Video & Transcript Research : 'algorithmic feeds'
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NM
New Mexico 2025 Regular Session
IC - Transportation Infrastructure Revenue Subcommitee Oct 6th, 2025
Transcript Highlights:
- The short answer is advanced AI algorithms that we are training to react to current conditions.
- But it is all about the AI and the algorithms that will allow the trucks to make decisions in real time
- The majority of our water, approximately 70% of it, comes from the Eagle Creek Ski Apache area that feeds
NM
New Mexico 2025 Regular Session
IC - Legislative Health and Human Services Aug 19th, 2025
Legislative Health & Human Services Committee
Transcript Highlights:
- This kind of feeds into my second challenge, which ultimately, the whole billing and insuring... current
- And then the second is, what are other states doing in terms of regulating algorithmic denials?
- Sorry to delegate, but yes, in terms of the algorithmic denials, I also, again, don't actually have an
MN
Minnesota 2025-2026 Regular Session
Committee on Commerce and Consumer Protection - 04/28/26
Commerce and Consumer Protection
Transcript Highlights:
- So, we shouldn't allow unregulated algorithms to dictate the mental health of an entire generation.
- Um, I use algorithms as a young person to create business.
- And that's because of his algorithm.
- So, um, thank you for your time. algorithm and the way that his guardians algorithm and the way that
- , Um as far as algorithms, Um as far as algorithms, um<00:31:42.080>
and <00:31:42.840>
NH
Transcript Highlights:
- During my recovery, I had to learn how to walk again and how to feed myself again.
- again<00:54:18.360>
and <00:54:18.480>how <00:54:18.560>to <00:54:18.680>feed - <00:54:18.920>
myself to walk again and how to feed myself to walk again and how to feed myself - He said you enter that input and the algorithms come up with a recommended speed limit.
- <01:14:26.280>
will input and then it it the algorithms will input and then it it the algorithms
Summary:
House Transportation opened public hearings on three Senate bills and discussed a fourth scheduling issue. On SB 499, which would change Traffic Safety Commission reporting requirements, the sponsor’s representative said the bill would require annual aggregated data on the causes of traffic collisions in New Hampshire and recommendations to address them. Members asked about the added Trauma Medical Review Committee seat, and a representative explained that it is a longstanding state board of emergency and trauma professionals; the bill had already been amended and passed unanimously earlier in the process.
On SB 500, concerning restroom access for certain commercial motor vehicle operators, the sponsor and trucking-industry supporters said the measure arose from concerns raised by female truck drivers and was intended to require larger commercial facilities with available public or employee restrooms to allow truck drivers to use them when there are no public safety concerns. Supporters from the New Hampshire Motor Transport Association said driver shortages make it important to recruit and retain women, and that lack of bathroom access is a significant barrier. Committee members asked about the scope of the problem and whether the issue affected male and female drivers differently.
The committee then heard SB 559, which would reduce the minimum allowable speed limit on locally controlled roads. Supporters, including bicyclists and the Bike-Walk Alliance, testified that lower speeds improve safety for pedestrians, cyclists, and drivers, citing personal crash experiences and national guidance supporting lower urban speed limits where warranted by traffic or engineering studies. They emphasized the bill would not mandate lower limits statewide but would give towns local discretion. Members questioned whether the group would support 15 mph limits and how congestion and travel-time concerns were weighed. A Department of Transportation official testified neutrally, saying the agency had no formal position but had concerns about public perception and possible spillover to unnumbered state roads. The chair also noted an earlier scheduling problem that prevented immediate executive action on a bill until later in the day.
WY
Wyoming 2026 Regular Session
Select Committee on School Finance Recalibration, June 24, 2026 - PM
Select Committee on School Finance Recalibration
Transcript Highlights:
- be done, but it is a way that the federal government is putting in some reimbursement, but you can feed
- And we were allowed by USDA to feed all of the kids free and no applications.
