Video & Transcript Research : 'benchmark tests'

Page 104 of 421
CA

California 2025-2026 Regular Session

Assembly Transportation Committee Apr 21st, 2025

Transcript Highlights:
  • I think that the idea of means testing this would increase the cost enormously.
  • This bill doesn't already allows AV testing and deployment on our public roads.
  • There are three different types of permits in California: testing with a driver, driverless testing,
  • There's a testing with a driver permit.
  • Then there's driverless testing, and then there's deployment.
Summary: The Assembly Transportation Committee heard a series of bills focused on transportation safety, climate resilience, wildlife connectivity, parking enforcement, and EV charging reliability. AB 605 would create a pilot program allowing certain hydrogen internal combustion cargo-handling equipment at ports; supporters said it could help ports stay competitive while reducing emissions, while South Coast AQMD raised concerns about possible nitrogen oxide emissions and limits on future regulation. The bill passed on an 11-0 vote to the Natural Resources Committee. AB 1132 would require Caltrans to incorporate community resilience indicators, including socioeconomic factors, into climate vulnerability assessments; supporters from Greenlining, AARP, and others said it would better protect seniors, people with disabilities, and transit users during heat waves and disasters, while some members questioned the cost during a tight budget year. It passed 9-0 to Appropriations, with some members not voting. AB 382 would lower school-zone speed limits to 20 mph and give local agencies more flexibility in how the limit is posted and enforced; supporters cited child pedestrian deaths and safety research, and the bill passed 11-0 to Appropriations. AB 902, as amended, would require transportation projects in wildlife connectivity areas to include wildlife passage features where feasible; supporters emphasized reduced collisions and habitat fragmentation, while the California Building Industry Association and COGs moved from opposition to neutral after amendments. It passed 9-1 to Local Government. AB 1014 would give Caltrans more discretion to lower speed limits on state highways based on local conditions rather than the 85th percentile rule; supporters said it would improve safety in rural and tourist areas, and the bill passed 13-0 to Appropriations. AB 1022 would end towing or booting vehicles solely for unpaid parking tickets, with supporters describing the practice as punitive and harmful to low-income drivers, while cities and parking groups argued it would weaken enforcement and create problems for out-of-state vehicles. The bill passed 9-3 to Appropriations. AB 1423 would require publicly funded EV chargers to meet reliability standards and allow enforcement of uptime requirements; supporters said taxpayers need functioning chargers, while charging-industry opponents objected to retroactive standards and possible conflicts with existing agreements. The bill passed 14-0 to Utilities and Energy. The committee also approved a consent calendar of five bills by voice vote and held roll calls open for additional members to add on.
TX

Texas 89th 2nd C.S.

State Affairs Apr 14th, 2025

State Affairs

Transcript Highlights:
  • Our poll testing program has been in place for 50 years and has been refined.
  • , the test is rejected.
  • Examples of laboratory tests that follow sex reference values include common laboratory tests such as
  • the CBC blood test, certain chemistries, and kidney tests.
  • So I urge you to vote in favor of this bill for good for your test and good medical care.
KY
Transcript Highlights:
  • tested as well.
  • tested as well.
  • tested as well.
  • tested as well.
  • tested as well.
Summary: The committee first heard House Bill 186, which would streamline food-service rules for churches and nonprofits providing meals to homeless shelters and people displaced by natural disasters. Representative Duvall said the bill is meant to remove unnecessary kitchen and plumbing requirements so organizations can safely serve simple meals in emergencies. Members discussed food safety, whether the bill applies only in declared disaster situations or also to homeless shelters, and whether training should be offered; Duvall clarified that the disaster and homelessness provisions are separate and that food must still be safe and wholesome. After discussion, the committee took a roll call vote and House Bill 186 passed with favorable expression. The committee then heard House Bill 370, a Department of Agriculture reorganization measure sponsored by Representative Payne. Payne and Agriculture Commissioner Jonathan Shell said the bill would move the Division of Farm Safety and Rural Health and create an Office of Economic Development to better support programs such as Food Is Medicine, rural health, farmer mental health, and farm safety. Members asked about the removal of references to shows and fairs, whether the bill would affect livestock shows and county fairs, and whether any new funding was included; Payne said the department would still support shows and fairs, the change was about efficiency and focus, and no new funding was specified because budget decisions come later. Discussion on House Bill 370 also highlighted the department’s broader economic role, including agricultural economic development and outreach tied to the new USDA secretary’s visit to Kentucky. The committee then voted and the bill passed with favorable expression. Finally, the committee began House Bill 304 on soybean assessment language. Representative Bivens and soybean association representatives explained it as cleanup language related to the soybean checkoff and a contingency if the federal checkoff changes. Members asked whether a referendum had already occurred and whether producers supported the measure; the witnesses said the referendum had already taken place and that soybean producers and the association supported it, while one member noted the state may increasingly need to adjust to federal changes.
VT

