Video & Transcript Research : 'reliability model'
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OK
Oklahoma 2026 Regular Session
Commerce and Economic Development Oversight Feb 26th, 2026 at 10:30 am
Commerce & Economic Development Oversight
Transcript Highlights:
- But as I broke into that, if our messaging as a nation is reliability, if our messaging as a nation is
- That's why I came up with a gas lab as a model, if you will.
Bills:
HB2445, HB2123, HB3048, HB3176, HB3239, HB3263, HB3794, HB3796, HB4265, HB4266, HB4317, HB4321, HB4322, HB3673
Keywords:
HB2445, Route 66, Oklahoma Route 66 Centennial Forward Commission, centennial, historic highway, preservation, tourism, historical society, scenic byway, National Historic Trail, Route 66 Alliance, Route 66 Association, Oklahoma Historical Society, Oklahoma Department of Transportation, Oklahoma Tourism and Recreation Department, historic preservation, heritage tourism, public-private partnership, sunset extension, commission extension
FL
Florida 2026 4th Special Session
February 12, 2026 - 12:30 PM
Transcript Highlights:
- And also, it's those set clear standards, so managed care plans can rebuild and build reliable provider
- enhances consumer protection by requiring nurse registries to be more transparent about their business model
NH
Transcript Highlights:
- Since none of us has a reliable crystal ball, we cannot predict our future challenges.
- crystal ball we cannot predict reliable crystal ball we cannot predict our<00:19:35.679>
future - A 60% participation rate is the lowest percentage in order to gain reliability of data.
- percentage in order to gain reliability percentage in order to gain reliability of<00:38:09.960>
- <01:42:51.520>
alternative expensive and more reliable alternative expensive and more reliable
FL
Transcript Highlights:
- I don't want my child's data being used to train the AI models.
- Israel, I hope you don't completely disagree with what I'm saying, is a model.
- All models are useful. All models are wrong. Some are more useful than others.
- And what we're doing is what we call an inspired schools model.
- is doing, and what the model is outputting.
Summary:
The Senate Committee on Education Pre-K through 12 met to hear a panel discussion on artificial intelligence in K-12 education. Dr. Maya Israel of the University of Florida gave an overview of AI literacy, the benefits of AI for personalized learning and teacher support, and the risks involving data privacy, overreliance, hallucinations, and misuse. She described the Florida K-12 AI Task Force, which published statewide guidance in March and is now providing professional development, case studies, surveys, and resources for teachers and families. She also noted that teacher preparation programs and microcredentials are being developed, but there is not yet a statewide baseline standard for teacher AI training.
Superintendents Van Ayers of Hillsborough County and Kevin Hendrick of Pinellas County described district policies and implementation efforts. Hillsborough adopted an AI governance policy, created an implementation guide, and set rules barring generative AI use for students in pre-K through 7th grade while allowing limited, teacher-approved use for older students with district-vetted tools. Pinellas emphasized digital responsibility, parent transparency, data-use agreements, and a governance process for approving tools. Both districts said AI is being used for lesson planning, tutoring, reading-level adjustments, scheduling, and other administrative tasks, but they do not yet have reliable evidence that AI is improving academic performance. They also discussed teacher training, stipends, and certification efforts, including partnerships with universities and vendors such as Microsoft, Google, Magic School, and Gemini.
Drew Allen of FSU Inspire offered an industry-focused perspective, arguing that AI is not new but that education must adapt more quickly to industry needs. He described Inspire’s workforce and research mission, its AI and robotics training for teachers, and the need to build teacher comfort and confidence through incentives and applied training. Committee members raised concerns about student dependence on AI, academic integrity, mental health, moral decision-making, data privacy, and whether schools should return to more paper-based testing. The panel generally agreed that AI should be used with strong guardrails, human oversight, and a balance between technology use and traditional learning. No legislation was considered, and the meeting ended with a motion to adjourn, which was adopted without objection.
CA
California 2025-2026 Regular Session
Assembly Elections Committee Mar 25th, 2026
Transcript Highlights:
- bus services, dubbed Reimagined Metro, that would be faster, more efficient, more frequent, and reliable
- territories to develop and implement what we call Reimagined Metro: faster, more frequent, and more reliable
- My second question is just about, you know, you mentioned that this is modeled after Nebraska.
