the ability to make real change from a legal perspective; it’s not a law.” Nonetheless, Morstatter appreciates that the Biden administration is shining a light on issues of “algorithmic bias, biased decision making and fairness,” though he also noted that IBM proposed a similar set of rules a year ago.

Here are a few key takeaways from industries the 73-page proposal targets most.

Previous Legislation Is More Effective

Several states are already debating similar initiatives to regulate AI, but few are close to the finish line.

A Massachusetts bill introduced last July would require companies making over $50 million to undergo impartial “accountability and bias prevention” audits. Vermont proposed a bill last March that would create an advisory group to look for bias in state-used AI software. In Washington state, legislators are considering the People’s Privacy Act, which if passed would limit private firms’ use of people’s data.

Everyone dot.LA spoke with, however, asserts that the most powerful bill regulating AI is a New York City law set to go into effect in January. Unlike the Biden proposal, the NYC bill stipulates that companies found in violation are susceptible to hefty fines. Under this new law, NYC companies would be banned from or fined for using automated hiring platforms if they can’t prove in a yearly independent audit that their AI models are anti-biased and won’t discriminate against job searchers based on gender or race. Though it’s not clearly defined what the audit would entail, the law says an impartial judge will look for “disparate impact” on minorities, a phrase experts are trying to suss out.

“It is high time for regulating high tech, though it is an anathema to business interests,” Kristina Lerman, principal scientist at USC’s ISI, told dot.LA. “When we have technology that has life and death impacts on others, we have to take responsibility for it.”

It Does Little To Fix Issues with AI Workplace Hiring Models

Recent history is littered with examples of AI decision-making gone wrong.

Two years ago in Tippecanoe County, Indiana, a prison used AI to predict recidivism rates.

“They found that it was racist against Black people,” said Shirin Nikaein, co-founder and CEO of Upful.ai, a startup developing an AI coaching tool to make performance reviews less biased. She noted the prison’s AI model failed to account for all the biases in society writ large that contributed to an outsized portion of Black Americans being arrested or incarcerated – and added, “of course, AI is going to discriminate, it's going to amplify the biases that already existed.”

One possible solution to this issue, according to Nikaein, is to give the AI as diverse a dataset as possible, or to have an external audit of the data before it's given to the AI to check for bias. Though, she also admitted this process is typically slower “and it does take more human intervention.”

The White House proposal does recommend AI data sets also be independently audited. Its list of people who should be able to view detailed audit results includes journalists, researchers and inspectors general. Though again, without outlining what the fines for potential violations for misusing AI tools might look like, the Biden proposal is largely ineffective in preventing bias.

It Could Stifle Innovation

Eli Ben-Joseph, co-founder and CEO of Culver City-based Regard, a AI-driven software tool for healthcare workers, said physicians already have to sign off on any AI-determined diagnosis before they’re given to a patient. But Ben-Joseph wants to remove the human training wheels and allow people to use the AI to diagnose themselves.

Which is why he’s concerned the recommendations could turn into over-regulation if companies have to wait for government approval to go to market. Currently, Regard doesn’t need FDA approval to operate because it's not a black-box algorithm since users can see how it makes a diagnosis.

“Overall, a lot of the things [the White House] wrote about are things that I think are concerns that very much should be monitored and addressed by technology,” said Ben-Joseph. “The one hesitation I had, which is I think very standard when you have a government starting to meddle with things, is how much will it stifle innovation?”

That said, two years ago, a team of researchers from the University of California Berkeley’s School of Public Health found a “widely used” hospital AI was racist. To sum it up, the AI determined that Black patients who were sicker than white patients were at the same level of risk. This ended up cutting the number of Black patients who were identified as needing extra care by 50%, and overall contributed to them getting subpar treatment.

This is all to say that Biden’s proposal provides limited guidance on specific actions that healthcare companies should take to avoid such biased determinations.

Lerman said she doesn’t expect there to be much change for both big tech and startups working with AI, “until there is some bite in the regulation… new laws that will allow prosecution of companies who violate the laws.”

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How to Navigate LA Tech Week 2026

🔦 Spotlight

Happy Friday, Los Angeles.

Next week, hundreds of tech events will take over the city, bringing founders, investors, engineers and creators together from October 12 through 18.

Calling LA Tech Week a conference does not quite capture the experience.

Presented by Andreessen Horowitz, Tech Week is a decentralized collection of panels, workshops, demonstrations and gatherings hosted independently by startups, venture firms and technology companies. There is no convention center or central stage. The programming stretches from Santa Monica and Venice to Culver City, Downtown, El Segundo and beyond.

In other words, the city is the venue.

AI remains the dominant theme for 2026, appearing across enterprise software, healthcare, finance, media and the creator economy. The schedule also reflects industries where Los Angeles has built a particular advantage, including aerospace, defense, robotics, advanced manufacturing, entertainment and consumer technology.

