Video & Transcript Research : 'machine learning'

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TX
Transcript Highlights:
  • There's been obviously an increase in deepfake media, which is driven by artificial intelligence and machine
  • learning.
  • I have to tell you, I have learned more things about sexual performance and pervertedness since I came
  • And I saw things and learned things that I. had no business knowing and saw and can not unsee.
Bills: SB20, SB1621, SB412, SB441, SB442
TX

Texas 89th 2nd C.S.

S/C on Property Tax Appraisals Mar 20th, 2025

S/C on Property Tax Appraisals

Transcript Highlights:
  • Uh, uh, all of that I have learned is based on asking questions within board meetings, uh, so I could
  • Higher learning such as the VG Young Institute.
  • Uh, but obviously is, you know, we're learning in this committee, there's a lot of responsibilities for
  • for, you know, what is a, you know, really important job and, and a fairly complex job as we're learning
Bills: HB148, HB203, HJR30
MN

Minnesota 2025-2026 Regular Session

Commerce Committee Meeting - 2026-04-07

Commerce Finance and Policy

Transcript Highlights:
  • They have some tools to learn that information, but this would be another quite important tool.
  • They have some tools to learn that information, but this would be another quite important tool.
  • Uh, it's a place where people learn English.
  • Uh it's a place where people<01:15:13.040> learn<01:15:13.240> English.
  • It's a place where people learn English.
Bills: HF4456, HF4544, HF3698
AZ

Arizona 2026 Regular Session

02/12/2026 - House Artificial Intelligence & Innovation

Artificial Intelligence & Innovation

Transcript Highlights:
  • Technology can be a force for good, allowing kids and teens to learn more effectively, explore educational
  • Some younger people pose follow-up questions and help them dig deeper to further their learning, provide
  • approach does not shut teens and children out of generative AI altogether, but rather enables them to learn
  • from people in business, learn from people in industry how to use these tools and, at the same time,
  • But if students don't learn those things from first principles in the classroom environment, then they're
Summary: The committee met in a special morning session and first heard HB 2371, a pilot proposal to allow consenting divorcing parties without minor children to use AI-assisted arbitration in simple divorce cases. Rep. Martinez described it as a voluntary, fairness-focused tool for people who cannot afford lawyers, with the judge retaining final authority. Members raised concerns about the bill’s binding-language, privacy, and the need for clearer guardrails on assets and support, but the sponsor said amendments were welcome. The committee voted 7-0 to give HB 2371 a do pass recommendation. The committee then took up HB 2311, which requires conversational AI systems to notify minors they are interacting with AI, restrict sexual content, prohibit deceptive human impersonation, and require self-harm response protocols. Google testified in support, saying its Gemini product already uses similar safeguards and that the bill would set an industry-wide floor; a speaker also noted similar measures are being considered in several other states. After adopting a committee amendment clarifying customer-service AI and limiting developer liability, the committee voted 7-0 to recommend HB 2311 do pass as amended. Next, the committee heard HB 2409, creating a voluntary statewide summer AI education program focused on digital hygiene, civic integrity, privacy, media literacy, critical thinking, and algorithmic bias. Supporters argued Arizona needs to prepare residents for AI-driven job disruption and help people use the technology to become more self-sufficient, while opponents objected to the program’s funding and potential unfunded mandate to the education department. The bill passed 4-3. HB 2410, which would treat communications with AI as privileged like communications with human professionals, also passed after testimony from the sponsor and a criminal defense advocate who argued the measure would protect sensitive legal and personal conversations; the vote was 6-0 with one member present. The committee then approved HB 4005, requiring school districts and charter schools to provide instruction on ethical, moral, and educational uses of AI, by a 4-2-1 vote after some members said schools lacked resources and should not be mandated to add curriculum without funding. Finally, the committee considered HB 2456 and HB 2457, both related to small modular nuclear reactors and utility siting/streamlining for energy development tied to large power users. Supporters framed them as necessary for future energy demand, data centers, and economic growth, while opponents raised concerns about local zoning authority and environmental oversight. Both bills were amended and advanced on 4-3 votes, and the meeting adjourned after the final roll calls.
MN