Summary:
The Assembly Elections Committee met on March 25, 2026, with nine measures on the agenda and three bills taken on consent. The committee approved the consent calendar for AB 1736, AB 1853, and AB 2153. The committee also heard several election-related bills, including AB 1993 on ballot-envelope privacy, AB 1788 on nonprofit disclosure of travel payments for elected officials, AB 1560 on barring people convicted of public corruption from lobbying, AB 1539 on presidential and vice-presidential ballot eligibility certifications, AB 1919 on Santa Cruz Metro local tax initiative procedures, and AB 1562 on county selection of poll workers. The chair also noted membership changes and welcomed new and returning members and staff.
AB 1993 drew the most debate. The author argued it was a common-sense safeguard to prevent voters’ choices from being visible through ballot-envelope holes, citing a Sacramento County incident and public concern about ballot privacy. County election officials, the Secretary of State’s office, and Disability Rights California opposed the bill, saying the holes also serve accessibility and processing functions, that existing voter instructions already address privacy, and that the measure would create implementation problems and an unfunded mandate. After extended discussion, the committee voted the bill out on a 2-6 roll call and it failed.
AB 1788 was supported by the FPPC and the League of Women Voters and passed as amended to Appropriations, with members emphasizing transparency while seeking to avoid unintended coverage of organizations like NCSL and CSG. AB 1560 passed 6-0 despite the Secretary of State’s implementation concerns about how the office would learn of relevant convictions. AB 1539, which would require party representatives to certify presidential and vice-presidential nominees’ constitutional eligibility, passed 7-0 as amended. AB 1919, which would clarify procedures for a Santa Cruz Metro voter initiative to place a transit tax on the ballot, passed 6-2, and AB 1562, which would allow counties to randomly select poll workers, passed 7-1 after discussion about civic engagement, guardrails, and election administration. The committee then completed roll-call adjustments for absent members and adjourned.
NM
New Mexico 2025 Regular Session
House - Appropriations and Finance Jan 28th, 2025
House Appropriations & Finance
Transcript Highlights:
- move the programmatic piece to be overseen by DCA because it's more similar to the way that the DCA model
- My question, Madam Chair, is this: it is about not only the validity but the reliability of those tests
- So, can you please briefly talk about the reliability of the H.E.R. test as opposed to the other tests
AL
Alabama 2026 1st Special Session
Alabama House Transportation, Utilities and Infrastructure Committee Feb 10th, 2026
Transportation, Utilities and Infrastructure
Transcript Highlights:
- For chamber members in all four corners of our state, having stable, reliable, and affordable energy
- ,<00:37:02.640>
and state, having stable, reliable, and state, having stable, reliable, and - Its staff and the public on issues affecting its operation, such as cost trends, reliability, and other
- “Issues affecting its operation, such as cost trends, reliability, and other...” >> Okay.
- , and now sits on your board of your organization, which tells Alabama voters that the appointment model
Keywords:
criminal enterprise, database, law enforcement, data privacy, criminal justice, Lamar County, property auction, county commission, online auction, public notice, HB392, Lauderdale County, Eleventh Judicial Circuit, district attorney, chief assistant district attorney, assistant district attorney, assistant district attorneys, prosecutor, prosecutorial compensation, salary supplement
TX
Transcript Highlights:
- Happening at the time they happen, you're just more likely to get more reliable information, you're more
- The next question is, do you agree that paragraphs O, P, and Q do not make any change to the model?
- But I think it has problems with reliability.
- I do want to address when you talk about the reliability of this statement, the reliability...
