Video & Transcript Research : 'quantum computing'
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AR
Arkansas 2026 Regular Session
EDUCATION COMMITTEE - SENATE AND HOUSE Feb 3rd, 2026
Transcript Highlights:
- areas identified in Act 1761 of 2003, as well as the competencies identified in 1997, which include computer
- broadly consistent with those academic areas of kindergarten through grade eight, except we have computer
- Apart from the addition of two additional requirements for computer science and personal family finance
- The course requirement for computer science, as you can see here, is not identified as one of the 22
Summary:
The committee received a lengthy Bureau of Legislative Research presentation on Arkansas academic standards, accountability systems, and adequacy requirements. Staff reviewed how state curriculum and standards have evolved from the 1997 Public Education Act through the 2003 Quality Education Act and the 2017 Educational Support and Accountability Act, including required coursework, standards for accreditation, career and technical education, graduation requirements, and recent additions such as computer science, personal finance, firearm safety, and fetal growth and development instruction. Members asked for a chart comparing the major laws and repeals over time, and staff agreed to provide one.
The presentation then turned to federal ESSA requirements and Arkansas’s state accountability system. Staff explained Arkansas’s long-term goals for proficiency, English learner progress, and graduation rates, and reported 2025 ATLAS proficiency results, which remained below the 80% goal across student groups. They also reviewed English learner progress, graduation rates, school support and improvement, and equitable access to educators. Data showed gaps by subgroup and by school poverty/minority concentration, with Title I and high-poverty schools more likely to have emergency/provisional teachers and less experienced staff. Members questioned the lack of recent data for some ESSA measures, including equity labs and school index calculations, and asked staff to follow up with the Department of Education.
The committee also discussed NAEP results, ACT scores, and teacher quality measures under the state accountability act. Arkansas’s NAEP performance remained below national averages in fourth- and eighth-grade reading and math, and ACT composite scores and benchmark attainment were also reviewed. Members asked for additional information on historical highs and lows, the number of assessments students take by grade, dropout data, and comparisons with other states. No formal votes were taken; the main action was agreement to request additional information from DESE and to schedule department follow-up at a future meeting.
TX
Transcript Highlights:
- Obviously, the computers work faster, but the way the bill is constructed, I think we could do it either
- Obviously, the computers work faster, but the way the bill is constructed, I think we could do it either
- We went from fixed-form paper-and-pencil tests to these very exciting computer-adaptive, automated-scored
- We went from fixed 626 form paper, pencil tests to these very exciting computer adaptive, automated,
Bills:
HB8
Keywords:
HB 8, Texas public school accountability, school accountability, public school transparency, STAAR, state assessments, instructionally supportive assessment program, Student Success Tool, Texas Education Agency, TEA, accountability ratings, A-F ratings, through-year assessment, benchmark testing, norm-referenced assessment, college career military readiness, CCMR, local accountability plan, school district performance, campus turnaround
Summary:
The House Committee on Public Education met to hear House Bill 8, which would replace STAAR with a new assessment and accountability system beginning in the 2027-28 school year. The chair described the bill as reducing testing time, limiting benchmark tests, adding beginning-, middle-, and end-of-year assessments, requiring faster score turnaround, involving Texas teachers in test development, and tightening accountability timelines and transparency rules. Members also discussed provisions on A-F ratings, cut scores, CCMR, local accountability plans, and TEA reporting requirements.
Committee members and invited witnesses split sharply on the bill’s approach. Supporters, including the chair, TEA Commissioner Mike Morath, and Ed Trust’s Nicholas Munyon Penny, argued the bill would reduce high-stakes pressure, provide quicker and more actionable data, limit over-testing, and better align assessments to Texas standards while preserving criterion-referenced accountability. They said the new system would help teachers and parents intervene sooner and would improve transparency, including parent access to student responses and automatic rescoring in some writing cases.
Opponents, including Rep. Hinojosa and student witness Ella Moran, argued the bill still increases testing and replaces one high-stakes test with multiple TEA-created tests. Moran testified that STAAR creates anxiety, disrupts instruction, and does not reflect real learning, while Hinojosa said the House had previously passed a better bill based on a nationally norm-referenced model and criticized the new proposal as a concession to the Senate. Questions also focused on AI scoring of writing, rescoring rates, and whether the bill’s new accountability rules would be reliable and fair. The committee did not take a final vote during the portion provided, but the chair said a vote on HB 8 would be called after public testimony later in the day.
FL
Florida 2025 Regular Session
February 12, 2025 - 03:30 PM
Transcript Highlights:
- All 5,000 of our people log on to that computer every day. Our people’s staffs were getting raised.
- We make substantially more money because every return that comes in is being audited by the computer.
- The computer is not necessarily, if you did old-school AI, very automated.