Minnesota 2025 1st Special Session

House Education Finance Committee 3/18/25

Education Finance

Transcript Highlights:
  • These unique learning experiences reignited my passion for learning, and more Minnesota students need
  • motivation and my love for learning. motivation and my love for learning.
  • My fellowship<00:19:17.280> provided<00:19:17.760> learning fellowship provided learning
  • These unique learning in hours.
  • Learning<00:36:16.480> targets. Learning targets.
Bills: HF630, HF1435, HF1607
AZ

Arizona 2026 Regular Session

03/25/2026 - Senate Education

Education

Transcript Highlights:
  • And what this does, this bill repeals that social emotional learning.
  • Social emotional learning is not neutral instruction.
  • That can even be beyond what we've learned already.
  • Additionally, we also learned from Mr. Gress and Mr.
  • Additionally, we also learned from Mr. Gress and Mr.
Summary: The committee first approved the March 18, 2026 minutes and then considered the nomination of John Snyder to the State Board for Charter Schools. Snyder described his background in municipal finance, charter school financings, and prior service with Arizona charter school organizations and the Arizona School for the Arts. Members asked about how his finance experience would help the board’s oversight role, and the committee voted 6-0 with one not voting to recommend his confirmation to the full Senate. The committee then heard HB 2093, which would remove the statutory requirement that health education include mental health instruction tied to multiple dimensions of health and would repeal related consultation requirements in 2037. The sponsor argued the bill would remove social-emotional learning from schools and return mental health matters to parents, while opponents, including students, a suicide-loss parent, and youth mental health advocates, said school-based mental health education saves lives and should remain available with parental opt-out. After debate, the committee voted 4-3 to give the bill a do pass recommendation. Several school safety and education bills followed. HB 4043, requiring at least one campus employee trained in CPR, first aid, and AED use where applicable, passed unanimously after testimony from the sponsor and school administrators. HB 4005, requiring instruction on ethical and educational uses of artificial intelligence in school districts beginning in 2027-28, passed 4-3 despite opposition from the Arizona Education Association over unfunded mandate concerns. HB 2895, allowing Native American language proficiency to satisfy a world language requirement and adding language clarifying districts are not required to offer such courses, passed unanimously as amended. HB 2383, renaming trampoline court safety legislation as Ty’s Law, also passed unanimously as amended. The committee also advanced HB 4109, a school public safety and notification bill requiring district safety policies, parent and law enforcement notification after life-threatening violence or weapon incidents, annual public safety reporting, and misdemeanor penalties for noncompliance. Testimony was sharply divided: supporters cited delayed or inadequate notification in serious incidents, while opponents argued the bill was too broad and criminalized administrators. The bill passed 4-3. The committee then approved HB 2376, appropriating $40 million for the school safety program and prioritizing school resource officers and school safety officers, and HB 2380, requiring greater public access to governing board meetings, materials, video, and out-of-state travel approvals; both passed 4-3. Finally, the committee began considering HB 2381, a major strike-everything amendment on career technical education district governance and funding, along with a follow-up amendment, but the transcript cuts off before final action on that bill.
HI

