Video & Transcript Research : 'computational thinking'
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CA
California 2025-2026 Regular Session
Assembly Committee on Economic Development, Growth, and Household Impact Apr 22nd, 2025
Economic Development, Growth, and Household Impact
Transcript Highlights:
- of computing.
- When I say change the world of computing, I'm referring to the fact that quantum computers require orders
- While not replacing them, quantum computers can add new computing capabilities that do more with less
- and cooling computers.
- I think there should be...
NH
New Hampshire 2025 Regular Session
House Judiciary (09/15/2025)
Transcript Highlights:
- you think the ability or someone to utilize computers in a... needed to talk about anything, wanted
- I still think that's deeply problematic. I still think that's deeply problematic.
- what I think the intent of this bill is. what I think the intent of this bill is.
- I I I think<00:52:02.640>
the <00:52:02.960>device-based think the device-based think the - I think we do have adult's computer.
Summary:
The subcommittee work session focused on House Bill 293, which would prevent minors from accessing obscenity on certain internet-connected electronic devices. Chair Pardell opened by noting the bill had been discussed several times and that the goal was to find language acceptable to the committee. Representative Coutab argued the bill is important for child safety, said parents vary in technical ability, and pointed to Apple as evidence that filtering tools can be implemented. He asked whether the other members saw a path forward and what it might look like.
Representatives McFarland and Tur both said they support the underlying concern but questioned the bill’s structure and practicality. McFarland emphasized parental responsibility and individual liberty, said any final language should avoid infringing on rights or creating indirect pressure on corporations, and suggested looking at other states’ approaches and Apple’s closed ecosystem as a limited example. Tur said the bill may solve one problem while creating others, especially by placing the burden on device manufacturers and browsers rather than on the content providers; he cited the recent Texas Paxton decision as an example of a more targeted age-verification approach aimed at websites. Both expressed concern that a broad device-level mandate may be difficult to implement consistently across different platforms.
Chair Pardell responded that the bill is intended to add protective measures rather than impose a blanket ban, and compared it to existing restrictions on minors accessing alcohol, tobacco, or pornographic magazines. She said the proposal is meant to ask for the user’s age during device setup, not to require identification or database checks, and stressed that parents would still be responsible for entering accurate information. Members also discussed whether Apple’s tools are generalizable to Android and other ecosystems, whether the market is already developing solutions, and whether a parent-facing filter or device-level controls would be the best route. Pardell said the committee had received public feedback and that another work session would likely be held in October; no vote or final action was taken.
NM
Transcript Highlights:
- I think the point that Senator Padilla made earlier, which is how do we think about the next generation
- So tell me what you think.
- So tell me what you think.
- But we don't think we're missing anything currently in our plan, right? I think that timing.
- I think you're right, Mr.
Keywords:
auditing, financial reporting, state auditor, public agencies, capital outlay, compliance, federal audits, agriculture, New Mexico Department of Agriculture, fee update, regulatory fees, egg inspection, egg grading, egg dealer, pesticide control, pesticide registration, pesticide applicator, pest management consultant, plant protection, nursery license
NM
Transcript Highlights:
- So I think, so Mr.
- Well, I think, Mr.
- Today is a very similar moment in time when we think about advanced computing, advanced energy, aerospace
- That's one of the exciting parts about quantum computing. We think...
- Senator, if I could quickly, I think one way to think...
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Education Jun 21st, 2026 at 11:00 am
Joint Committee on Education
Transcript Highlights:
- I think all of us do and care.
- I think all of us do and care.
- The reality is this: AI is built on computer science.
- in computer science, and AI teacher training.
- These are all rooted in computer science.
Summary:
The Joint Committee on Education heard testimony on a wide range of bills, with the largest portions focused on the Healthy Youth Act (S.340/H.656), comprehensive and inclusive curriculum bills (H.655/S.371 and related measures), climate literacy education (H.560/S.391), computer science coursework (H.534/S.362), arts education funding and STEM-to-STEAM proposals (H.561 and H.4297), and a homeschooling reporting bill (H.518). Supporters of the Healthy Youth Act argued it would preserve local control while requiring medically accurate, age-appropriate, LGBTQ-inclusive sex education and regular updates to state health frameworks; opponents raised parental rights, age-appropriateness, and opt-out concerns, with some calling for fetal development content. Supporters of inclusive curriculum bills said they would improve representation, belonging, and civic understanding, while opponents argued they could undermine parental authority or promote ideological content. Climate, computer science, and arts advocates emphasized workforce readiness, student engagement, and the need for state support and funding to expand access and teacher training.