- The reliability of the extraneous victim's outcry witness would be put to the same requirements of a
Bills:
HB867, HB1347, HB1801, HB1820, HB2197, HB2617, HB3110, HB3166, HB3330, HB4237, HB4342, HB4629, HB4933, HJR148
Keywords:
criminal case dismissal, attorney discretion, law enforcement misconduct, judicial approval, evidence, judicial consent, transparency, healthcare, Medicare, insurance, elderly, retired, benefits, access, cost, criminal justice, case dismissal, prosecutorial discretion, law enforcement oversight, criminal procedure
MN
Minnesota 2025 1st Special Session
House Agriculture Finance and Policy Committee 4/2/25
Agriculture Finance and Policy
Transcript Highlights:
- market access opportunity for our farm and others, and it's a really important part of our business model
- it's a really important part of our it's a really important part of our business<00:34:36.599>
model - we<00:34:37.399>
started <00:34:37.720>selling <00:34:38.000>to business model - we started selling to business model we started selling to farm<00:34:38.399>
to <00:34:38.599 - find good reliable find good reliable markets<00:41:24.640>
and <00:41:24.760>for <
Keywords:
agriculture finance, broadband development, Department of Agriculture, Board of Animal Health, Agricultural Utilization Research Institute, Office of Broadband Development, food safety, food handler license, cottage food, home processed food, livestock dealer, meat packing company, milk marketer, milk marketing license, grain buyer, grain storage, beginning farmer, emerging farmer, farm down payment assistance, livestock investment grant
MN
Transcript Highlights:
- Three, if we sunset the CSG program before we let the experiment on distributed Solar models that began
- Community solar is the model adding more distributed solar to the system today.
- running right now to assess the relative costs and benefits of different distributed solar deployment models
- Colorado, just last year, following in its footsteps, passed in its own right, largely modeled after
- We are just simply allowing the most affordable, the most consistent, the most reliable, and the most
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Public Safety and Homeland Security Jun 21st, 2026 at 11:30 am
Joint Committee on Public Safety and Homeland Security
Transcript Highlights:
- This model was discontinued under the Obama administration because it led to rampant racial profiling
- nicious type of 287 contract, the so-called task force model.
- This model was discontinued under the Obama administration because it led to rampant racial profiling
- Massachusetts can model the values this country was founded on.
- Massachusetts can model the values this country was founded on.
Summary:
The hearing focused on the Safe Communities Act, House 2580 and Senate 1681, along with related proposals to limit local and state cooperation with federal immigration enforcement, prohibit 287(g) agreements, and expand legal defense for immigrants. Most testimony came from advocates, attorneys, labor leaders, health care professionals, educators, and community members who argued that fear of ICE discourages immigrants from reporting crimes, seeking medical care, attending school, or cooperating with courts, and that a clear statewide policy would improve public safety, due process, and trust in institutions. Several speakers described personal or client experiences involving domestic violence, trafficking, workplace abuse, or children affected by deportation, and many emphasized economic harms to workers, families, and small businesses.
Health care witnesses said immigration enforcement is causing patients to miss appointments, avoid emergency rooms, and delay preventive care, with resulting public health consequences. Labor and education representatives said immigrant workers and students are increasingly fearful, and that the state should not allow local police to act as ICE agents or enter 287(g) agreements. ACLU and coalition witnesses cited examples they said showed existing or recent collaboration between local agencies and ICE, including courthouse alerts, vehicle stops, and use of municipal spaces, while also arguing that the bill would still allow cooperation on criminal matters and public safety emergencies. One witness opposed the bill, arguing that serious criminal offenders should be deported and defending ICE’s role.
Committee members asked several questions about whether the harms described were widespread or anecdotal, and about the distinction between assisting ICE in civil immigration arrests versus responding to violent or public safety emergencies. Witnesses said the bill was aimed at civil immigration enforcement, not criminal investigations or emergency situations. At the end of the hearing, a committee member requested a study on immigration enforcement’s effect on emergency room wait times, and the committee then adjourned without taking a vote on the legislation.
AR
Transcript Highlights:
- We have a residential model that's grounded in applied behavior analysis.
- We have a residential model that's grounded in applied behavior analysis and whole-health principles.
- We have a residential model. We have Program Forge.
- It’s the neurodiversity in the Northwest Arkansas workforce study, modeled off of a U.K. study.
- This is a study that’s modeled off of a U.K. study.
Summary:
The meeting opened with routine business, including approval of the January 13, 2026 minutes, and a brief recognition of Autism Awareness Month. The task force then heard a presentation from the University of Arkansas College of Education and Health Professions on two student support programs: the Empower Program for non-degree-seeking students ages 18–24 with mild intellectual disabilities, and the Autism Support Program for degree-seeking students with autism. Speakers described academic coaching, peer and career coaching, residential supports, person-centered planning, internships, and scholarship/fee structures, noting that both programs charge a $5,000 per-semester fee and rely on scholarships and fundraising to offset costs. Members asked about dorm arrangements, individualized plans, and how students transition in and out of supports; presenters explained that Empower students remain in the program throughout, while Autism Support Program students may enter or leave services as needed.