- That's a very modern computer system that's delivering those types of things.
Summary:
The subcommittee met to review agency vacancy reports and agency-requested budget reductions, with Chair Lopez framing the discussion around stewardship of taxpayer dollars, agency efficiency, and whether long-vacant positions should be cut or repurposed. Members were given vacancy summaries and asked to focus on how agencies are functioning with current staffing, which positions are mission critical, and whether some vacancies reflect market pay issues, re-engineering of work, or true excess capacity. The chair also noted that agency heads had been asked to provide follow-up information on current openings, average vacancy duration, mission-critical roles, and reasons for vacancies.
The Department of Revenue was the first major agency reviewed because it had the largest number of vacancies. Its leadership said vacancies had improved from pandemic-era highs due to market pay adjustments, but that some areas—especially general tax and audit—still had long-term openings. The department explained that some positions are intentionally frozen while work is restructured, that it hires above minimum salary in some cases to stay competitive, and that it is using automation and process changes to reduce backlogs. Members raised concerns about vacancies outside Leon County, out-of-state auditor positions, salary compression, and whether the department should provide a list of frozen positions and the salaries actually needed to recruit.
The Department of Financial Services said its long vacancies were concentrated in risk management, law enforcement, and the general counsel’s office, where salaries and competition from private employers and other agencies make hiring difficult. DFS said it was using outside vendors in some areas, had reduced vacancies in its general counsel office significantly, and was willing to identify positions that could be cut, including some from treasury and OAT. The Department of Business and Professional Regulation reported progress in lowering vacancies through statewide recruiting, centralized legal hiring, automation in service operations, and leadership changes in alcoholic beverages and tobacco; it said one recommended cut could be achieved by combining two half-time positions. The Florida Lottery reported a low vacancy rate, said all positions were critical, and explained its longer onboarding time due to extensive background checks; members discussed sales reps, incentives, and the agency’s field-office structure. The Office of Financial Regulation said many of its vacancies were already in the hiring pipeline, with recent vacancies tied to promotions, a death, and internal moves, and noted that it often serves as a training ground for federal agencies. The Office of Insurance Regulation, which had a high vacancy rate concentrated in Leon County, said it had been reducing vacancies from a much higher level and was still working through hiring and administrative constraints.
AL
Transcript Highlights:
- don't have online privileges; they don't even own a... online privileges; they don't even own a computer
- But many times, they don't have access to a computer to be able to do it.
- Access to a computer to be able to do it!
- What we used to do by paper is now done by computers. Even down to...
FL
Florida 2026 5th Special Session
Appropriations Committee on Higher Education Feb 18th, 2026
Transcript Highlights:
- artificial intelligence tools and, as applicable, related subject areas such as software engineering, computer
- The bill also encourages high school computer science courses that include AI to provide instruction
- The bill also encourages high school computer science courses that include AI to provide instruction
Summary:
The Appropriations Committee on Higher Education convened with a quorum and first took up CS for SB 1694 on technology education. The bill would require technology-integrated postsecondary general education core courses to include digital literacy and competency instruction, including use of artificial intelligence tools, and would encourage high school computer science courses that include AI to teach how AI systems use data, their benefits and limitations, and responsible use in academic and personal settings. The bill sponsor and several supporters emphasized preparing students for an AI-driven workforce while teaching critical evaluation and ethical use; one speaker raised concerns about overreliance on AI and the need to preserve real-world skills. Senator Davis supported the measure and suggested introducing similar instruction earlier, possibly in middle school. The committee voted the bill favorably, with Senator Leak later recorded in the affirmative.
The committee then heard a large block of confirmations for higher education boards, including appointees to Tallahassee State College, the University of South Florida, the University of North Florida, Palm Beach State College, the College of the Florida Keys, Hillsborough College, Miami-Dade College, Florida A&M University, Florida Gulf Coast University, Florida International University, New College of Florida, Florida Polytechnic University, and the University of Florida. The appointees generally highlighted backgrounds in education, health care, law, business, technology, and public service, and described priorities such as student success, workforce alignment, affordability, fiscal responsibility, and institutional growth. One nominee to Tallahassee State College was asked about low NCLEX pass rates and said the college had a plan approved by the Florida Board of Nursing. Another nominee discussed Florida Poly’s STEM mission, and several members praised the nominees’ community ties and professional experience.
After hearing the appointees, the committee voted to report the block of confirmations favorably to the Ethics and Elections Committee. The committee then received a high-level overview of the higher education budget, totaling $11.9 billion, with major emphasis on workforce training and development. Highlights included increases for school district workforce education, the Florida College System, workforce development capitalization, a rural educator recruitment program, funding for the USF Center for Nursing, preeminent research universities, UCF’s community school grant program, UF’s literacy and math initiatives, UF’s autism and neurodevelopment center, and a postsecondary guardian program for campus security. Members asked a brief question about a workforce fund transfer, and the chair explained it was a transfer of an existing program with new funds added. No public comment was offered, and the meeting adjourned.