Testimony on the climate literacy bill described increasing climate impacts in Massachusetts and argued that interdisciplinary instruction would prepare students for science, policy, and green careers; witnesses said the bill was not a mandate but a support and funding measure. Computer science supporters said access remains uneven, especially for girls, students of color, and students with disabilities, and urged stronger statewide requirements and AI-related standards. Arts advocates backed both the STEM-to-STEAM bill and the Lowell Mason arts funding proposal, citing research on student achievement, attendance, creativity, and the economic importance of the arts sector. The homeschool bill was supported by a homeschool advocacy group as a modernization of reporting requirements.
The committee closed testimony on numerous bills where no one remained signed up or testimony had concluded, including several education, curriculum, and commission proposals. No votes were taken during the hearing itself. At the end of the session, the committee closed out the remaining testimony and adjourned after a motion and second.
MN
Minnesota 2025 1st Special Session
Regulating Artificial Intelligence – Senator Eric Lucero Mar 17th, 2025
Minnesota Senate Floor Meeting
Transcript Highlights:
- <00:00:57.960>
human seeking to mimic human thinking human seeking to mimic human thinking - right it's making reasoning and thinking right it's making me<00:01:17.040>
think <00:01:17.360 - much closer than we might think.
- much closer than we might think.
- But it's only a matter of time, and I think it's much closer than we might think.
TX
Texas 89th Regular
Delivery of Government Efficiency Apr 16th, 2025
Delivery of Government Efficiency
Transcript Highlights:
- I think I've got to...
- I think you're.
- But I think we can all use our imagination to think about how this could be beneficial, particularly
- But can you think of any?
- But I do think I would have absolutely benefited from taking the state training. I think.
Bills:
HB3146, HB3719, HB3895, HB3923, HB4748, HB4751, HB4936, HB4952, HB4990, HB4991, HB5061, HB5196, HB5238, HB5246, HB5487
Keywords:
State Office of Administrative Hearings, SOAH, administrative hearings, contested case, contested case hearing, administrative law judge, ALJ, final decision, proposed decision, agency hearing, hearing continuance, rescheduling, Texas administrative law, Government Code Chapter 2001, workers' compensation, Department of Human Resources, Texas Labor Code, Transportation Code, Agriculture Code, Insurance Code
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Sep 11th, 2025
Transcript Highlights:
- cloud that will help democratize and expand access To compute for folks who maybe can't afford compute
- And we are creating Cal Compute, which I think will enhance innovation because compute has become so
- And we are creating Cal Compute, which I think will enhance innovation because compute has become so
- So that's, I think, they're all doing business here as far as I know.
- I think that was our last question. Great.
Summary:
The Assembly Privacy and Consumer Protection Committee heard SB 53 by Senator Wiener after the bill was substantially amended on the floor and referred back under Assembly Rule 77.2. The author explained that the bill, focused on AI safety and frontier models, now applies its main requirements to models trained above 10^26 FLOPs, includes broader whistleblower protections, sets different disclosure obligations based on company revenue, removes Attorney General rulemaking authority in favor of an annual Department of Technology report, and keeps a $1 million-per-violation penalty. He also highlighted CalCompute, a proposed public cloud intended to expand access to compute and support innovation.
Supporters, including Encode AI and Economic Security California Action, argued the bill would hold AI developers accountable to their public safety commitments, improve transparency, protect whistleblowers, and help democratize access to AI infrastructure. They said the measure reflects extensive negotiation with the administration and stakeholders and aligns with recommendations from the governor’s frontier-model working group. Opponents, including CalChamber, TechNet, CCIA, and Chamber of Progress, remained opposed unless amended, saying they appreciated the author’s work but still had concerns outlined in their letters.
Committee members questioned whether the bill could stifle innovation, how it would address worst-case AI harms, and whether it could reach actors outside California. The author responded that the bill is intended as a light-touch transparency measure, that it applies to entities doing business in California, and that California can still lead in the absence of federal action. Members also emphasized the importance of whistleblower protections and CalCompute. The committee voted 12-1 to pass the bill, with DeMaio voting no and Patterson not voting, and the bill was sent back to the floor.
WY
Transcript Highlights:
- >> I think you've got one already >> I think you've got one already >> so<00:00:51.039
- Um, we think depreciation reserve.
- I think that we could director ETSs.
- . we need three new these new computers. we need three new computers<00:14:03.920>
to <00:14:04.160 - I think it was more of a statement.