The committee next heard from Pulaski Technical College’s 3D program, a three-year transition and post-secondary program for students with intellectual and developmental disabilities focused on culinary, baking, and hospitality training. Presenters outlined integrated classes with traditional students, faded support over time, internships, and outcomes such as 97 students enrolled since the program began, 57 graduates, strong completion rates, and many graduates obtaining and retaining jobs in the food service industry. Members asked about how success is measured, why rates are not 100 percent, the role of integrated classes, tuition, and community partnerships; staff explained that grading includes technical and professional skills, tuition is $5,700 per semester, and scholarships such as GETS and FAFSA help reduce costs. They also noted plans to expand offerings and pursue accreditation through the Inclusive Higher Education Accreditation Council.
Finally, the task force received a presentation from SLS Community, a Fayetteville nonprofit serving neurodivergent adults through residential supports, supported employment, community activities, and advocacy. Leaders described a long-term vision tied to the Cato Springs mixed-use development, where housing, jobs, clinical services, and community amenities would be integrated in a “live, work, play” model. They discussed a residential program, a new vocational program called Program Forge, community events, and the challenges of the “services cliff” after age 21, especially for adults with complex support needs. Members and parents spoke about the importance of trained direct support professionals, ABA-based supports, and the need for better funding and service models for adults. The meeting ended with announcements about upcoming autism-related events and a request for future discussion on task force appointments and broader issues around ABA oversight and misuse.
FL
Florida 2025 Regular Session
December 10, 2025 - 01:00 PM
Transcript Highlights:
- SREB HAS CREATED MODEL QUESTIONNAIRES FOR K-12 AND POST SECONDARY INSTITUTIONS THAT HELP LEADERS IDENTIFY
- OUR PROMPTS THAT WE WRITE ARE WITHIN OUR OWN TENANT AND DOESN'T TRAIN ANY OTHER MODELS LIKE MAYBE YOU
- WE QUICKLY CREATED A TASK FORCE IN ORDER TO COME UP WITH OUR GOVERNANCE MODEL AND THE USES OF AI BOTH
- WE HAVE SECURITY TRAININGS ON HOW TO USE THEM IN IN AN ETHICAL AND RELIABLE WAY.
- >> Speaker: WE WILL SEEREITERATE A MODEL THAT A LOT OF DISTRICTS ARE USING AS A REFERENCE POINT WHICH
MN
Minnesota 2025-2026 Regular Session
Fraud Committee Meeting - 2025-09-17
Fraud Prevention and State Agency Oversight Policy
Transcript Highlights:
- as group homes and assisted living, which the state has been moving away from as assisted living models
- This means that fraud is becoming a business model.
- What model should we be looking at? What should we be exploring?
- So you talked about how you have changed the model, and in housing stabilization services, you are stopping
- see this as, as the general said, there are tentacles into lots of programs where the same business model
MN
Minnesota 2025-2026 Regular Session
Commerce Committee Meeting - 2025-04-02
Commerce Finance and Policy
Transcript Highlights:
- Article 3 is the Limited Long-Term Care Insurance Model Act by the National Association of Insurance
- This is another NAIC Model Act. This makes modifications to Chapter 60D.
- NAIC model law for limited long-term care.
- This is an NAIC model law that would allow companies to sell long-term care policies that provide coverage
- My business model is vetting the best products in the country all in one place.
Keywords:
medical cannabis, cultivation, cannabinoid products, plant canopy, Minnesota statutes, cannabis, hemp, lower-potency, edibles, regulations, licensing, local control, consumer safety, age restrictions, commerce policy, financial institutions, insurance regulation, limited long-term care insurance, Medicare supplement, health insurance
TX
Transcript Highlights:
- opportunity for a district to thoroughly review the permitted project's well-filled plans, their modeling
- This includes assessing water quality risks, modeling and, uh, modeling the potential movement of injected
- So going forward, we will apply that tool and so it does a, a, a more effective job of actually modeling
- Uh, these reliable funding avenues have been established in many other states, as was mentioned.