- Chairman, I want you not to get into the conversation about universal feeding.
- The non-discrimination statement in my district is: if you are hungry, we will feed you.
- We have the same policy as Jeremy does in his district, that we feed kids.
NM
Transcript Highlights:
- world-leading quantum computers via the cloud, train students and researchers to write quantum algorithms
- world-leading quantum computers via the cloud, train students and researchers to write quantum algorithms
- with IBM in Japan, working on problems to figure out how do you break apart some of these larger algorithms
- Feeding power.
- and working closely with QNMI, the labs, and universities to build new hardware, investigate new algorithms
NM
New Mexico 2025 Regular Session
IC - Transportation Infrastructure Revenue Subcommitee Nov 3rd, 2025
Transcript Highlights:
- I've highlighted the RSS feed and the GeoJSON feed, which are critically important for how we share information
- state take information obtained from all these different sensors, and it goes through an identified algorithm
- Chairman, that we have to pay a provider for this live feed that we're receiving, and what does that
- look at the weather alert, and see on-ground, real-time analytics of what's happening in a live video feed
NM
New Mexico 2026 Regular Session
IC - Legislative Education Study May 1st, 2026
Transcript Highlights:
- As Superintendent Griffin mentioned, just covering the basics around universal child care and feeding
- We are feeding more kids than we've ever seen eat in our schools. And so, awesome, incredible.
- because when we've got limited resources and limited funding, really focusing in on reading and math, feeding
- The algorithm scrapes the available articles on the internet, whatever the bias.
US
US Federal 2025-2026 Regular Session
Hearings to examine interdicting illicit drug trafficking, focusing on a view from the front lines. Feb 26th, 2025 at 10:00 am
Commerce, Science, and Transportation Committee
Transcript Highlights:
- And that's where we use AI, machine learning, building algorithms that can identify patterns. to point
- Marine Operations Center, for example, in Riverside, California, that can ingest all of the radar feeds
- . individual camera feeds or even pictures that agents are taking on their cameras and then share that
- those people accountable, but more importantly We can get the intelligence from that case, use that to feed
Keywords:
Coast Guard, maritime drug enforcement, illegal drugs, fentanyl crisis, legislative reforms, public testimony
Summary:
The meeting of the Senate Committee on Commerce, Science, and Transportation addressed critical issues surrounding maritime drug enforcement and the Coast Guard's role in stopping the influx of illegal drugs. The chairman highlighted the alarming consequences of current policies allowing drugs to cross borders, emphasizing the need for legislative reforms, such as the Coast Guard Reauthorization Act of 2025. There was an intense discussion regarding the operational challenges faced by the Coast Guard, which has recently made significant drug seizures, indicating progress but also revealing gaps that need addressing. Several witnesses, including victims of the drug crisis, shared their compelling testimonies, which underscored the urgency for stricter controls and comprehensive support for law enforcement agencies involved in drug interdiction efforts.