Hawaii 2026 Regular Session

ECD Public Hearing - Fri Apr 17, 2026 @ 8:30 AM HST

Economic Development & Technology

Transcript Highlights:
  • There is a lot of activity, especially, and we can learn a lot from them, especially in the areas of
Summary: The committee met in Room 430 on April 17 at 8:30 a.m. and heard several resolutions focused on Hawaii’s sister-state and international relationships. Measures discussed included SCR 184, SCR 169 SD1, SCR 47, SCR 57 SD1, SCR 170 SD1, and SCR 163 SD1. Testimony generally supported expanding or formalizing ties with Japanese prefectures and other partners, including Yamaguchi, Okayama, and Aotearoa/New Zealand, as well as maintaining the Hawaii-Taiwan relationship. DBED’s Dennis Ling explained that sister-state agreements provide a framework for broader government, nonprofit, and private-sector relationships, and cited existing exchanges in transportation, health, education, culinary rice development, biosecurity, and food innovation. Catherine Stanway of the Division of Forestry and Wildlife supported the Aotearoa measure for predator control, biosecurity, and conservation cooperation. Jerry Chang of the Taipei Economic and Cultural Office testified in support of the Taiwan resolution, noting 33 years of sister-state ties and ongoing cooperation in education, culture, economy, and disaster management. One witness raised a concern about language in SCR 57 SD1 related to double taxation, saying that portion did not relate to the sister-state relationship, but the committee chose not to amend the measure to avoid possible delay or conference issues. A committee member also asked about how sister-state relationships work and whether other states have similar country-level arrangements; Ling said Hawaii has an MOU with Israel and mentioned Singapore as another possible partner, while noting that such arrangements often depend on the governor and are not standardized across states. After testimony, the committee voted to recommend passage of all measures as is. SCR 184, SCR 169 SD1, SCR 47, SCR 57 SD1, SCR 170 SD1, and SCR 163 SD1 were all adopted by the committee without amendments. Some members were excused during the hearing, and the meeting adjourned after the final vote.
OK

Oklahoma 2026 Regular Session

Education 3RD REVISED Feb 24th, 2026 at 10:30 am

Education

Transcript Highlights:
  • There's no question that kids learn much better on full stomachs.
  • how to read, learn how to do some math, and go play.
  • You can learn math through playing with Legos and blocks.
  • You can learn Newton by hanging from the monkey bars.
  • More importantly, I think we will see what I saw on my own son, which was just a love of learning. learning
TX

Texas 89th Regular

S/C on Academic & Career-Oriented Education Mar 27th, 2025

S/C on Academic & Career-Oriented Education

Transcript Highlights:
  • This bill is not about replacing in-person learning.
  • Virtual schooling is being able to still socialize and learn how to work with other kids.
  • It has nothing to do with the virtual learning under this bill.
  • Access to high-quality early learning, and we are here in favor of HB117.
  • I've seen the transformative power of high-quality early learning.
MN

Minnesota 2025 1st Special Session

House Education Finance Committee 3/25/25

Education Finance

Transcript Highlights:
  • c><00:59:33.520> of<00:59:33.640> focused<00:59:33.960> on<00:59:34.160> learning
  • anxious instead of focused on learning anxious instead of focused on learning and<00:59:35.039><
  • This passion becomes the driving force behind their learning.
  • This passion becomes the driving force behind their learning.
  • includes running an Alternative Learning includes running an Alternative Learning Center<01:13:34.520
ND

