Video & Transcript : 'algorithmic medicine' :
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CA
California 2025-2026 Regular Session
Senate Privacy, Digital Technologies, and Consumer Protection Committee Jun 8th, 2026
Transcript Highlights:
- And even before then, the original algorithm that... ...published by the then CTO of Yahoo, the company
- Since then, there have been probably close to two dozen research papers published on similar algorithms
- And even before then, the original algorithm that does this was actually published by the then CTO of
- Since then, there have been probably close to two dozen research papers published on similar algorithms
Summary:
The Senate Committee on Privacy, Digital Technologies, and Consumer Protection heard three bills. AB 412, the AI Copyright Transparency Act, would require generative AI developers to let copyright holders know whether their works were used in training. The author said the bill was narrowed by amendments to remove prescriptive technical language and focus on transparency rather than compensation or training restrictions. Supporters included voice actors, artists, labor groups, and technical experts who argued creators need a way to know if their work was used. Opponents, including business and tech groups, argued the bill was premature given unsettled copyright law and raised concerns about technical feasibility, scale, and ownership identification. After discussion, the committee passed AB 412 on a 6-2 vote and sent it to Judiciary.
AB 2448 would require electronic health record vendors to enable technical safeguards so providers can better segregate sensitive reproductive and gender-affirming care information. The author and supporters, including Planned Parenthood, the Attorney General’s office, medical groups, and privacy advocates, said the bill builds on existing California privacy law and helps protect patients from misuse of sensitive health data. There was no opposition testimony. The committee passed AB 2448 on a 7-1 vote and sent it to Health.
AB 2561 would prohibit changes to consumers’ preferred privacy settings without their consent, aiming to prevent apps and software from resetting privacy choices after updates. The author said the bill would reduce the burden on users and strengthen privacy protections. CalChamber and TechNet said they had moved from opposition to support after amendments were taken. The committee passed AB 2561 unanimously, 8-0, and adjourned after the final vote.
WA
Washington 2025-2026 Regular Session
House Consumer Protection & Business Jan 16th, 2026 at 08:00 am
Consumer Protection & Business
Transcript Highlights:
- Partially, that’s a training data issue with the algorithms.
- Fine Dining and Breathing, where literally all we know how to do is write computer code, write algorithms
- that up to tech companies to decide what that one-third looks like, especially considering how algorithms
- will be shaped by their desire to avoid litigation. considering how algorithms will be shaped by their
- How do we hold them accountable to being corporate citizens in a society where algorithms are advancing
Bills:
HB2112
Committee:
House Consumer Protection & Business
WA
Washington 2025-2026 Regular Session
House Consumer Protection & Business Jan 16th, 2026
Transcript Highlights:
- Partly that’s a training data issue with the algorithms.
- Fine Dining and Breathing, we're literally all we know how to do is write computer code, write algorithms
- Fine Dining and Breathing, we're literally all we know how to do is write computer code, write algorithms
- Fine Dining and Breathing, where literally all we know how to do is write computer code, write algorithms
- How do we hold them accountable to being corporate citizens in a society where algorithms are advancing
Summary:
The Consumer Protection and Business Committee held a public hearing on House Bill 2112, which would require commercial entities, including some social media companies, to use age verification before allowing access to websites where more than one-third of the material is sexual content harmful to minors. Staff explained that the bill would require reasonable age verification methods, prohibit retention of identifying information, exempt bona fide news and public-interest sites, and authorize the Attorney General to enforce the law through civil penalties. The bill would also require warning notices on landing pages and advertisements, with content to be developed by the Department of Health.
Prime sponsor Representative Mari Leavitt said the bill is intended to protect children from harmful online sexual content and argued that parental controls are not sufficient. She cited pediatric and public-health concerns, said the bill is modeled on laws upheld elsewhere, and emphasized that the measure is aimed at commercial entities rather than school-based sharing or general adult access. Supportive testimony from parents, clinicians, and advocates described early exposure to pornography, mental health harms, and the need to place responsibility on platforms rather than families alone.
Opposition testimony focused on privacy, free speech, enforcement, and scope. Several witnesses argued that age verification systems create data-security risks even if data is not retained, that the bill’s definitions and one-third threshold are vague and could sweep in LGBTQ, health, educational, or artistic content, and that enforcement would be difficult against out-of-state websites. Some opponents said the law would push users to less-compliant sites and would not effectively protect children. A technology industry witness said the bill is narrow and comparable to carding for alcohol or tobacco, while a Free Speech Coalition representative said the law is ineffective in practice and offered to discuss amendments. No vote was taken during the hearing.