Bills:
HB 937, HB 2078, HB 2080, HB 3322, HB 3350, HB 4212, HB 4630, HB 4896, HB 4951, HB 5348, HB 5675, SB 565, SB 971, SB 1662, SB 2124
Keywords:
special districts, notice requirements, Water Code, government transparency, public meetings, meeting notice, transparency, public engagement, notice, elections, groundwater management, water conservation, joint planning, environmental impact, desired future conditions, groundwater, conservation district, environmental quality, regulatory review, water utility
CA
California 2025-2026 Regular Session
Assembly Revenue and Taxation Committee Mar 17th, 2025
Transcript Highlights:
- AB 386 is modeled after a similar process.
- AB 386 is modeled after a similar program in the state of Connecticut, where businesses can claim tax
- For millions of Californians, reliable transportation is a luxury; it's a necessity for work, school,
- was a 2008 Mercedes C-300, mainly because I chose that because the '08 to the 2015 is the exact same model
- Mercedes C-300, mainly because I chose that, because the 08 to the 2015 is the exact same model.
Summary:
The Assembly Committee on Revenue and Taxation held its second regular hearing of the 2025-26 session and announced that, under reinstated suspense-file rules, every bill on the agenda would be referred to suspense rather than voted on immediately. The committee first heard AB 53, which would create a state income tax exemption of up to $20,000 for military retirees and certain survivor benefits. Supporters, including veterans’ groups, military retirees, and local officials, argued California is the only state taxing military retirement pay in full and that the exemption would help retain veterans and their families. Committee members voiced strong support, but the bill was sent to suspense.
The committee then heard several wildfire-related tax relief bills. AB 429 would exempt certain wildfire settlement payments from gross income for victims of fires from 2020 through 2026; the author and a Greenville fire victim described the burden of taxing settlement funds, and rural county and forestry groups supported the measure. AB 97 proposed similar relief for Bobcat Fire settlement payments, and AB 389 would create a personal income tax credit for home-hardening expenses in high fire-risk areas, with Cal Fire and realtor representatives supporting the bill as a way to reduce future losses. Each of these measures drew no formal opposition in the hearing and was referred to suspense.
AB 386 would create a tax credit for employers that help full-time employees repay student loans, up to $3,000 per employee per year. Supporters said it would help recruit and retain workers and reduce student debt burdens, while the California Tax Reform Association opposed the bill because it lacked allocation criteria and would reduce General Fund and education revenues. Committee members expressed interest but asked for clearer eligibility standards, and the bill was sent to suspense. AB 490 would allow a deduction for interest paid on qualified personal vehicle loans; the author framed it as relief for families dependent on cars, but opposition again came from the tax reform group, which argued the deduction would mainly benefit higher-income taxpayers. The bill also went to suspense.
The committee also heard AB 547, which would create a tax credit of up to $5,000 for IVF and other fertility-treatment expenses. The author and a witness who described a long and costly IVF journey said the credit would help families afford treatment and support parenthood; members responded sympathetically and asked why the proposal was structured as a tax credit rather than a health coverage mandate. Finally, AB 330 would extend the prepaid mobile telephony services collection act through 2031, preserving an 80-cent surcharge that supports 911 and local government revenues; local government representatives and cities supported the extension, and it too was referred to suspense. The hearing ended with the committee adjourning after all measures were held for suspense-file consideration.
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Apr 29th, 2025
Transcript Highlights:
- It starts to set up a model by which the state would do just that.
- And for those, it would set up a model to say, let's put regulations around those.
- And I do think this is modeled off of a very good set of rules that are being implemented in another
- And to ensure that automated decision systems can be trusted to perform reliably and accurately when
- Experts use detailed modeling, comprehensive data collection, and long-term...
Summary:
The committee heard testimony on several bills related to reproductive access, child safety online, immigration enforcement in schools, health privacy, location data, digital provenance, reparations, and age assurance. AB 54 would protect the medication abortion supply chain and shield providers and others from liability; AB 1137 would strengthen reporting and enforcement tools for child sexual abuse material on social media; AB 49 would limit ICE activity at California public schools; AB 82 would expand privacy and safety protections for gender-affirming care patients and providers; AB 1355 would restrict the collection, use, and sale of precise location data; AB 853 would expand provenance requirements for AI-generated and authentic content; AB 62 would create a pathway for restitution for racially biased eminent domain takings; and AB 1043 would create a device-based age assurance framework for online services.