LA
Transcript Highlights:
- The map was made using an algorithm to help draw maps that attempt to optimize multiple district criteria
- The mapping algorithm did not use race to decide where to put the lines and did not set up to create
- Instead, the people who provided the map-optimizing algorithm used election returns to evaluate actual
- But when you have never had to worry about how you're going to feed your family, when you've never had
Bills:
SR122, SR123, SR124, SCR12, HB940, HB221, HCR109, HCR58, HB27, HB143, HB205, HB259, HB267, HB288, HB308, HB403, HB405, HB414, HB417, HB478, HB546, HB548, HB555, HB557, HB609, HB670, HB672, HB740, HB779, HB786, HB796, HB812, HB848, HB909, HB915, HB917, HB921, HB930, HB933, HB938, HB971, HB1095, HB1096, HB1103, HB1129, HB1154, HB1166, HB1187, HB1195, HB1230, SB121, SCR22, SCR24, SB29, SB30, SB32, SB41, SB42, SB43, SB47, SB84, SB93, SB113, SB192, SB199, SB219, SB220, SB221, SB222, SB241, SB253, SB255, SB289, SB292, SB306, SB314, SB351, SB399, SB404, SB14, SB102, SB133, SB151, SB165, SB169, SB170, SB200, SB217, SB280, SB291, SB300, SB303, SB330, SB449, SB489, SB521, SB45, SB156, SB181, SB203, SB274, SB304, SB379, SB396, SB410, SB425, SB427, SB436, SB424, SCR61, SCR9, SB35, SB65, SB215, SB246, SB249, SB269, SB282, SB296, SB323, SB363, SB369, SB474, SB490, SB492, SB500, HCR31, HB296, HB299, HB322, HB364, HB519, HB535, HB538, HB568, HB571, HB622, HB635, HB676, HB772, HB784, HB1006, HB1018, HB1043, HB1070, HB1134, HB1239, HB62, HB193, HB203, HB210, HB220, HB228, HB246, HB420, HB475, HB486, HB574, HB584, HB750, HB813, HB815, HB826, HB870, HB949, HB953, HB1045, HB1092, HB1151, HB1162, HB1176, HB1177, HB1196, HB1214, HB1241, HB22, HB28, HB33, HB41, HB47, HB87, HB115, HB162, HB195, HB214, HB217, HB233, HB283, HB290, HB319, HB324, HB345, HB362, HB363, HB368, HB377, HB380, HB382, HB386, HB392, HB406, HB431, HB441, HB466, HB503, HB533, HB559, HB575, HB590, HB593, HB618, HB636, HB655, HB664, HB685, HB692, HB707, HB715, HB732, HB738, HB741, HB748, HB776, HB807, HB822, HB856, HB860, HB868, HB887, HB888, HB905, HB908, HB961, HB980, HB990, HB992, HB999, HB1000, HB1010, HB1146, HB1157, HB1233, HB1236, HB1243, HB17, HB36, HB73, HB119, HB126, HB129, HB133, HB140, HB159, HB166, HB211, HB226, HB245, HB271, HB280, HB337, HB351, HB354, HB399, HB677, HB712, HB723, HB726, HB728, HB759, HB789, HB844, HB850, HB966, HB1036, SB149, SB382, SB441, HB134, HB258, HB359, HB782
Keywords:
SR122, Senate Resolution 122, Metairie Park Country Day School, Country Day Cajuns, Cajuns basketball, LHSAA, Louisiana High School Athletic Association, Division III Select, boys basketball, state championship, high school sports, athletic commendation, sports resolution, Lake Charles, Marsh Madness, Mike McGuire, Brennan White, Kellen Brewer, Calvary Baptist Academy, school recognition
TX
Transcript Highlights:
- UT Dallas faculty are also developing next-generation quantum algorithms to enable the use of quantum
- Texas Stock Exchange and having the Dallas Fed quantum cryptography and developing all of these algorithms
- If I want to swap cows for feed, I think I can do that.
- And then if I want to, you're going to give me a constitutional right to swap that cow for feed?
Bills:
HB 106, HB144, HB145, HB252, HB1732, HB2221, HB2467, HB2468, HB2517, HB2518, HB2963, HB3016, HB3689, HB3960, HB4386, HB4490, HB4751, HB5247, HJR175, HB2213
Keywords:
HB 106, oil and gas, Railroad Commission of Texas, overhead electrical lines, electrical distribution system, power line maintenance, administrative penalty, Natural Resources Code, oil and gas lease, well operator, energy safety, utility infrastructure, regulatory compliance, cleanup fund, oil and gas regulation and cleanup fund, production safety, leasehold operations, electric utility, distribution poles, inspection
Summary:
The committee first handled pending business, including reconsidering a failed vote on SB 715 and then reporting several measures favorably. SB 1978 was reported from committee on a committee substitute, and a series of House bills — including HB 431, HB 1522, HB 1922, HB 3228, HB 3229, HB 3803, HB 3804, HB 3805, HB 3806, HB 4219, HB 4238, HB 434, HB 1584, and HB 4739 — were moved out of committee, most to the local and uncontested calendar. The votes on these items were overwhelmingly or unanimously in favor, with committee substitutes adopted where applicable.