ND
North Dakota 2026 1st Special Session
Artificial Intelligence and Data Center Committee Jul 15th, 2026 at 09:00 am
Artificial Intelligence and Data Center Committee
Transcript Highlights:
- And, you know, when we stop and think about that, most of the computer components, a very significant
- I mean, the old policy rules where you could really see how computing was done was, I think, a little
- bit easier to understand and figure it out. really see how computing was done was, I think, a little
- I think it's already a success and I think it's helping there.
- But think of quantum computing as a very high level of sophisticated supercomputer.
WA
Washington 2025-2026 Regular Session
House Postsecondary Education & Workforce Dec 5th, 2025
Transcript Highlights:
- I think Rep. Lee has a question.
- And I think Rep.
- But this is the resources: compute and faculty. Compute was already mentioned.
- Compute and faculty. Compute was already mentioned.
- I think I saw Rep. Paulette next. Next. Thank you. Thank you. I think I saw Rep. Paulette next.
Summary:
The committee spent much of the meeting hearing presentations on student mental health supports at Central Washington University, Washington State University, the University of Washington, and the State Board of Community and Technical Colleges. CWU described high levels of student distress, loneliness, anxiety, depression, suicidal ideation, and basic-needs insecurity, along with a campus-wide holistic well-being model that includes behavioral intervention teams, emergency aid, peer outreach, community partnerships, and a collegiate recovery community. WSU emphasized loneliness, common presenting concerns such as anxiety, depression, PTSD, and relationship distress, and the role of housing and residence life, resident advisors, living-learning communities, and coordinated crisis response in identifying and supporting students. UW highlighted prevention and support programs through LiveWell, including alcohol and other drug consultations, confidential advocacy, suicide intervention, student needs navigation, peer health educators, and peer wellness coaches. The community and technical college system reported persistent access barriers, especially for students ages 18 to 24 and those facing housing or food insecurity, and said the legislature-funded mental health pilot at four colleges expanded counseling access, telehealth, and referral pathways, while broader system efforts focus on awareness, telehealth, basic-needs supports, and workforce training in behavioral health fields.
Members asked each panel how they gather student feedback, and the institutions said they use surveys, evaluations, and ongoing outreach to students in services. Questions also focused on substance-use and recovery resources, Greek life outreach, and whether colleges have enough licensed mental health staff versus academic advisors; the community college board said not all colleges have licensed mental health providers on staff, and some rely on community contracts or telehealth. The committee also discussed whether counseling services are increasing because of post-pandemic effects or because students are more willing to seek help, with presenters saying both factors likely play a role.
The committee then shifted to artificial intelligence in higher education. Washington State University, the University of Washington, Western Washington University, and the community and technical college system described campus AI task forces, governance structures, and efforts to set policies for students, faculty, and staff. Presenters said institutions are requiring course-level AI use statements, promoting ethical and transparent use, expanding access to approved tools such as Microsoft Copilot, and using AI for teaching, research, advising, and administrative support while guarding privacy, equity, and academic integrity. Members raised concerns about deepfakes, bias, student monitoring, and whether AI should be used to screen applications or evaluate student work; presenters said human review remains essential and that some institutions prohibit AI use in hiring or admissions screening. The final presentation, from OSPI, described the statewide rollout of the School Links high school and beyond plan platform under 2023 legislation, saying it will standardize career and college planning across K-12, provide better data and student guidance, and connect students to postsecondary pathways and employers; OSPI said the rollout is underway but current funding only extends through June 30, 2026.
KY
Kentucky 2025 Regular Session
Artificial Intelligence Task Force 2025 (9-11-25)
Transcript Highlights:
- computing and that is to say computation computing and that is to say computation that's<00:26:56.640
- I think that is part of the solution, and I do think that is something to think about going forward.
- think those are both to be determined. think those are both to be determined.
- look like I think in the longer term. look like I think in the longer term.
- Um, I think you're right. I think that there is a lot of opportunity.
Summary:
The Intelligence Task Force met with a quorum present and approved the minutes from the August 14 meeting. The first presentation was from the National Retail Federation on artificial intelligence in the retail sector. NRF described AI use cases in three areas: consumer-facing tools such as chatbots, product descriptions, and marketing; employee-facing tools such as company-specific apps trained on employee manuals; and internal uses such as supply chain forecasting, inventory planning, fraud detection, cybersecurity, and coding support. The presenters said retail has been among the top deployers of AI and emphasized that the goal is to improve both customer and employee experience.