Vermont 2025-2026 Regular Session

Senate Session - 2026-05-06 - 11:00AM

Vermont Senate Floor Meeting

Transcript Highlights:
  • <01:05:02.240> companies problems with genetic testing companies problems with genetic testing
  • Most requirements apply only to direct-to-consumer genetic testing companies.
  • A direct-to-consumer genetic testing company must honor the revocation request within 30 days of the
  • testing Direct-to-consumer genetic testing companies<01:08:38.240> must<01:08:38.560> also
  • There are three major direct-to-consumer genetic testing companies.
Keywords: 927, senate, all
LA
Transcript Highlights:
  • Yeah, we're giving you the test answers. You don't believe me? You know what? Put down that pencil.
  • Oh, good luck with your driver's test. So don't litter. Do it for me.
  • Oh, good luck with your driver's test. Now, can you put me down, please?
  • That video, of course, is geared for individuals who are about to take their driver's tests.
  • I'm sorry to test over there. Thank you. Thank you. Thank you. Thank you.
Keywords: 974, senate, all
Summary: The Louisiana Commission on Civic Education met with quorum, approved the minutes from its previous meeting, and took several action items related to the Legislative Youth Advisory Council (LIAC). The commission unanimously approved the 2026-27 LIAC membership slate after reviewing recommendations from the selection committee, and it also approved the council’s budget and mileage reimbursement guidelines, noting the only change was an updated IRS mileage rate. Members thanked the legislature for continuing to fund LIAC after earlier years when it relied on outside donations. The meeting featured presentations on civic education resources and America 250 programming. Brandon Burris, representing the Lieutenant Governor’s office, highlighted Louisiana state parks, the Checkout Louisiana library backpack programs for parks and museums, Keep Louisiana Beautiful’s anti-litter campaign, and Homework Louisiana. Liam Julian of the Sandra Day O’Connor Institute discussed national civics education trends, teacher discomfort with controversial topics, and the institute’s teacher training, student camps, debate programs, and civics app. Louisiana Public Broadcasting’s Katie Stark and Nancy Torren presented America 250-related materials, including a PBS Kids feature on a Louisiana child and LPB’s “Louisiana’s Hidden History” videos and teacher resources on Bernardo de Galvez and Spanish Louisiana. LIAC members then reported on their work, including school safety efforts, digital service-hour tracking, AP self-study access, minor work permits, AI-generated harassment concerns, and local civic engagement projects. Peggy Cotonia of the Louisiana Center for Law and Civic Education reported 87 Law Day presentations and 287 total Law Day and Constitution Day presentations reaching about 9,400 students, along with updates on awards and a shortened but still free summer institute for teachers. Barry Irwin reported that legislation to clean up outdated commission membership and quorum language had passed the House and been heard in Senate Education, moving toward final passage. The commission adjourned after no further business.
NH

New Hampshire 2026 Regular Session

House Finance Division II (02/09/2026)