CA
California 2025-2026 Regular Session
Assembly Labor and Employment Committee Apr 2nd, 2025
Transcript Highlights:
- Workers face risks of bias, discrimination, and errors, usually without knowing how algorithms assess
- This requirement ensures human oversight over these algorithmic surveillance tools that may produce faulty
- Not machine learning or any of these algorithmic tools making the decision for a supervisor. or even
- They're using wearable trackers, facial recognition, speech monitoring, and algorithmic surveillance
- Unfortunately, with new technology, algorithms, et cetera, this practice has now become increasingly
Summary:
The committee heard a series of labor-related bills, with most measures focused on worker training, privacy, wages, and safety. AB 296 would require schools or districts to host apprenticeship fairs at least once a year, with flexibility on how they are run and whether programs outside the county can participate. Supporters said it would help connect students to skilled trades and address workforce shortages; school administrators opposed the bill as an unfunded mandate that could be impractical for elementary schools. The bill was later moved on call, with the committee noting it could not vote until quorum was established.
AB 1221 and AB 1331 both addressed workplace surveillance. AB 1221 would restrict invasive monitoring tools, require notice to workers, limit the use and sharing of worker data, and require human review before discipline based on surveillance outputs. Labor groups supported the bill as a response to AI-driven monitoring, while business groups raised concerns about broad definitions, security cameras, investigations, and data-access provisions. AB 1331 focused more narrowly on privacy in off-duty and private spaces, limiting surveillance in places like restrooms, break areas, vehicles, and homes; hospitals and business groups opposed it as too broad and potentially disruptive to safety, cybersecurity, and facility monitoring. Both bills were advanced by committee vote.
The committee also heard AB 1181, which would require firefighter turnout gear to be free of cancer-causing chemicals such as PFAS by 2027, and AB 1198, which would require prevailing wage rates on public works to reflect the wage in effect when the work is performed rather than when the project was first advertised. Firefighter representatives strongly supported AB 1181, while the chemical industry asked to continue working on scope and timelines. AB 1198 drew support from labor and contractor groups but opposition from local governments and housing groups concerned about mid-project cost increases; it was passed to Appropriations after a roll-call vote. Other measures approved included AB 1235 on skilled-and-trained workers for CSU construction, AB 1251 on ghost job postings, AB 552 on locating the Agricultural Labor Relations Board office outside Sacramento, AB 1110 on updating Cal/OSHA workplace posters, AB 1136 on expanding high road training partnerships, and AB 1234 on wage claim enforcement. AB 692, which would ban employer debt agreements that require workers to repay training or other costs if they leave a job, drew strong support from nurses and labor advocates and opposition from business and health care groups; it was also passed on a roll-call vote.
FL
Florida 2026 5th Special Session
FL House Floor Session - 2026-02-26 (9:00AM Session)
Florida House Floor Meeting
Transcript Highlights:
- The doctor specializes in family medicine. Senators, are there any introductions?
- for committee substitute for Senate Bill 1092, a bill to be entitled an act relating to podiatric medicine
- I'm honored to present this bill that refines the practice of podiatric medicine by preventing them from
- And finally, the bill directs the Board of Podiatric Medicine to adopt implementing rules.
- AI is rapidly changing the world, and when combined with social media algorithms, is creating societal
Summary:
The Senate convened with a quorum, opened with prayer and the Pledge of Allegiance, and heard several introductions and announcements before moving to a long special-order calendar. Early bills passed included a trust law measure allowing a nonjudicial process for trustee settlement and discharge, a military affairs bill expanding leave protections and retirement eligibility for certain Guard and Coast Guard-related public employees, a penny-rounding bill for cash transactions, a podiatric medicine bill restricting certain cellular/tissue-based products and adding notice and consent requirements, a veterans’ courts bill expanding access to those courts statewide, an RV assessment clarification bill, a military-installation jurisdiction bill giving juveniles on bases access to state juvenile justice resources, an alcohol-tax deduction bill restoring DBPR’s authority to allow deductions for unsellable alcohol, a bail bonds bill revising training, fees, remission timing, and electronic procedures, an eyewear insurance bill updating definitions for modern products, a nursing education fund bill expanding support to health science programs, a recovery residences bill streamlining regulation and background-check rules, a felony battery bill adding resisting an officer with violence as a qualifying prior offense, a child welfare bill extending visitor definitions, making the Step Into Success program permanent, and creating a best-practices repository, and a candidate qualification bill tightening party-affiliation requirements and, via the House version, adding a name-change disclosure provision. Most of these bills were substituted with House companions where applicable and passed on near-unanimous votes, with one recorded dissent on the bail bonds bill.