The committee then heard HB 2963, a right-to-repair bill for consumer electronics. The author said the bill would require manufacturers to provide parts, tools, and documentation on fair and reasonable terms while preserving trade secrets and excluding certain categories such as medical devices, motor vehicles covered by an MOU, critical infrastructure, and commercial-only transactions. Supporters from the Texas Public Policy Foundation and Environment Texas argued it would strengthen property rights, help small businesses, and reduce e-waste. Opponents, including representatives of SafeLight Auto Glass and LKQ, said they supported right-to-repair in principle but objected to the bill’s automotive MOU exemption and broader scope, warning it could create uncertainty and leave some manufacturers and repair shops outside the framework. The bill was left pending after testimony.
Members also heard HB 2467 on salary parity for State Fire Marshal investigators, HB 252 on allowing some state agencies to pay certain employees twice monthly, HB 2468 on public improvement district notice and a buyer’s right to terminate, HB 4386 on annuity contract exchanges and surrender timelines, HB 4751 creating a Texas Quantum Initiative and related fund, and HJR 175 proposing a constitutional amendment protecting Texans’ ability to use mutually agreed-upon mediums of exchange, including cash, bullion, and digital currency. Testimony on HB 4751 was largely supportive but included questions about whether the state needs a new coordinating structure and funding mechanism for quantum research and commercialization. HJR 175 drew discussion about barter, taxes, and concerns over central bank digital currency. Each of these items was left pending after hearing testimony.
The committee also heard HB 2221, which would update insurance anti-rebating laws to allow more wellness and value-added services in life and health insurance, with supporters saying it would encourage healthier behavior without requiring data monitoring. Finally, the committee took up a package of utility and wildfire-related bills from Chairman King’s portfolio: HB 106, requiring oil and gas operators to maintain certain overhead electrical lines; HB 144, requiring utilities to submit pole inspection and management plans to the PUC; and HB 145, requiring wildfire mitigation plans and allowing utilities to self-insure under certain conditions. Utility, co-op, and insurance representatives generally supported the safety and resiliency goals of HB 144, while asking for clarifications and less frequent reporting; HB 145 was introduced as a broader wildfire-risk and liability measure. These bills were also left pending after testimony.
MN
Minnesota 2025 1st Special Session
Regulating Artificial Intelligence – Senator Jen McEwen Mar 17th, 2025
Minnesota Senate Floor Meeting
Transcript Highlights:
- But those algorithms would constantly be adjusted and changed at random times that the workers didn't
- <00:02:04.640>
that <00:02:04.759>were having algorith algorithms that were having - algorith algorithms that were presented<00:02:06.079>
by <00:02:06.280>the <00:02:06.719 - would constantly be adjusted algorithms would constantly be adjusted and<00:02:15.239>
changed - that had been programmed to algorithm that had been programmed to direct<00:02:48.480>
their <
FL
Florida 2025 Regular Session
October 15, 2025 - 01:30 PM
Transcript Highlights:
- So what is the algorithm and why does it need to be updated?
- They looked at problems with the algorithm.
- and some of the changes to the algorithm.
- the flaws in the existing algorithm.
- algorithm to supersede the existing algorithm?
Summary:
The Human Services Subcommittee met to receive an update from the new director of the Agency for Persons with Disabilities on implementation of House Bill 1103. The director said APD is working to update the funding algorithm through a contracted study due November 15, 2025, expand transparency on its website, launch an online crisis application by the end of 2025, improve client choice in qualified organizations and waiver support coordinators, and coordinate with AHCA on the managed care pilot and Florida HealthFinder listings for APD providers. He also said APD is working on family resource materials, a monthly newsletter, and stronger transition planning with DCF.