Transcript Highlights:
  • to track the students to, um, be sure that all the students coming in already pass the high school test
  • <00:08:40.320> So in already pass the high school test.
  • So in already pass the high school test.
  • So um I would think to pass the test.
  • And again, the bill exempts all the ones who took the test in high school.
Keywords: 1189, house, all
Summary: The Finance Division met to consider two bills: HB 112 and HB 1399. On HB 112, members debated a proposal tied to civics education requirements for public higher education. Supporters argued the measure would reinforce basic civic knowledge and noted that a similar high school requirement had already been enacted with little apparent fiscal impact. Opponents said the legislature should not dictate university curriculum and raised concerns about administrative burden and precedent. The committee voted 5-3 to recommend ought to pass. The committee then heard testimony on HB 1399, which concerned Claremont and retroactive school building aid related to past construction during the state moratorium on building aid. A Claremont representative explained the district’s history, estimated the lost state aid, and said any funds would likely be used for contingency, tax relief, or future liabilities, while preferring normal building aid participation going forward. Members discussed whether the issue reflected state policy, local governance, or both, and whether the bill would create an unfair retroactive precedent or a broader statewide obligation. After discussion, the committee voted on an ITL motion for HB 1399. The motion failed, and the committee instead approved the bill 7-1. The chair then closed the hearing and adjourned the meeting.
KY
Transcript Highlights:
  • And then if that child has abnormal screening results, they need to have a diagnostic test performed
  • And then if that child has testing.
  • can see an audiogram that we test can see an audiogram that we test typically<00:24:54.960> in
  • And so, this is where the diagnostic testing dictates what type of treatment is necessary.
  • The testing that's done as the screening is actually an automated test.
Summary: The Senate Appropriations and Revenue Committee heard Senate Bill 6, sponsored by Senate President Robert Stivers, which would create an endowed research fund to support collaborative university research in Kentucky. Stivers described the bill as an extension of earlier higher-education research efforts, arguing that Kentucky should build research “hubs” by requiring or encouraging partnerships among universities and outside entities, with potential focus areas including health care, engineering, aerospace, agriculture, and other emerging fields. He said the proposal would establish five research tranches over five years and sought a $30 million endowment for each, generating annual interest to fund consortium-based research and leverage additional private and federal dollars. Senators Frommeyer, Neal, Givens, Boswell, and Richardson spoke in support, emphasizing economic development, job creation, and examples from other research clusters such as Boston and North Carolina’s Research Triangle. The committee voted 12-0 to report the bill favorably to the Senate floor. The committee then received a presentation from Dr. Matthew Bush of the University of Kentucky on pediatric hearing loss and cochlear implants. Bush explained that early hearing detection and intervention is critical because hearing loss in newborns is a neurocognitive emergency that affects language, literacy, and long-term outcomes. He outlined national screening benchmarks, Kentucky’s incidence of childhood hearing loss, and the high educational and societal costs of untreated hearing loss. Bush also highlighted disparities in rural and western Kentucky, where children face delayed diagnosis, longer waits for hearing aids or cochlear implants, and more difficulty accessing follow-up care. He described cochlear implants, the multidisciplinary care they require, and research showing improved language development, quality of life, and cost savings when children are treated early.
MN