Several measures drew brief debate or explanation. Senator Wright’s military affairs bill was amended to restore two Florida National Guard special project officer positions to retirement eligibility, and Senator Gates’ veterans’ courts bill was described as a way to better address PTSD, brain injury, and substance-abuse-related offenses through problem-solving courts. Senator Trunow’s bail bonds bill prompted questions about charitable bail bonds, with the sponsor saying the current statute would remain in place and that further discussion could occur later. Senator Massullo’s podiatric medicine bill was framed as a bipartisan patient-protection measure, and Senator Leak’s felony battery bill was presented as closing a loophole that allowed repeat violent offenders to avoid enhancement. The chamber also took up a candidate qualification bill that would create an enforceable party-affiliation requirement and, in the House version, restrict recent petition-based name changes for candidates.
A major portion of the meeting was devoted to a farewell ceremony for Senator Lori Berman, with family, staff, former colleagues, and guests in attendance. Senators from both parties offered extended remarks praising her leadership, collegiality, policy work, and advocacy on issues including voting rights, women’s rights, Israel and antisemitism, school safety, breast cancer, Everglades restoration, and other constituent services. Berman’s own remarks reflected on her 16 years in the Legislature, her family, and her belief in dignity, respect, and practical problem-solving. The Senate then adopted a motion to spread her remarks upon the journal and recessed before returning to continue the calendar.
AZ
Arizona 2026 Regular Session
02/10/2026 - House Republican Caucus Calendar #5
Transcript Highlights:
- Madam Whip, members, House Bill 2183 establishes an 11-member emergency medicine study committee to examine
- capacity in both rural and urban areas, and the financial impact of uncompensated care on emergency medicine
- And the financial impact of uncompensated care on emergency medicine providers.
- Madam Whip, members, House Bill 2183 establishes an 11-member emergency medicine study committee to examine
- It's not going to change anything with the algorithm.
Summary:
The meeting covered a long series of bills, mostly in health, education, commerce, federalism, and government. In health, members discussed radiology technology updates (HB 2050), a tribal Medicaid waiver/drawdown measure with no state cost (HB 2177), an emergency medicine study committee (HB 2183), fetal death certificate and remains-transfer requirements (HB 2184), a physician assistant licensure compact (HB 2190), dementia care telemonitoring funding (HB 2202), SNAP error-rate reduction and fraud/eligibility oversight bills (HB 2206, HB 2442, HB 2797), child welfare protections like credit freezes and recorded interviews (HB 2321, HB 2322), and podiatric licensure compacts (HB 2438). Several of these were described as consent-calendar items, while HB 2206 and the SNAP-related measures drew discussion about fraud reduction, administrative burden, and work requirements.
In commerce and finance, the committee heard bills on mobile food vendors and local permits (HB 2118), earned wage access services with fee caps and disclosure rules (HB 2309), CPA licensure changes (HB 2476), cash acceptance for retail purchases under $100 (HB 2555), drone delivery and unmanned aircraft guardrails (HB 2875), timeshare salesperson licensing (HB 2877), and a prohibition on state-mandated social credit scoring in lending decisions (HB 2903). The tax and retirement-related items included 529 plan conformity and Roth IRA transfer rules (HB 2477), annual tax conformity to the Internal Revenue Code (HB 2785), ASRS technical and disability-related changes (HB 2089, HB 2090, HB 2092), and a bill on employee health insurance definitions (HB 2089). The Arizona Commerce Authority bill (HB 2754) would add legislative members to the board and shift more control over trade offices and Arizona Competes Fund spending to the legislature.