Members asked about whether the new algorithm would include transportation and what services might change, but the director said the replacement model is still being developed and any new methodology would be implemented through rulemaking. Questions also focused on Family Care Councils, including the statewide council’s membership and appointment process; the director said the statute sets the process and APD is helping councils recruit and organize. On transparency, members praised the website improvements and asked for more interactive data tools. The director said APD would consider suggestions and continue expanding public reporting.
The committee also discussed eligibility and waiver notices, including concerns about outdated language in APD letters and how autism cases are reviewed. The director said clinicians and behavioral analysts review cases and asked to see the specific letter. On the pre-enrollment list, the chair asked about the wait list, and the director said APD recently sent 5,612 service offers to people on the list and is working to better distinguish those who truly need services from those who do not. No votes were taken, and the meeting adjourned after the presentation and questions.
WA
Washington 2025-2026 Regular Session
Senate Human Services Dec 5th, 2025
Transcript Highlights:
- insecure means people don't—they answer questions that are things like, 'I didn't have the resources to feed
- 'I didn't know if I had enough resources to make it to the end of the month feeding my family,' some
- 'I didn't know if I had enough resources to make it to the end of the month feeding my family,' some
- Madison is clear: 'If I have to stop feeding myself so I can keep feeding my babies, that's what's going
- JR asked if this could be sent to them weekly, and their hope was to develop an algorithm that, based
Summary:
The committee heard testimony on the effects of H.R. 1 on Washington’s Medicaid, developmental disability, long-term care, and food assistance systems, followed by a separate discussion of juvenile rehabilitation caseloads and placement capacity. DSHS officials said HR1 could affect home equity rules, immigration-related eligibility, work requirements for some expansion-population enrollees, and provider taxes, while also creating a future opportunity for a new 1915(c) waiver. Advocates and providers warned that any state response that cuts home and community-based services would worsen already thin provider networks, increase waiting lists, push more people into hospitals or out-of-state placements, and strain families and workers. A pediatric behavioral health expert and a supported living provider said Medicaid reimbursement is already too low and further reductions would threaten outpatient, residential, and inpatient services for people with intellectual and developmental disabilities and severe behavioral needs.
The committee then turned to SNAP and the state food assistance program. DSHS said HR1 would tighten work requirements and exemptions, end some immigrant eligibility for the federal program, eliminate the SNAP education program, raise state administrative costs, and eventually require Washington to share in benefit costs based on its error rate. Officials estimated large numbers of residents could lose or see reduced benefits, with significant added state costs. Anti-hunger advocates, a food bank director, and a SNAP recipient described the program as essential for low-income families, seniors, and people with disabilities, and said the changes would increase paperwork, reduce benefits, and worsen food insecurity while also harming local food economies. Testimony emphasized that food banks cannot replace SNAP and that work requirements may be difficult to meet for caregivers, people with disabilities, and those facing child care or transportation barriers.
In the juvenile justice portion, the Caseload Forecast Council presented the JR forecast, which is currently mostly flat through the end of the biennium but expected to grow modestly over the longer term. Members discussed how policy choices, including the 2019 JR-25 law, have increased lengths of stay for adult-sentenced youth in JR, while diversion and other reforms have affected regular JR trends. A court researcher explained the data available to help forecast admissions and noted ongoing efforts to improve data sharing with JR, AOC, and county systems, though staffing and system-lag issues limit how quickly data can be produced. Juvenile court administrators and DCYF officials described the community-based juvenile justice continuum, rising complexity in the JR population, overcrowding at Green Hill and placement constraints at Echo Glen and Harbor Heights, and the need for more flexible community transition and mental health capacity. No votes were taken.
FL
Florida 2025 Regular Session
October 15, 2025 - 01:30 PM
Transcript Highlights:
- So so what is the algorithm and why does it need to be updated?