Minnesota 2025-2026 Regular Session

Agriculture Committee Meeting - 2026-04-08

Agriculture Finance and Policy

Transcript Highlights:
  • But we need a validated live test.
  • But we need a validated live test.
  • But we need a validated live test. Can't be fooled again.
  • But we need a validated live test. Can't be fooled again.
  • But we need a validated live test. Can't be fooled again.
Bills: HF2103, HF4508
NH
Transcript Highlights:
  • water bodies, where we not only test private water systems when people come in and ask us to test their
  • <00:22:16.400> where to need test to test water bodies where to need test to test water bodies
  • when people come in and ask us to test when people come in and ask us to test their<00:22:21.440
  • <00:22:35.720> in needed to do a lot of our testing in needed to do a lot of our testing in
  • as well as cardiac testing.
Keywords: 928, house, all
Summary: The committee met on March 28 for a Health and Human Services Oversight Committee meeting, approved the draft minutes from February 21, and then received updates from DHHS on the sudden termination of about $80 million in federal COVID-era funding. Commissioner Lori Weaver and Trisha Tilly said the funding had been expected to continue through September 2026, but an email ending it immediately created a 15-month budget gap. They explained that most of the money supported public health work, especially epidemiology, laboratory capacity, data systems, community health workers, outbreak response, and some behavioral health supports. DHHS said it had notified contractors, was reassessing which activities could continue, and had managed to avoid layoffs for its 20 affected staff by shifting funding sources, though some contract lab staff had to leave and some work would stop or be put on hold. Senators and representatives asked about impacts on labs, staffing, and the state budget lapse, and DHHS said the water lab and testing supplies would be affected and that the department was trying to backfill where possible with other federal funds. The committee then heard a maternal mortality report from the Maternal Mortality Review Committee. Alison Power and Caroline Naami explained that the MMRC reviews maternal deaths to identify contributing factors and make recommendations, and that it had completed one CDC grant and received another five years of funding. For 2023, the state recorded five pregnancy-associated deaths, including three from overdose, two from cardiovascular causes, and one homicide; the share of deaths related to substance use fell from 62.5% in 2022 to 40% in 2023. Over the 2019–2023 period, half of pregnancy-related deaths were due to overdose, most occurred postpartum, and many involved Medicaid recipients, transportation or financial barriers, and deaths at home. The committee said mental health and substance use remained the main drivers of maternal mortality, but that 79% of pregnancy-related deaths in the five-year aggregate were considered preventable. Presenters highlighted recommendations and ongoing interventions, including expanding Medicaid coverage through one year postpartum, strengthening behavioral health access, partnering with the Department of Corrections on care for pregnant and postpartum women, and continuing clinical education through the Northern New England Perinatal Quality Improvement Network. Members asked why the maternal mortality rate had declined in recent years; staff said the 2021 spike was tied to the pandemic and that recent declines likely reflected both that spike and the impact of interventions, though the small number of cases makes trends hard to interpret. No additional votes or formal actions were taken beyond approving the minutes.
TX

Texas 89th Regular

Human Services Apr 22nd, 2025

Human Services

Transcript Highlights:
  • So today when They get results from a paternity test, which indicates whether this is the father or not
  • Currently, when we receive a paternity test result, it has a wide range of information on it.
  • really don't need to know the particular genetic layout; we just need the result of the paternity test
  • We don't have any material at the department, of course, because we are not conducting that blood test
  • The court has ordered a paternity test, right?
OK
Transcript Highlights:
  • Three weeks of the testing year for window to last four weeks. Yield a question surge.
  • building to appropriately run their testing groups.
  • Because they just don't have the staffing for the testing that they need.
  • Or they're covering classes for testing, taking them away from their work.
  • She gets connected to a pregnancy test and an ultrasound, which has to be done here.
NM

New Mexico 2026 Regular Session

House - Energy, Environment and Natural Resources Feb 5th, 2026 at 08:31 am

House Energy, Environment & Natural Resources

Transcript Highlights:
  • Our next bill is House Bill 254, avoided gases in PRC cost tests.
  • For new HVAC systems and the like that just don't fit into the cost test that we have today.
  • The PRC has indicated that the current statute, which identifies the utility cost test as the test that
  • The utility cost test is the statutory prescribed test for seeing if a program is cost-effective.
  • And so what this is allowing for is a new value inside that cost-effective test, a utility cost test
Keywords: 996, all
FL

Florida 2026 4th Special Session

January 14, 2026 - 08:00 AM

Transcript Highlights:
  • We started integrates integration testing with state agencies. In October.
  • We're there will be more can't integration testing going on.
  • They should also have a T testing plan.
  • You mentioned the enterprise testing in the agencies.
  • So we have payroll parallel testing. That also expands some of that here.
AR