That range is what makes LA Tech Week distinct. It brings together the software companies shaping what comes next with the industries that already define Southern California.

The challenge is deciding where to show up.

Our advice: apply early and organize your schedule by neighborhood. Crossing from Santa Monica to Downtown may look manageable on a calendar created by someone who has never driven in Los Angeles.

To help you spend more time meeting people and less time crossing the city, we have organized each day’s events by location:

You can also browse the complete official LA Tech Week calendar.

Plan carefully, but do not fill every minute. The best conversation of the week may be the one that was never on your calendar.

More from this week’s LA startup and venture scene below.

🤝 Venture Deals

    LA Companies

    • El Segundo-based Gallatin AI raised a $50M Series A from new and existing investors including 8VC and Silent Ventures, bringing its total funding to $70M. The defense technology startup will expand its engineering team and advance Navigator, an AI platform that helps U.S. military units coordinate vehicle readiness, supplies, medical logistics and other mission-support operations. - learn more
    • Pasadena-based quantum computing startup Oratomic raised a $475M Series B at a $5.4B valuation, just three months after its Series A. ARCH Venture Partners, Spark Capital, Khosla Ventures, Index Ventures, General Catalyst and Bezos Expeditions co-led the round, bringing Oratomic’s total funding to $775M as it works toward a commercially viable, fault-tolerant quantum computer by 2030. - learn more
    • Torrance-based Fortastra raised a $30M Series A led by First In, with participation from Upfront Ventures, Space Capital, Rsquared, Side Door Ventures, ATX Ventures and existing investors. The company will use the capital to develop its next-generation maneuverable spacecraft, expand its engineering and operations teams and scale production of systems designed to protect critical assets in orbit. - learn more
    • Parallel Systems raised a $100M Series C led by AVP, with participation from Hillspire, Agility Global, Cobalt Capital, Anthos Capital, Congruent Ventures, Riot Ventures and Collaborative Fund. Founded by former SpaceX engineers, the company will use the funding to scale production and commercial deployment of its autonomous, battery-electric Panther rail vehicles, which are designed to make short-haul freight more competitive with trucking. - learn more
    • Gaming studio Gardens Interactive secured more than $35M in a Series B led by Lightspeed, with participation from Sequoia Capital, Index Ventures, Accel, Innovation Endeavors, Zenith Capital and other investors. The company will use the funding to launch and operate its debut social role-playing “strandbox” game, an evolving multiplayer world shaped by players’ actions and interactions. - learn more
    • Outer Spaces raised an $8M pre-seed round led by Upfront Ventures, with participation from Unlock Venture Partners, Mucker Capital and Genius Ventures. The startup is developing outdoor furnishings with integrated solar panels and batteries, turning backyards into sources of clean energy and backup power. - learn more
    • Furientis raised a $25M seed round led by Benchmark at a reported $125M valuation, following a $5M pre-seed announced in May. The defense startup will use the capital to scale production of lower-cost missile interceptors designed to be assembled quickly with readily available components, with a long-term goal of producing 1,000 systems annually at each factory. - learn more
    • Hiyo raised a $20.8M Series B led by Constellation Brands, with returning investor Live Nation also participating. The nonalcoholic beverage company will use the funding to expand its adaptogen- and nootropic-infused social tonics across more than 13,000 retail locations while growing its presence at hospitality venues and live events. - learn more
    LA Venture Funds
    • Navitas Capital participated in Vesta’s $30M Series B, which was led by Conversion Capital and included backing from several major mortgage lenders and financial institutions. The company will use the funding to scale its AI agents across mortgage origination, automating tasks such as application reviews, underwriting decisions and closing-document checks. - learn more
    • MTech Capital led Nettle’s oversubscribed $4.8M seed round, with participation from Project A Ventures, Sure Valley Ventures, Portfolio Ventures and Ventures Together. The insurtech startup will use the funding to expand across the U.S. and Europe while growing its AI platform, which helps commercial insurers identify property risks, accelerate inspections and generate reports. - learn more
    • Bonfire Ventures doubled down on Santé by participating in the company’s $15M Series A, which was led by FINTOP and included other returning investors. The New York startup will use the funding to expand its AI-powered operating system for independent wine and liquor stores, which combines point-of-sale, e-commerce, payments, inventory and marketing tools in one platform. - learn more

    LA Exits

    • Winnow Solutions was acquired by Marina del Rey-based Spring Labs, with financial terms undisclosed. Winnow’s attorney-built library of more than 100,000 state and federal regulatory requirements will become a core part of SpringGRC, helping financial institutions connect changing laws directly to their compliance policies, controls and workflows. - learn more

      Download the dot.LA App

      LA Tech Week 2026: Sunday’s Event Lineup

      🔦 Spotlight

      LA Tech Week 2026 closes Sunday with one final day of events across Los Angeles. We have organized the remaining lineup by neighborhood so you can finish the week with a few last conversations before everyone returns to their regularly scheduled inboxes.