NRF also outlined its principles for responsible AI use, organized around governance and risk management, customer engagement and trust, workforce applications, and business partner accountability. The group said retailers should maintain strong internal oversight, be transparent with customers, ensure compliance with existing laws, closely review workforce-related uses because they can be high-risk, and clearly define responsibilities between retailers and third-party developers. In policy discussion, NRF urged a tiered approach focused first on high-risk uses such as hiring, health care, financial, mortgage, and rental decisions, warned against fragmented rules that could favor only the largest firms, and encouraged voluntary standards and worker upskilling incentives. In response to a question about dynamic pricing, NRF said its members do not target consumers based on pricing and offered to follow up with more information.
The committee then moved to a follow-up discussion on energy policy and data centers, hearing from Bartley Cleland of NetChoice. He explained that AI runs largely in data centers and that cloud computing shifts processing and storage away from individual devices, which he argued improves efficiency and can reduce costs. He said electricity demand has been rising over time and that AI will increase compute-related electricity use, but framed electricity as a normal input to economic growth. No votes or formal actions were taken after these presentations.
KY
Kentucky 2025 Regular Session
Budget Review Subcommittee on Education (10-15-25)
Transcript Highlights:
- some uh piece of information I think some uh piece of information I think that's<00:05:26.560>
<00:15:54.480>in uh its earliest test which I think in uh its earliest test which I think - I think in the first slide it was $58,000 a year, and in fiscal year 25 I think it went up to $61,000
- I think there's work to be done. this. I think there's work to be done.
- slide it's I think think in the first slide it's I think it's<00:26:37.120>
was <00:26:37.440>
Summary:
The Budget Review Subcommittee on Education met without a quorum, so the minutes were not approved. The main presentation was from retired economics professors John Garren and Dr. Kums, who discussed their Bluegrass Institute research on teacher compensation in Kentucky since the Kentucky Education Reform Act era. They said teacher base salaries, adjusted for inflation, have declined over the last decade, while state-paid “on-behalf” benefits such as pension and health insurance contributions have risen sharply; they argued total teacher compensation has increased modestly overall, but less than per-pupil funding. They also presented broader context on staffing growth, declining average daily attendance, Kentucky’s low share of teachers among total school staff, and flat or weak NAEP and ACT performance trends, including widening white-Black score gaps on NAEP.
Members questioned the methodology and interpretation of the compensation figures. Representative Bojanowski argued the on-behalf calculations may overstate teacher compensation because they include insurance and pension costs that also benefit classified employees and retirees, and he asked for clarification on the denominator used to derive the per-teacher amount. Representative Truit said the presentation could be misleading if it implies teachers earn $94,000 in salary, and he objected to framing pension stabilization payments as teacher pay. The presenters responded that they were using total compensation, not salary alone, said they had divided total personnel-related on-behalf payments by the relevant staff count, and promised to review and send a technical explanation.
Representative Truit and Chairman Typton both emphasized that compensation should be viewed as salary plus benefits, not salary alone, and noted that pension contributions are part of the cost of employing teachers. The presenters said their intent was to show the full compensation package and its relevance to labor supply and teacher shortages, not to claim that individual teachers earn the total compensation figure as salary. No votes or formal actions were taken beyond the decision to revisit the minutes at a later meeting due to the lack of quorum.
MN
Transcript Highlights:
- I think it absolutely is.
- I think I think that is a real threat.
- computational thinking skills, and provides a foundation for AI literacy.
- computational thinking skills, and provides a foundation for AI literacy.
- c> to<01:32:36.159>
solve computer using computer science to solve computer using computer
MN
Transcript Highlights:
- <00:18:23.320>
make <00:18:23.480>sure think thinking about how to make sure think - computer revolution.
- So, I mean, when you think about the advent of a computer, a personal computer, the World Wide Web, each
- <01:32:37.880>
a think about the Advent of a computer a think about the Advent of a computer - <01:38:09.360>
it's computer model world so um I think it's computer model world so um I think
FL
Florida 2026 4th Special Session
January 28, 2026 - 09:30 AM
Transcript Highlights:
- I think that's what you're trying to do.
- I don't think this is corporation.
- know about computers.'
- you know about computers.'
- you know about computers.'
Summary:
The committee first took up HB 455, a local bill for the City of Lake Wales that would allow open containers in a downtown arts district. The sponsor said the city had invested heavily in the area and wanted to support business growth. An amendment clarified that the allowance was intended for cups, not bottles taken from restaurants, and the bill was then adopted favorably without opposition.