Arkansas 2026 Regular Session

LEGISLATIVE JOINT AUDITING Jan 9th, 2026

LEGISLATIVE JOINT AUDITING

Transcript Highlights:
  • and noted exceptions for 32 of the 39 students tested.
  • A disbursement test was conducted for the review period, excluding payroll expenditures.
  • Disbursements tested were properly posted to the general ledgers.
  • A disbursement test was conducted for the review period, the general ledger.
  • Disbursements tested were properly posted to the general ledgers.
Summary: The committee first approved the minutes from the prior meeting and then heard several audit-related reports. The executive committee report noted audit and special reports were scheduled for standing committees and the full Legislative Joint Audit Committee, with one requested report still in progress. The City, County, and Local report covered delinquent private water and sewer audits, reinstatement of turnback funds for entities that filed required reports, and action involving the town of Daisy, which was directed to repay misused street funds at 10% of general fund revenue annually. The education and state agencies reports included higher education audits and state agency findings, with some reports filed and others deferred to the February meeting for additional information or corrective-action details. The committee then took up a special audit of the Charles W. Donaldson Scholars Academy at UA Little Rock. Legislative Audit reported that the program, funded with $10 million in desegregation money plus a $50,000 grant, awarded $1.87 million in scholarships to 379 students, with 116 graduates, but found numerous eligibility and disbursement problems, including scholarships to ineligible students, excessive awards, improper documentation, and unclear disposition of some assets. Committee members questioned UALR representatives about oversight, staffing, and whether funds were properly used, and also heard from Philander Smith College about its limited role in verifying enrollment. Members expressed concern about the program’s results and the lack of detail on accountability, and the committee voted to table the report until the next meeting for further review and requested additional information, including the federal court order and more detail on expenditures and oversight. Finally, the committee reviewed the annual disposition report on matters referred to prosecutors and the Attorney General for 2024. Staff said 164 matters were referred, with 28 resulting in criminal charges and convictions, 39 still under review, 96 not charged, and others dismissed or pending; 20 convictions produced fines, restitution, and audit-cost orders, and bond trust fund claims were paid in some cases. Prosecutor Coordinator and Attorney General representatives explained that some referrals do not meet criminal standards, may lack intent, or are otherwise not prosecutable, and members asked for more standardized reporting, clearer explanations of why cases are not charged, and more information on restitution efforts. The committee discussed possible templates, training, and better coordination, then voted to file the report and adjourned, with the next meeting set for February 12, 2026.
NM

New Mexico 2025 Regular Session

IC - Science, Technology and Telecommunications Nov 12th, 2025

Science, Technology & Telecommunications Committee

Transcript Highlights:
  • When I mention test beds, here I mean these are federally funded infrastructures. where we can take the
  • Similarly, when you're talking about the test beds where we were doing prototype things and testing,
  • testing things out, having a very specific test bed that maybe needs a particular type of equipment.
  • New Mexico Tech and New Mexico State University have incredible test beds.
  • Is to expand the utility cost test.
FL

Florida 2025 Regular Session

April 1, 2025 - 04:00 PM

Transcript Highlights:
  • There's also the testing component of it.
  • The end-of-line testing, which is what we had discussed in the work group. Follow-up.
  • Hemp-derived THC products are properly tested.
  • for, you know, the test for the lab products, or, you know, testing... ...for, you know, the test for
  • the lab products, or, you know, testing at the labs is going to go up to $800 now to test for everything
Summary: The committee met with a quorum and heard a lengthy agenda of bills, with the chair limiting public testimony to about one minute per speaker. Early action included passage of HB 203, which allows certain counties to opt back into transportation concurrency, as amended to narrow the bill to small counties. The committee also favorably reported CS/HB 43, allowing renters to reuse tenant screening reports for 30 days, and HB 897, a timeshare-related strike-all that clarified timeshare governance provisions and annual board meeting requirements. The committee then approved HJR 1,215, proposing a constitutional amendment to eliminate tangible personal property tax for farmers and agricultural businesses, with support from agriculture and business groups. A major portion of the meeting focused on the committee’s hemp package. Members discussed the committee bill PCB for HAT-25-01, which would create a regulatory framework for hemp-derived intoxicating products, including licensing, packaging and labeling restrictions, testing, and sales limitations. Testimony was mixed: industry representatives and distributors generally supported regulation but urged changes on branding, packaging, milligram limits, and sales locations; convenience store and petroleum marketers opposed restrictions that would exclude gas stations; and consumer-safety and addiction advocates supported tighter controls, including bans on synthetics, online sales, and child-appealing packaging. The committee also heard and approved PCB for HAT-25-02, a companion tax bill imposing excise taxes on hemp consumables and beverages, despite concerns raised about possible triple taxation and higher compliance costs. The committee next passed HB 211, expanding the definition of farm products to include edible and non-edible plants and clarifying agricultural preemption on bona fide farm operations. It also favorably reported PCS for HB 561, creating a chief manufacturing officer role within the Department of Commerce, a workforce development grant program, a voluntary manufacturing promotion campaign, and required reporting, along with PCS for HB 563, which adds an annual fee of up to $100 for participants in the promotional campaign. Both manufacturing bills drew broad support from industry and economic development groups. Finally, the committee took up HJR 1257 and its conforming bill HB 1259, which would create property tax benefits for long-term rental properties owned by Floridians with a separate homestead. Supporters argued the measure would encourage long-term rentals and investment in Florida, while opponents from counties and cities warned it would shift tax burdens and reduce local revenue. After debate, the joint resolution passed 9-4 and the implementing bill also passed 9-4, and the meeting adjourned after all agenda items were completed.
FL