      ARTS DISTRICT

      12:00 PM

      CARSON

      12:00 PM

      CULVER CITY

      9:00 AM

      • Women in Cleantech & Sustainability Hike and Network: See Details Here
        Women in Cleantech & Sustainability

      6:00 PM

      • Founders pitch competition: See Details Here
        Biomorphix solutions, Nightingale regenerative

      HOLLYWOOD

      10:00 AM

      4:00 PM

      • AI International: Film, Music Video & Micro-Drama: See Details Here
        AI International Film Festivals

      MID CITY

      1:00 PM

      OTHER

      12:00 PM

      • ORGANIC LIFE LABS™ PRESENTS THE ALIGNMENT LAB: The Science of human performance: See Details Here
        The Blue Room Collective

      SANTA MONICA

      8:00 AM

      1:00 PM

      6:00 PM

      SOUTH LA

      2:00 PM

      • Future Builders : Family STEM Day: See Details Here
        Black L.A. Tech Week (Community Collective)

      VENICE

      10:00 AM

      12:00 PM

      • How to Raise Funds to Fund Any Business Using Digital Products.: See Details Here
        DN Events

      VIRTUAL

      5:00 PM

      WEST HOLLYWOOD

      3:00 PM

      Each session provides unique opportunities to gain insights, network, and explore various fields of tech innovation. For updates or more event information, visit the official Tech Week calendar.

      Download the dot.LA App

      LA Tech Week 2026: Saturday’s Event Lineup

      🔦 Spotlight

      LA Tech Week 2026 heads into the weekend Saturday with more opportunities to learn, meet fellow builders and explore what is being created across the region. Browse the day’s events by neighborhood below and find the gatherings worth leaving the house for.

      ARTS DISTRICT

      5:30 PM

      BEL AIR

      5:00 PM

      CULVER CITY

      10:00 AM

      1:00 PM

      4:00 PM

      DOWNTOWN

      11:00 AM

      2:00 PM

      • South Asians in Space, Physical AI: See Details Here
        american south asian network

      5:00 PM

      7:00 PM

      HOLLYWOOD

      8:00 PM

      INGLEWOOD

      10:00 PM

      LONG BEACH

      10:00 AM

      12:00 PM

      LOS FELIZ

      8:30 AM

      • Griffith Observatory Hike with Longevity Cities & Don't Die LA: See Details Here
        Longevity Cities

      MALIBU

      5:00 PM

      MARINA DEL RAY

      9:30 AM

      • The Brazen Capital Walk: Connecting Women, Capital & Opportunity: See Details Here
        BrazenEra

      6:00 PM

      • Build an AI workflow editor, natively in Angular: See Details Here
        Workflow Builder

      SANTA MONICA

      7:00 AM

      • Founders Running Club Run in Santa Monica: See Details Here
        Founders Running Club, MongoDb

      9:00 AM

      • MOLTEN - Spatial hackathon (ElevenLabs, AssemblyAI, Rokoko, Datafeel...): See Details Here
        Field Lab

      2:00 PM

      3:30 PM

      6:00 PM

      7:00 PM

      SOUTH LA

      7:00 PM

      THE VALLEY

      7:30 PM

      UCLA

      11:00 AM

      USC

      9:00 AM

      10:00 AM

      10:30 AM

      VENICE

      8:00 AM

      • Open Air Health Tech: See Details Here
        Open Air Health Tech, Bowshock, Govitamins App

      10:00 AM

      10:30 AM

      11:00 AM

      12:00 PM

      6:00 PM

      • Bots, Bytes & Bubbles Benefit: See Details Here
        Distinguished Minds Institute dba thinqueBytes®

      VIRTUAL

      9:00 AM

      • Ask a VP of Sales: Live GTM Office Hours for Early-Stage B2B Founders: See Details Here
        Kat Rucker Consulting Group

      11:00 AM

      WEST HOLLYWOOD

      11:00 AM

      • The 10x Engineer Showed Up. The 10x Organization Didn't.: See Details Here
        Workflow Builder, Tentaro

      3:00 PM

      WESTSIDE

      11:00 AM

      2:00 PM

      • Graphic Design & Digital Printing Meetup: See Details Here
        Big Frog Custom T-Shirts & More of West LA

      7:00 PM

      WESTWOOD

      12:00 PM

      Each session provides unique opportunities to gain insights, network, and explore various fields of tech innovation. For updates or more event information, visit the official Tech Week calendar.

      Download the dot.LA App

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