The education section focused heavily on school governance and finance. Bills included patriotic youth group presentations in schools (HB 2312), school board term limits (HB 2318), mandatory training for governing board members (HB 2379), independent municipal advisors for bond elections (HB 2320), restrictions on districts buying operating charter/private school sites to game enrollment formulas (HB 2376), conflict-of-interest limits for school facilities board architects and engineers (HB 2378), public meeting and travel transparency rules for districts (HB 2380), limits on long-term school property leases and reporting requirements (HB 2384), tighter bidding rules for school construction job orders using Building Renewal Grant funds (HB 2482), and a voluntary computer science proficiency seal (HB 2764). Sponsors repeatedly framed these as transparency, accountability, and anti-abuse measures, while some opposition centered on local flexibility, housing use, and existing training providers.
In federalism and government, the committee heard bills to give counties more time to mail sample ballots (HB 2006), require courts to identify veterans at first appearance for possible veterans court referral (HB 2226), study veterans’ awareness of benefits (HB 2406), broaden military leave protections (HB 2663), require SAVE verification for voter registration and certain state services (HB 2806), require U.S.-sourced voting machine components by 2029 (HB 2901), affirm the Electoral College (HB 2902), and establish due process protections for justice of the peace courts against outside administrative action (HB 2976). Government committee items included a later deadline for library trustees’ annual reports (HB 2129), a two-year limit on certain adult protective services reports to the Attorney General (HB 2228), and an exemption for public and semi-public cold plunges from ADEQ spa rules (HB 2439). Several bills were reported as consent-calendar items, and a number of sponsors noted committee votes, fiscal neutrality, or favorable testimony in support of the measures.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Apr 1st, 2025
Transcript Highlights:
- is Shea Brown, the CEO and founder of Babel AI and a member of the International Association of Algorithmic
- My name is Shea Brown, and I’m speaking today on behalf of the International Association of Algorithmic
- Unfortunately, social media platforms continue to deny that their algorithms and design features are
- Well, the proprietary algorithms and design features used by social media platforms are fully capable
- AB2 will help make social media companies more responsible for their own algorithms and actions that
Summary:
The committee heard several privacy and consumer protection bills, with most of the discussion focused on AI and social media. AB 1405 would create a state registry for AI auditors and set basic transparency, ethics, and qualification standards for those auditors; supporters said it would build trust and provide a foundation for future AI oversight, while some members questioned whether government should define auditor qualifications instead of industry groups. The bill was moved out on a 5-1 vote to Appropriations, with the roll left open.
AB 2, by Assemblymember Lowenthal, would impose enhanced financial penalties on large social media companies when their negligence causes harm to children and teens. Supporters, including a grieving parent and Common Sense Media, argued the bill would create accountability for harmful algorithms and design choices, while opponents from TechNet, EFF, CCIA, and CalChamber warned it was vague, could chill speech, invite censorship, and raise Section 230 and First Amendment concerns. Committee members debated private right of action versus public enforcement, possible shakedown lawsuits, and whether the bill should be narrowed; the bill passed 6-0 to Judiciary with the roll left open.
AB 410 would expand California’s bot disclosure law so bots must identify themselves up front and truthfully if asked, rather than only prohibiting deceptive bots in limited commercial or election contexts. Supporters said the measure would help users, especially youth and vulnerable people, know when they are interacting with AI and reduce deception online; one privacy group withdrew opposition after amendments, and other industry groups said they were no longer opposed or had no formal position. The bill passed 9-1 to Appropriations with the roll left open. The committee also approved AB 1327, which lets consumers cancel home improvement contracts by email instead of only by mail and requires phone assistance for cancellations; the Contractor State License Board withdrew opposition after amendments, and the bill passed 11-0 to Judiciary with the roll left open.
WA
Washington 2025-2026 Regular Session
Senate Business, Trade & Economic Development Jan 28th, 2026
Transcript Highlights:
- I'm delighted to speak in strong support of strictly regulating algorithmic and AI-driven pricing structures
- I'm delighted to speak in strong support of strictly regulating algorithmic and AI-driven pricing structures
- Customers won't be mad at corporate policies or algorithms.
- We do believe that it is important to codify and make sure that there's no algorithmic or discriminatory
- I do believe that it is important to codify and make sure that there's no algorithmic or discriminatory
Summary:
The Senate Business, Trade, and Economic Development Committee heard several public hearings on consumer protection and business regulation bills. Senate Bill 6175, the WAVE Act on ticket sales, would create licensing and enforcement rules for ticket resellers, require all-in pricing and refunds, cap resale prices and fees at 110% of the original ticket price, and prohibit speculative ticketing and deceptive practices, with exemptions for some events such as agricultural fairs and sports. The sponsor and many arts, venue, labor, and consumer advocates said the bill would curb bots, fake websites, and predatory markups that harm fans and nonprofit venues; opponents from resale platforms and industry groups argued it would restrict legitimate resale, reduce consumer choice, and push transactions into less regulated channels. Public testimony was extensive and sharply divided, but no committee vote was taken on the bill during the hearing.