Supporters generally framed the bills as necessary responses to current harms: reproductive rights advocates emphasized California’s role as a safe haven; child safety witnesses described the persistence and re-victimization caused by CSAM online; immigrant rights and education advocates said schools should remain safe from immigration enforcement; health and LGBTQ+ advocates stressed privacy and safety risks tied to tracking and harassment; privacy and consumer groups backed limits on location data and stronger provenance tools; and reparations advocates said AB 62 would help address historic injustices. Opposition came from family policy, tech, business, law enforcement, and industry groups, who raised concerns about safety claims, constitutional issues, implementation burdens, transparency, law enforcement access, and the need to preserve existing privacy frameworks and voluntary standards.
The committee members largely expressed support for the policy goals while noting implementation concerns on some measures. Several members asked for or were offered coauthor status on bills. AB 1137, AB 54, AB 49, AB 82, AB 1355, AB 853, and AB 62 all received do-pass votes to Appropriations, with some members voting no or not voting on certain bills. AB 1355 and AB 853 were advanced with amendments or ongoing work promised with opponents, and AB 1043 was presented with discussion of possible amendments on parental consent and age assurance details, though the transcript cuts off before final action on that bill.
HI
Hawaii 2025 Regular Session
HOU-PSM, HOU-HWN, HOU Public Hearings 03-11-2025
Transcript Highlights:
- And so the point that I am making is that the department has not proven itself to be credible, reliable
- and responsible of taxpayer reliable and responsible of taxpayer money<00:44:23.800>
to <00:44 - I want to highlight that we need to shift away from a model where the state gives away money and never
- where the state gives away from a model where the state gives away<01:31:45.560>
money <01:31: - The revision to paragraph A3 is interior modeling that does not affect building square footage or the
Summary:
The joint Housing and Public Safety/Water and Land hearing first took up HB 1096, which would repeal statutory tenant-selection preferences for disabled veterans and spouses of deceased veterans in state low-income housing. HPHA testified in support, saying the change was a housekeeping measure because the same preferences already exist in administrative rules and could be adjusted later to align with other local preferences, while also noting the federal VASH program provides stronger veteran housing support. Several members questioned why the preference should be removed at all, emphasizing that veterans have long been underserved and asking for a stronger justification; the committees ultimately deferred HB 1096.
The later Housing/Hawaiian Affairs agenda heard HB 606 HD1, a measure to extend Act 279 funding and related exemptions for the Department of Hawaiian Home Lands. Supporters argued the bill would give DHHL more time to use the $600 million appropriation to acquire land, work with developers, and address a wait list of about 29,000 applicants, while also helping restore Hawaiian communities and reduce the Hawaiian diaspora. Opponents focused on accountability and oversight, saying DHHL needs clearer plans, measurable goals, and stronger safeguards before receiving more money, and warning that prior spending and strategic-plan changes had reduced the number of applicants served. The committee also heard testimony that the bill would help DHHL fulfill long-standing obligations to Native Hawaiians and that the housing need affects the broader state, not only Hawaiian Home Lands beneficiaries.
MN
Minnesota 2025-2026 Regular Session
House Commerce Finance and Policy Committee 3/25/26
Commerce Finance and Policy
Transcript Highlights:
- Many families choose commercial insurance specifically for the reliable nursing hours.
- 04:13.000>
specifically <00:04:13.760>for <00:04:13.960>the <00:04:14.120>reliable - insurance specifically for the reliable insurance specifically for the reliable nursing<00:04:15.200
- It is only going to get worse for our prices when they have built these models.
- It is only going to get worse for our prices when they have built these models.
Bills:
HF3794, HF4472, HF4410, HF4347, HF4412, HF4398, HF4397, HF4201, HF4199, HF4203, HF3706, HF4071, HF4120, HF4175, HF4188
Keywords:
surveillance, price discrimination, wage discrimination, automated decision systems, consumer protections, data privacy, biometrics, school district health insurance, charter school health benefits, employee benefits, public sector health insurance, health insurance survey, Legislative Budget Office, LBO report, premium costs, retiree coverage, broker commissions, third-party administrator, health plan transparency, health reimbursement arrangement