Members then heard HB 1049 on building permit requirements, which would remove permits for certain work under $7,500 and for battery or backup power systems, while also preempting local governments from adding extra permitting rules. Two amendments were adopted: one clarifying modular homes on RV lots, and another addressing contractor “splitting” of projects to avoid the threshold and requiring five years of record retention. County and local-government groups raised concerns about inspections and permitting, while several business and advocacy groups supported the bill. It passed favorably.
HB 1175, dealing with safety design standards for office surgery suites, was presented as a measure directing the Florida Building Commission and State Fire Marshal to establish new standards to improve safety and efficiency. There was no amendment or public testimony, and it passed favorably. The committee then spent extensive time on HB 221, which would let workers waive the state minimum wage for certain work-based learning, internship, or pre-apprenticeship positions for up to nine months, later narrowed by amendment to 252 days, or 126 days for minors with parental consent, and defining the program as structured learning. Supporters framed it as a way to expand apprenticeships and help small businesses offer training opportunities; opponents argued it would create free or subminimum labor, invite abuse and coercion, and raise constitutional concerns. Despite strong opposition testimony from labor, civil rights, and policy groups, the bill passed favorably after debate.
The committee also heard HB 4035, a Palm Beach County local bill requiring applicants for a certificate of competency to pass the licensing exam before applying to the Construction Industry Licensing Board. The sponsor said it would streamline and modernize the process, and members discussed it briefly in support. The transcript ends before the final action on that bill is fully shown.
KY
Kentucky 2026 Regular Session
Senate Standing Committee on Economic Development, Tourism, and Labor (2-19-26)
Economic Development, Tourism, & Labor
Transcript Highlights:
- <00:01:45.280>
system we had trouble with the computer system we had trouble with the computer - So, that a $200 million computer system.
- sense in having a top-notch computer sense in having a top-notch computer system<00:02:57.519>
<00:03:18.400>that pretty good idea and I I think that pretty good idea and I I think that - I think it passes, uh, what, how Neas. I think it passes, uh, what, how was<00:04:53.120>
that?
Keywords:
Meeting Start: 00:00
Roll Call: 00:25
SB 129 Discussion: 01:14
SB 129 Voting: 03:35, 958, all
Summary:
The Standing Committee on Economic Development, Labor, and Tourism met for its fourth meeting and considered one bill sponsored by Senator Mike Nees concerning unemployment insurance and the SCUF (Service Capacity Upgrade Fund). Senator Nees explained that the bill would lower employer rates tied to the fund, while continuing to support unemployment insurance system upgrades. He said the fund was created after problems with the unemployment computer system and that employers had borne the cost successfully.
Nees also described a planned floor amendment, agreed to by the chamber and cabinet, that would cap the SCUF fund at $15 million and redirect contributions to the regular unemployment insurance fund if that fund falls below the prior year’s level. He said this would prevent overfunding technology while ensuring benefit payments remain protected. Committee members responded favorably, with remarks praising the bill and joking about government spending and the unemployment system’s handling during COVID.
The committee first reported the bill favorably on a 9-0 vote, then later recorded additional votes from members and guests, bringing the tally to 11-0 in support. The chair announced the bill would be reported with favorable expression and that it would have the same recommendation on the floor.
FL
Florida 2025 Regular Session
December 9, 2025 - 03:00 PM
Transcript Highlights:
- We have computer science plus biology and computer science.
- It is digital twins is computer vision is robotics.
- But if not, we can skip that. >> I think we have a couple minutes.
- Those includes the computing hard lead and senses.
- But every time I realize that to truly understand thinking you have to understand the computations behind
FL
Florida 2025 Regular Session
December 9, 2025 - 09:30 AM
Transcript Highlights:
- SO, I THINK THE RIGHT WAY TO THINK ABOUT THIS IS AI IS OR CHAT GPT IS SERVING AS THE COPILOT.
- BUT I THINK THAT THE GENERAL MODEL STEP ONE, THINK OF A BUNDLE OF TASKS AND STEP TWO, THINK OF THE TASKS
- TO TRULY UNDERSTAND THINKING YOU HAVE TO UNDERSTAND THE COMPUTATIONS BEHIND IT.
- I THINK THAT WILL BE CRITICAL.
- TO COMPUTE SOMETHING AND A LEARNING ALGORITHMIC THINKING WILL HELP TRANSLATE AND GIVE YOU A TEMPLATE
NM
Transcript Highlights:
- So think hard about that.
- And I think I have really good questions. I think they're pertinent.
- “I don't think people think I thought of my own.
- I think it's important to be very clear. Quantum computers are a very rapidly maturing industry.
- And I think that's another ongoing conversation, but just something to think about because I think you