The committee also heard Senate Bill 6230, which would require cash transactions to be rounded to the nearest five-cent increment in light of the federal decision to stop minting pennies. Retail and grocery groups generally supported the bill but asked for amendments to protect against audit and consumer-protection liability, preserve acceptance of exact change, and avoid conflicts with local ordinances and SNAP rules. The bill sponsor said the measure is meant to give businesses a clear framework for cash rounding, and staff noted the Department of Revenue would issue a revised fiscal note with minimal costs.
Senate Bill 6312, concerning surveillance-based pricing in grocery establishments, would require posted prices, prohibit individualized surveillance pricing and surge pricing, and place a moratorium on electronic shelf labels in larger stores until 2030. Labor and privacy advocates supported the bill as a way to stop AI-driven price discrimination and protect workers and consumers, while retail and grocery associations and an ESL manufacturer warned the definitions were too broad and could unintentionally affect loyalty programs, discounts, and operational efficiency. After testimony, the committee suspended the five-day notice rule for the bill. The committee also heard Senate Bill 6149 on the definition of a rural county and Senate Bill 6248 on travel insurance, with testimony on the latter split between industry support for adopting a model act and state agency concerns about adjuster licensing and preserving Washington consumer and anti-discrimination protections.
In executive session, the committee considered Senate Bill 6061 on the tourism self-assessment program and Senate Bill 6137 on sports wagering. The committee rejected an amendment to SB 6061 that would have allowed voluntary local tourism contributions, then advanced the bill with a due pass recommendation. It also advanced SB 6137 with a due pass recommendation. The meeting concluded after those votes.
CA
California 2025-2026 Regular Session
Assembly Labor and Employment Committee Jun 25th, 2025
Transcript Highlights:
- Who wants to have algorithms deciding about your future?
- Who wants to have algorithms deciding about your future?
- informed when and how AI systems are used to monitor them, giving people the right to know when algorithms
- Workers deserve protection from opaque algorithmic systems that can lead to unfair surveillance, disciplinary
- California and our workplaces, that we're doing it by putting people and not the machines and the algorithms
Summary:
The Assembly Labor and Employment Committee heard several bills focused on worker rights, workplace technology, pay equity, and retail/self-checkout standards. SB 703 would require ports to collect and report information on trucking companies to help identify worker misclassification in the port trucking industry; supporters, including Teamsters and the California Labor Federation, said better data is needed for enforcement, while trucking and retail groups said they were working with the author and expected to remove opposition after amendments. The bill passed 5-0 and was re-referred to Transportation. The committee also approved a consent calendar of other measures.
SB 294, the Workplace Know Your Rights Act, would require the Labor Commissioner to create a template for annual employer notices about workers’ labor and civil rights, including emergency contact notification if a worker is detained or arrested. Supporters said the bill would help workers understand their rights amid federal rollbacks and weak enforcement; the California Restaurant Association opposed it. SB 7 would require notice and human review before employers use automated decision-making systems for discipline or termination, and would bar predictive use of such systems for employment actions. Labor groups supported the bill as a safeguard against biased or opaque algorithmic management, while HR, chamber, retail, and local government groups raised concerns about breadth, notice burdens, and small-business impacts. Both bills passed 5-0 to their next committees.
The committee also advanced SB 238, which would require disclosure about workplace surveillance and AI monitoring tools, and SB 442, which sets staffing and operational standards for self-checkout, including at least one staffed lane, one employee dedicated to monitoring self-checkout, item restrictions, and a 15-item limit sign. Supporters argued both bills improve transparency, safety, and worker protections; opponents warned SB 238 could expose security practices and SB 442 could raise costs and create preemption issues. SB 464 would expand state pay-data reporting to better capture public-sector workforce demographics in line with reparations and pay-equity goals, and SB 642 would strengthen the Equal Pay Act by extending recovery periods, clarifying wage definitions, and updating pay-scale language. SB 464 and SB 642 also passed, with some opposition from county and business groups over scope and retroactivity. All measures taken up in the hearing were approved by committee, generally on 5-0 votes, and re-referred to the appropriate policy or fiscal committees.