- Now, the algorithm was last updated in 2016, so it's nearly 10 years old.
- They finished the first phase with a look at our current algorithm.
- You talked with us a bit about the algorithm is the changes to our algorithm.
- looked at the for the flaws in the existing algorithm.
NM
New Mexico 2025 Regular Session
IC - Science, Technology and Telecommunications Sep 23rd, 2025
Science, Technology & Telecommunications Committee
Transcript Highlights:
- We couldn't back on those that weren't really feeding back to us because we wanted to improve on other
- Some of the key functions are integration and curating those threat feeds and making them actionable.
- To give you a sample, the restricted information could be something like our tax audit algorithm or our
- conversion by 35%, meaning we are getting 35% more animal with 35% less feed.
- So, stuff like that that we never would have been able to feed and figure it out before.
FL
Transcript Highlights:
- manner, notify users under certain circumstances, provide users with a mechanism to opt out of the algorithm-driven
- feeds, and provide users with the number of other users who were shown their content.
Summary:
The Commerce and Tourism Committee first heard SB 410, which would add current and former licensed private investigators, and their spouses and children, to the list of people whose home address, phone number, date of birth, photographs, and related family information are exempt from public records disclosure. Sponsor Senator Trunow said the exemption is meant to protect investigators who work on sensitive matters such as fraud, missing persons, human trafficking, and abuse cases and may face retaliation. After a technical amendment was adopted, the committee heard testimony from a private investigator describing threats and safety concerns, then voted to report the bill favorably as CS/SB 410.
The committee then took up SB 216 on reemployment assistance eligibility verification. Senator McClain said the bill is intended to combat unemployment fraud by requiring claimants to contact five prospective employers per week, appear for scheduled interviews, and undergo regular identity, immigration, employment, and incarceration checks, with fraud information shared among agencies and published annually. Opponents, including labor advocates and representatives of construction and rural workers, argued the bill would add barriers for legitimate claimants, worsen Florida’s already low recipiency rate, and create problems for seasonal, rural, and transportation-limited workers. Supporters said the system needs stronger fraud controls and that employers and taxpayers bear real costs from noncompliance. The committee reported SB 216 favorably after debate.
In routine open-government sunset review business, the committee approved two committee bills. SPB 7014 extends for five years a public records exemption tied to Department of Legal Affairs investigations of a social media standards law, with staff noting the exemption has not been used because of ongoing constitutional litigation. SPB 7016 preserves a public records exemption for certain financial information held by an economic development agency when administering state or federally funded small business loan programs; supporters said the exemption protects applicants from fraud and harassment, while Senator Smith said he would vote no to remain consistent with his prior opposition. Both measures were submitted as committee bills and reported favorably, and the committee adjourned.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Jul 16th, 2025
Transcript Highlights:
- The use of AI-backed rent-setting algorithms continues.
- own algorithms that they were using.
- But any algorithm or software that compares... ...competitive as much as possible, but any algorithm
- distributors and pricing algorithm users.
- Algorithmic collusion is doing just that.
Summary:
The committee heard several AI- and consumer-protection-related bills, with extensive testimony from authors, supporters, and industry opponents. SB 53 by Senator Wiener would create transparency requirements for large AI developers, including disclosure of safety and security protocols, reporting of critical safety incidents, whistleblower protections, and the CalCompute public cloud. Supporters said it is a narrower, transparency-based follow-up to last year’s vetoed AI safety bill, while opponents argued it still relies too much on company size, could expose trade secrets, and should be narrowed further. The committee approved SB 53 on a do-pass-as-amended vote to Appropriations, with the roll held open for absent members.
SB 766 by Senator Allen would codify the FTC’s Cars Rule and create a three-day cooling-off period for certain used-car purchases, along with stronger disclosure rules on pricing, add-ons, and government affiliation claims. Supporters said it would save consumers money and time and help buyers avoid bad deals, while dealer and industry groups said amendments addressed many of their concerns. Several former opponents moved to neutral, and the committee passed SB 766 unanimously as amended to Appropriations.