North Dakota 2025-2026 Regular Session

Senate Education Apr 7th, 2025 at 10:00 am

Education

Bills: HB1404
Summary: The Senate Education Committee met with six members present and first took up House Bill 1404, which would update North Dakota scholarship eligibility language by allowing the NDA Plus assessment to be used in place of ACT scores in certain pathways. The Department of Public Instruction explained that the bill does not eliminate the ACT entirely, but removes outdated references tied to ACT accountability testing that will no longer apply after this year’s seniors graduate. Members discussed how the change affects public and nonpublic schools, then voted 6-0 to give HB 1404 a do pass recommendation. The committee then returned to House Bill 1363, a bill dealing with school emergency response planning and automatic external defibrillators. Members adopted an amendment clarifying that the requirements apply to school-owned facilities and grounds, replacing language about school events and venues, and revising the planning language for school-based events not held on school-owned property. The committee also debated whether the bill should be mandatory or permissive; a motion to change “shall” to “may” failed, with members noting the bill’s liability protections. The committee then voted 5-1 to pass HB 1363 as amended, with Senator Gerhardt carrying the bill. Before recessing, the chair noted that House Bill 1533 would be taken up later in the day after additional information from DPI was received.
KY
Transcript Highlights:
  • The overview of Life Learning Center programs and partnerships for justice-involved individuals.
  • About the same time Burr retired from the prosecutor's office, the Life Learning Center came on board
  • About the time Burr retired, we brought the Life Learning Center on board, and they began running our
  • And we've had a number of those cases at Life Learning Center.
  • And we've had a number of those cases at Life Learning Center.
Summary: The Budget Review Subcommittee on Justice and Judiciary heard testimony from the Department of Public Advocacy (DPA) on attorney compensation and alternatives to incarceration. Because the committee lacked a quorum, the chair skipped formal roll call and minutes approval, then invited DPA Public Advocate Damon Preston, Deputy Public Advocate Melanie Lowe, and alternative sentencing worker Cena/Tina Mills to present. Preston said DPA is fully state-funded, has 698 funded positions, and was near full staffing with 673 filled positions and 42 new law graduates expected to join in August. He argued that DPA’s resources lag behind those of prosecutors, noting that local prosecutorial offices receive substantially more total funding and have additional revenue sources beyond the state budget. Preston focused on salary disparities and turnover. He said DPA trial-office attorneys total about $26 million in salaries, compared with about $41.9 million for prosecutors on publicly listed state funding, and estimated that more than 100 additional prosecutors are paid through other sources, bringing total prosecutor compensation to a little over $50 million versus DPA’s $26 million. He said starting DPA attorney pay is $58,200, experienced attorney pay averages about $73,000, and that these levels are too low given law school debt and the state’s constitutional obligation to provide defense counsel. He also said DPA attorney turnover is about 20%, median service time before separation was 15 months in 2024, and exit interviews often cite salary as the main reason for leaving. He gave examples of former DPA attorneys moving to prosecutor offices for raises ranging from 12% to 50%. Committee members asked about how often defendants are represented by private counsel versus DPA and how that affects workload. Preston said a 2017 study found about 50% of misdemeanor cases and about 75% of circuit court cases were handled by DPA, with DPA handling most of the most labor-intensive cases. He said DPA will step aside when a defendant hires private counsel or is found ineligible, and he acknowledged the system historically erred by denying counsel in some cases, though he said the current concern is whether DPA is now appointed too broadly. Members requested updated trend data on appointments over the past decade. Preston also described DPA’s pay scale and said the agency’s compensation structure makes retention difficult. Mills then described DPA’s alternative sentencing worker program, which she said has operated for about 20 years and has received national recognition. She shared a case example involving a client named Patrick, who faced a prison sentence on a possession charge and was referred to a horse-based treatment and certification program in Shelbyville. She said the client wanted treatment and a fresh start, a bed became available, and she and the client’s attorney presented an alternative sentencing plan to the court. The presentation was interrupted briefly by a technical issue, but the testimony continued.
FL