MN
Minnesota 2025-2026 Regular Session
House Workforce, Labor, and Economic Development Finance and Policy Committee 3/24/26
Workforce, Labor, and Economic Development Finance and Policy
Transcript Highlights:
- According to a meta-analysis published by NIH's National Library of Medicine, prolonged standing at work
- In our industries, workers are already experiencing how data and algorithm management shapes their schedules
- </c> experiencing how data and algorithm experiencing how data and algorithm management<00:58:21.560>
- because</c><01:02:43.400><c> an</c> offered a lower wage because an offered a lower wage because an algorithm
- predicts that they will become algorithm predicts that they will become pregnant. pregnant. pregnant
Keywords:
airport workers, wage standards, labor rights, minimum wage, economic equity, surveillance, price discrimination, wage discrimination, consumer rights, automated decision systems, Minnesota Statutes, suitable seating, employee seating, workplace seating, occupational safety, workplace safety, labor standards, employer requirements, chair, stool
AZ
Transcript Highlights:
- institutions, built nationally competitive pediatric neuro-oncology programs, advanced precision medicine
- Joseph Charles Torkelson for his extraordinary contributions to pediatric medicine, medical education
- What changes in this bill is not the medicine, it is who is allowed to receive it.
- When we allow third-party vendors to bypass registration, we lose the ability to ensure that the algorithms
- When we allow third-party vendors to bypass registration, we lose the ability to ensure that the algorithms
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 12:30 pm
Transcript Highlights:
- I practice medicine in Massachusetts for years, and I helped launch the Jewish Employee Resource Group
- I am a professor in medicine and pastoral program. I've been in this field for 25 years.
- And I decided, as a professor of psychiatry and medicine, it didn't have anything to do with dreams.
- I entered medicine and didn’t have anything until then, so I could lean in, and I started right away.
- Corres was the head of medicine, and I met Dr.
Summary:
The meeting was a special commission hearing on antisemitism held off-site at Kerem Shalom Synagogue in Concord, with commissioners approving prior minutes and noting a quorum, a rescheduled October 27 meeting, and the addition of a new commissioner. The co-chairs and host speakers emphasized the personal and communal significance of holding the hearing in a synagogue and the importance of confronting antisemitism while protecting free speech, academic freedom, and civil discourse. The commission heard from former SJC Justice and current UMass General Counsel David Lowy, who discussed the IHRA definition of antisemitism, said its use as nonbinding guidance does not raise First Amendment concerns, and described UMass’s response to a discriminatory academic conference policy. Commissioners also asked about campus speaker vetting, protest rights, and university practices for addressing antisemitism and protecting students’ access to education.
District Attorney Marian Ryan testified about restorative justice as a tool for addressing hate incidents, saying it can help victims be heard, reduce reoffending, and be used in criminal, school, and community settings. She described local programs, online reporting forms, and the need for better statutory tools, including changes to restitution and education requirements in hate-crime cases. Commissioners asked whether restorative justice affects charging decisions, and Ryan said it should not alter whether a hate crime is investigated or charged. She also identified model programs and said the commission’s work aligns with the national strategy it is charged with implementing.
Three rabbis then described the rise in antisemitic incidents in schools and communities, the emotional toll on Jewish families, and the need for stronger school responses, clearer language in incident communications, and better training for educators. Rabbi Brad David recounted repeated incidents in Acton-Boxborough and praised the district’s improved partnership and response, while Rabbi Tom Shah described parental anxiety, concerns about classroom materials lacking context, and the need for balanced instruction. The rabbis also discussed synagogue security costs and measures, including volunteer security teams, police support, grants, and physical protections. Commissioners said the testimony would inform forthcoming recommendations, and DESE staff noted they are developing instructional-materials guidance and a rubric for educators. The final witness, Professor Christina Miller, outlined hate-crime prosecution issues in Massachusetts, including mixed-motive cases, the need for clearer statutes and jury instructions, better training for police and clerk magistrates, guidance on sentencing and diversity-awareness programs, and the use of community impact statements.
NH
New Hampshire 2026 Regular Session
Health and Human Services Oversight Committee (06/26/2026)
Transcript Highlights:
- That way we fine-tune our algorithms.
- I'm not good on algorithms anyway.