SB 7 by Senator McNerney would regulate automated decision-making systems in employment by requiring notice, human review for discipline and termination, and limits on predictive behavior analysis. Labor and consumer advocates supported the bill as a safeguard against biased or overly automated workplace decisions, while employer and industry groups raised concerns about scope, notice burdens, and the predictive-analysis ban. The committee passed SB 7 to Appropriations on a 4-2 vote, with the roll held open. SB 833, also by Senator McNerney, would require human oversight of AI used in critical infrastructure, along with training and system assessments; it drew limited opposition focused on scope, and the committee passed it as amended to Appropriations on a 5-0 vote, also holding the roll open.
Later, the committee took up SB 11, which would address AI-generated voice, image, and video cloning and deepfakes by clarifying likeness protections, requiring consumer warnings, and addressing misuse and evidence tampering. Supporters framed it as a targeted response to nonconsensual deepfakes, while industry groups said recent amendments improved the bill but still had concerns about penalties and warning language. The committee also heard SB 720, the Safer Streets Act, which would let cities opt into a revised red-light camera system that shifts from driver to owner liability, removes facial identification, makes violations civil rather than criminal, and directs revenue toward transportation safety projects; the author presented the bill, but the transcript ends before any final action on SB 720.
TX
Transcript Highlights:
- This algorithm that we haven't been able to see.
- Algorithms in general, do you know what a data point is? I do know a little bit about algorithms.
- It's based on a mathematical formula, an algorithm.
- That's what the algorithm uncovers a pattern.
- That's how an algorithm works.
CA
California 2025-2026 Regular Session
Joint Hearing Health Committee and Privacy Committee and Consumer Protection Committee May 28th, 2025
Transcript Highlights:
- For example, we've deployed a predictive AI algorithm developed by a research...
- You could take that exact same algorithm and just change what you do with the output of that algorithm
- It's the same exact algorithm. It's just what you do with the output of that.
- And you can have a, quote, biased algorithm that actually drives equity.
- Butt said around plans and the algorithms that determine.
Summary:
The joint informational hearing of the Assembly Health and Privacy Committees focused on generative AI in health care, with opening remarks emphasizing both its potential to improve care and its risks around privacy, bias, liability, workforce impacts, and unequal access. Chair Bauer-Kahan and Chair Bonta framed the discussion around how California can encourage beneficial innovation while protecting patients, especially given the sensitivity of health data and the possibility that AI could worsen existing disparities if not carefully governed.
The first panel featured representatives from Cedars-Sinai, Kaiser Permanente, Penguin AI, and Google, who described current uses of AI such as ambient clinical scribes, nursing documentation tools, imaging triage, maternal-fetal risk prediction, and administrative automation. Speakers said these tools can reduce clinician burden, improve patient experience, speed treatment, and in some cases improve outcomes, including a reported mortality benefit from a Kaiser predictive model and faster thrombectomy times at Cedars-Sinai. Members raised concerns about accuracy with accents and multilingual visits, whether predictive tools could reinforce bias or lead to more interventions such as C-sections, and how to ensure a human remains in the loop for important decisions.
The second panel, including representatives from the California Health Care Foundation, UC Berkeley, and Stanford, focused on policy and governance challenges. Testimony highlighted examples of AI supporting homelessness outreach and community health work, but also warned that biased algorithms can encode inequities, especially when trained on data that reflect under-treatment of Black, rural, or low-income patients. Witnesses urged clearer standards for trustworthy AI, stronger monitoring and governance structures, better data access for accountability, and attention to the safety net’s limited resources. Several speakers argued that states should require health systems to have AI governance processes, clarify liability between developers and deployers, and regulate downstream uses of AI while preserving access to data for lifesaving research and oversight.