Florida 2026 Regular Session

Regulated Industries Jan 27th, 2026

Regulated Industries

Transcript Highlights:
  • We're providing some definitions for a ball machine, a couple technical fixes, and providing some flexibility
  • for the department to purchase machines.
  • A couple of technical fixes and providing some flexibility for the department to purchase machines instead
  • Specifically, this bill elevates illegal slot machine operation to a third-degree felony.
  • Currently, many organizations only learn they are allegedly violating gambling law after enforcement
Summary: The Committee on Regulated Industries considered and reported several bills. SB 530 on state lotteries was presented with two technical amendments adopted, including changes to lottery department contracting language and machine-purchase flexibility; the committee then reported the bill favorably. SB 204, which increases penalties for illegal slot machine operations to a third-degree felony and creates a declaratory-statement process for veteran service organizations to confirm machine legality, drew support from gaming interests and some soft opposition from a veterans group concerned about implementation; it was also reported favorably. The committee then took up a proposed committee substitute combining SB 658 and SB 608 on water safety requirements for rental and vacation properties. The combined bill would require certain rental properties near water bodies or with pools to install specified alarms, locks, fences, covers, or similar safety devices, with enforcement through DBPR and a grace period for correcting some violations. Senators emphasized the bill as a response to child drowning deaths, including those involving autistic children, and the PCS was reported favorably. SB 980, as a delete-everything amendment, would create the Florida Agegate Act to restrict advertising, promotion, and display of non-FDA-approved nicotine devices in areas accessible to those under 21, with penalties and inspection authority; after questions about counterfeit products and enforcement, it was reported favorably. The committee also approved SB 1708, which removes a three-year out-of-state practice requirement for veterinary licensure by endorsement while keeping other competency requirements, and SB 680, as amended, which creates a sales tax exemption for electricity sold to EV charging station operators and transferred to consumers, subject to metering and affidavit requirements. Several members recorded votes after the roll calls, and the meeting ended with an invitation to return later for another bill before adjournment.
FL

Florida 2026 Regular Session

Appropriations Committee on Agriculture, Environment, and General Government Feb 18th, 2026

Appropriations Committee on Agriculture, Environment, and General Government

Transcript Highlights:
  • The bill introduces a formal definition of ball machines and refines the definition of retailers.
  • validation be monitored and requires that only drawings, excuse me, but the only drawings where ball machines
  • The bill removes the requirement that the lottery must lease all vending machines and removes the requirement
  • that the lottery requires... must lease all vending machines and remove the requirement that the lottery
Summary: The committee heard and advanced several bills related to engineering regulation, cybersecurity, financial services, and state administration. CS/SB 800 would increase penalties for repeated unlicensed engineering practice and create an engineering student loan assistance program funded by licensure fees and fines; it was reported favorably after questions about whether it would reimburse victims of unlicensed practitioners, with the sponsor noting it would not and that affected individuals would need to pursue complaints and private legal action. CS/SB 576 created a local government cybersecurity protection program administered by Florida Digital Service, with state purchasing of cybersecurity services and priority for fiscally constrained counties; it received support from local government and industry groups and was reported favorably. CS/SB 1078 set transition requirements for gubernatorial administrations, including liaisons, briefing books, office space, IT access, and controlled access to agency records under a memorandum of understanding, and it also passed favorably. The committee also approved CS/SB 314, which creates a regulatory framework for payment stablecoin issuers in Florida, and CS/SB 530, which updates lottery operations, security, retailer rules, and bonding requirements. CS/SB 1614, after adoption of a technical substitute amendment, would limit local governments’ eligibility for certain state funding if they have excess funds, have recently been audited by the legislative audit committee, or fail to affirm expenditure of prior funds; the sponsor said it would give the Joint Legislative Auditing Committee more enforcement leverage, and the bill was reported favorably. CS/SB 990 authorizes protective cell captive insurance companies to expand insurance market capacity and potentially lower premiums, while CS/SB 1588 is a step toward implementing last session’s gold and silver legal tender law; both were reported favorably. Additional bills passed included CS/SB 1440, which adds cybersecurity-related exemptions and reporting provisions for financial institutions, loan originators, and money service businesses, and CS/SB 1568, which creates a Florida Stable Coin Pilot Program allowing DFS fees to be paid with approved stablecoins. The stablecoin bill was amended to add guardrails, including fee limits, website notice requirements, and restrictions if no approved issuers are available. The committee also received a brief budget overview highlighting major funding items such as Florida Forever, Everglades restoration, water quality, Farmers Feeding Florida, citrus recovery, school lunches, state parks, and law enforcement and staffing items, and members later recorded additional votes before the committee adjourned.