- I'm I'm not good on algorithms develop.
- I'm I'm not good on algorithms anyway.<00:58:42.880><c> But</c><00:58:43.440><c> am</c><00:58:43.680>
- D mentioned an algorithm Jonathan Dr.
Summary:
The committee first approved the draft minutes from its May 29 meeting and then received an informational update from the Commission for the Deaf and Hard of Hearing about the state’s ASL interpreter pipeline. Representative Woods and Associate Commissioner Ann Landry explained that the American Sign Language program at UNH Manchester, the nation’s first fully accredited program, is facing viability concerns because high tuition has left only two of a potential 20 students committed so far. They warned that if enrollment does not recover, the program could face a teachout and eventually be lost, which they said would be detrimental because many state services and legal proceedings require qualified interpreters. Members discussed possible alternatives, including whether community colleges could help, and asked for follow-up research and contact information for UNH officials. The committee also heard that interpreter demand across DHHS continues to rise and that the department must ensure compliance with civil rights and service-access requirements.
The committee then turned to Medicaid policy changes tied to Senate Bill 134 and a new federal interim final rule on Medicaid community engagement, or work, requirements. DHHS officials Olivia May and Ann Landry explained that the state law and federal rule align in many areas, but the committee still needed to decide how to implement several remaining policy choices. The department recommended adopting all four short-term hardship exceptions because the federal rule requires states to take them all or none: inpatient or institutional care, federally declared emergencies, high-unemployment areas, and extensive out-of-state travel for serious medical care. Members generally supported the exceptions but raised concerns about how they would be defined and applied, especially the emergency and medical-travel categories.
Several legislators asked for more clarity on terms like “extensively” and “serious or complex medical care,” and DHHS said the federal rule does not rigidly define them, though the state could refine implementation through rulemaking if authorized. The department also said the emergency exception would apply only to federally declared emergencies, not state declarations, and would be tied to the emergency event itself. No final vote on the Medicaid policy was recorded in the portion provided, but the discussion indicated the committee was reviewing the remaining decisions needed to implement Senate Bill 134 under the new federal framework.
FL
Florida 2025 Regular Session
December 9, 2025 - 09:30 AM
Transcript Highlights:
- FROM THE MATHEMATICAL COMPUTATIONAL TO THE ALGORITHMIC TO THE ACTUAL NEURO IMPLEMENTATION SO A REMINDER
- EXPERIENCE, AND AI IS GIVING ME TOOLS TO STUDY THESE QUESTIONS ON A DEEPER LEVEL USING MATH AND ALGORITHMS
- ME STRONG TECHNICAL FOUNDATIONS IN THINGS LIKE MACHINE LEARNING, OPTIMIZATION, NEURAL NETWORKS, ALGORITHMIC
- LIKE THE ALGORITHMIC THINKING, DATA LITERACY, STATISTICAL REASONING, AND SYSTEMS LEVEL THINKING.
- COMPUTER SCIENCE SORT OF THINGS BUT JUST IN GENERAL KNOWING HOW TO COMPUTE SOMETHING AND A LEARNING ALGORITHMIC
MN
Transcript Highlights:
- We can see this wisdom acted out by social media companies, who use algorithms to increase user engagement
- At the same time, the effects of these algorithms Pastor Thompson: Are increasing costs for our communities
- the reasons that this bill is before us is due to concerns about online bullying and how these algorithms
- From a political standpoint, we utilize algorithms to target folks that we want to talk to.
- final concern is that this doesn't really do anything to address the real problem, which is these algorithms
Committee:
House Taxes
MN
Minnesota 2025-2026 Regular Session
House Commerce Finance and Policy Committee 3/26/26
Commerce Finance and Policy
Transcript Highlights:
- ><c> me</c><00:59:51.320><c> videos</c><00:59:51.760><c> to</c> The algorithm keeps feeding me videos
- Algorithms are often marginalized voices find an audience that traditional media ignores.
- With this, we're going to be using the algorithms that these social media companies are already using
- </c> that's happening now, these algorithms that's happening now, these algorithms are<01:15:46.720><
- This is algorithm-driven and parent-driven.