Florida 2025 Regular Session

Criminal Justice Apr 1st, 2025

Transcript Highlights:
  • Presenting a bill for Senator MacLEAN that is have 5 SB 1072 expedited DNA testing.
  • Chair SB 1072 establishes the expedite DNA Testing Grant program within FDLE.
  • When a specialized technique or expedited text testing is needed.
  • Many law enforcement agencies do not have a dedicated DNA testing front testing funding in their budgets
  • I talked about blood test for inmates which requires testing of inmates for infectious disease exposed
Keywords: 999, senate, all
TX
Transcript Highlights:
  • You want to locally like to test your center.
  • Have you ever offered a temporary permit for testing purposes?
  • There is a permit by rule that allows for ...or testing of certain activities.
  • Conducting activities to test seismic activity.
  • Right now, y'all are talking some of the examples of, well, let's do the testing.
FL

Florida 2026 Regular Session

Criminal Justice Mar 18th, 2025

Criminal Justice

Transcript Highlights:
  • The reality is the origins of the Miller test, which is a Supreme Court case that came down... ...is
  • Without the Miller test, books such as Eric Carle's Draw Me a Star could be removed and already have
  • Districts have also manipulated the Miller test by using Part C to justify keeping sexually explicit
  • Your test scores. Your lack of college acceptance.
  • Our ranking and testing higher. When do we deal with the real stuff?
Summary: The committee first considered the appointment of Michelle Whitworth to the Florida Commission on Offender Review. Whitworth described her 30 years of criminal justice experience, and the committee voted to recommend her confirmation favorably. The committee then took up SB 1692 on material harmful to minors, adopting a delete-all amendment that shifted the focus to K-12 instructional materials and objections by parents or residents. Supporters argued it would create clearer standards and protect children from pornographic content, while opponents warned it would worsen book bans and remove consideration of literary, artistic, political, or scientific value. After extensive debate and public testimony, the bill as amended was reported favorably. The committee also reported favorably on several criminal justice and public safety bills. SB 1422 increased penalties for certain drone-related offenses near critical infrastructure and for weaponized drones; SB 1360 clarified xylazine’s veterinary use while creating stronger trafficking penalties; and SB 1732 increased penalties for animal cruelty involving minors and for contributing to a minor’s delinquency. SB 776 added an aggravating factor for the assassination or attempted assassination of a head of state, and SB 984 added aggravating factors for capital felonies committed where people are gathered for religious, school, or government activities. SB 1640 made domestic violence lethality assessment forms confidential, and SB 1268 updated FDLE operations and increased reimbursement for retired police dogs. All of these bills were reported favorably after brief debate and mostly supportive testimony. Later, the committee approved SB 1084 on sexual cyber harassment, with a strike-all amendment addressing digitally forged intimate images and extending prosecution time limits. SB 1654 updated sexual offender and predator registration rules, including definitions of residence and online reporting for in-state travel, though one witness raised concerns about vague language and employer privacy. SB 1774 created a rebuttable presumption in certain second-degree murder cases when the victim had a controlled substance in their system, drawing criticism that it could devalue victims who used drugs. Finally, SB 1838 strengthened protections for court officials against tampering, harassment, and retaliation, with an amendment adding magistrates, hearing officers, and related staff; defense attorneys warned the tampering language could inadvertently reach zealous advocacy. Each of these measures was ultimately reported favorably, and the meeting ended with adjournment.
CA
Transcript Highlights:
  • A wide range of applications are being developed, tested, and deployed in medical research, administrative
  • Now we can actually test this out in 90 days.
  • We're testing it on, it's running sort of in a test format on real-world information.
  • They have the resources, and they can develop these tools, deploy them, and test them.
  • They can test them.
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.