Committee:
House Commerce Finance and Policy
OK
Oklahoma 2026 Regular Session
Energy and Natural Resources Oversight Apr 13th, 2026 at 03:00 pm
Energy
Bills:
SB3 , SB1346 , SB1509 , SB1928 , SB2028 , SB2071 , SB2110 , SB2117 , SB2127 , SB2134 , SB259 , SB1191 , SB1246 , SB1314 , SB1439 , SB1613 , SB1930 , SB1976 , SB330 , SB2069 , SB2095 , SB3 , SB1346 , SB1509 , SB1928 , SB2028 , SB2071 , SB2110 , SB2117 , SB2127 , SB2134 , SB259 , SB1191 , SB1246 , SB1314 , SB1439 , SB1613 , SB1930 , SB1976 , SB330 , SB2069 , SB2095
Committees:
House Energy , House Energy and Natural Resources Oversight
Keywords:
industrial hemp, program licensing, agriculture, cannabinoids, state regulation, water infrastructure, wastewater, investment program, loans, local government, SB1509, groundwater, water wells, well spacing, water rights, Oklahoma Water Resources Board, OWRB, basin, subbasin, maximum annual yield
OK
Oklahoma 2026 Regular Session
Senate Legislative Session Mar 2nd, 2026 at 01:30 pm
Oklahoma Senate Floor Meeting
Transcript Highlights:
- Oklahoma Health Sciences Center in 1998 and is dual board certified with the American Board of Internal Medicine
Bills:
SB2065 , SB1641 , SB1642 , SB1589 , SB1597 , SB1216 , SB2173 , SB2028 , SB2117 , SB2127 , SB2134 , SB2014 , SB1805 , SB2044 , SB1836 , SB1380 , SB2179 , SB1436 , SB1558 , SB933 , SB1651 , SB1328 , SB1572 , SB1966 , SB175 , SB1475 , SB1950 , SB2049 , SB2052
Keywords:
pollinator, state symbols, agriculture, insects, environment, business entities, limited liability company, LLC, foreign LLC, domestic LLC, limited partnership, foreign limited partnership, registered agent, Secretary of State, annual certificate, good standing, certificate of authority, designated office, email address, electronic mail
WA
Transcript Highlights:
- And lastly, if a deployer discovers that a high-risk AI system has caused algorithmic discrimination,
- Unintended AI bias is very well documented in these industries, including bias in medical algorithms
- leading to Black patients being underreferred and underwriting algorithms producing sex discrimination
- There are also traditional medicine, salmon, and many other aspects of nature.
- There are also traditional medicine, salmon, and many other aspects of nature.
Committee:
Senate Ways & Means
MO
Transcript Highlights:
- But in reality, I'm certain that we'll come up with algorithms or whatever to identify those obvious
- I'll give you an example of an extended family member who took arthritis medicines for a long time.
- So do you have some sort of algorithm in place to actually look at that kind of fraud?
- So do you have some sort of algorithm in place to actually look at that kind of fraud?
- Now, I do have analytics in place that, like, you can't get that arthritis medicine unless you have a
Committee:
House Budget
Summary:
The House budget hearing focused on the Department of Social Services’ budget and a detailed briefing on how federal H.R. 1, referred to by the director as the “Big Beautiful Bill,” will affect Missouri’s SNAP and Medicaid programs. The director outlined the department’s divisions, current caseloads, staffing challenges, and the need to modernize eligibility systems and processes. Members repeatedly asked for breakdowns of enrollment, spending, provider rates, and the impact of federal changes on the department’s budget request.
A major portion of the hearing covered H.R. 1’s new eligibility and integrity requirements. The department said SNAP work requirements will expand to groups previously exempt, certain noncitizen categories will lose eligibility, and utility deductions will be narrowed. For Medicaid, the bill requires work requirements for the adult expansion group, more frequent redeterminations, and shorter retroactive coverage periods. Members questioned how these changes interact with Missouri’s constitutional expansion language, and the director said the department’s view is that federal requirements must be followed under the supremacy clause, though she acknowledged the legal issue could ultimately be resolved by a court.
The committee also discussed program integrity and error rates. The department said Missouri’s Medicaid PERM error rate was 35% in the last full review, with most errors tied to eligibility processing, and that H.R. 1 could create major financial penalties if error rates are not reduced by 2029. For SNAP, the department said the most recent federal error rate was 10.79%, with a current combined rate around 8.6%, and that future state cost-sharing could be substantial if the rate remains high. Members asked about the use of contractors, automation, and verification tools to reduce backlogs and improve accuracy. No votes were taken; the hearing was informational, and the chair said public testimony would not be taken that day.