TX
Texas 89th Regular
Homeland Security, Public Safety & Veterans' Affairs Apr 30th, 2025
Homeland Security, Public Safety & Veterans' Affairs
Transcript Highlights:
- Not everybody may have access to a computer to check that deal.
- We have to consider access to a computer to use all the entities, the dozens of entities that do this
- Most of the people end up going to the public library to use the computer systems that are there during
Bills:
SB 36, HB 1065, HB2929, HB2956, HB3009, HB3420, HB3626, HB3649, HB4956, HB4993, HB5293, HB5308, HB5528, HCR118, SB36, HB4023
Keywords:
transportation, regional authorities, mobility, infrastructure, sales tax, employee classification, private security, misclassification, workforce regulations, Texas Workforce Commission, autism, peace officers, training program, law enforcement, intervention, communication, developmental disability, family violence, central database, criminal offense
MN
Minnesota 2025-2026 Regular Session
Child Committee Meeting - 2025-04-08
Children and Families Finance and Policy
Transcript Highlights:
- same staff are generally entry-level, they're going to be younger, and they're walking around with computers
- These are people who are trained to care for others, and they are spending their time in front of computer
- because people are in this business to help others, yet they're spending their time in front of computer
Bills:
HF2436
MN
Transcript Highlights:
- Your computer.
- As they prepare to come to the testifying table, do you need to hook up your computers as well, Ms.
- Do you have to hook up your computer? No? Okay.
TX
Transcript Highlights:
- the classroom Currently, four of our 100 campuses have technology in the classrooms that contains computers
- How to use a computer, how to do a resume, how to do an interview.
- And they've never used a tablet or a computer, so getting them comfortable with that technology so that
NY
New York 2025-2026 Regular Session
2026 Joint Budget Subcommittee on Higher Education - 03/18/2026
Transcript Highlights:
- , offering training in a variety of fields including high-demand ones like nursing, engineering, computer
- , offering training in a variety of fields including high-demand ones like nursing, engineering, computer
Summary:
The Higher Education Conference Committee met to discuss budget priorities for SUNY, CUNY, community colleges, TAP, student aid, and capital funding. Chair Toby Ann Stavisky emphasized the need for increased operating and capital support, protection against enrollment-based funding losses, no tuition increases, a review of TAP because it has not kept pace with living costs, and action on student loan access and research funding cuts. Assembly Chair Alicia Hyndman outlined the Assembly’s higher education proposal, including $475.7 million to expand TAP eligibility, raising income thresholds for TAP and the Excelsior Scholarship, creating a graduate tuition assistance program, adding community college operating aid, expanding the Opportunity Promise Scholarship, forgiving SUNY hospital debt service, increasing CUNY operating support, restoring opportunity program funding, creating a $110 million student loan support program called New York Rises, and funding five-year capital plans for SUNY and CUNY plus additional ECAP grants.
Members broadly supported making higher education more affordable and accessible, while highlighting district-specific needs. Senator May praised SUNY Reconnect, community college workforce programs, hospital debt service relief, and a five-year SUNY capital plan. Senator Gonzalez framed the budget as an investment in economic mobility. Senator Griffo supported affordability, operating and capital aid, and additional support for medical schools and hospitals. Assembly Members Walker, Colton, and Fall backed TAP expansion, opportunity programs, disability supports, SUNY Downstate’s transformation, and capital needs at CUNY and SUNY campuses.
Assembly Member Smullen, speaking for the minority conference, urged a five-way budget process, said TAP has not kept pace with inflation, and called for a more stable long-term funding model for community colleges. He also stressed aligning higher education with workforce needs. Assembly Member Pirozzolo pointed to the College of Staten Island as an example of the benefits of investment and warned that employers recruiting students directly from high school could weaken higher education unless colleges continue strengthening trade and career training. The meeting ended with no vote on the budget items, and the chairs adjourned the conference committee after concluding remarks.
AR
NM
New Mexico 2026 Regular Session
House - Transportation and Public Works Feb 3rd, 2026 at 09:06 am
TX
Texas 89th 2nd C.S.
Appropriations - S/C on Article III Feb 26th, 2025
Appropriations - S/C on Article III
Transcript Highlights:
- been used over the past 3 years to supplement the existing funding in high-demand fields such as computer
- These new programs cover areas in engineering technology such as computer, electronics, electromechanical
TX
Texas 89th Regular
Appropriations - S/C on Article III Feb 26th, 2025
Appropriations - S/C on Article III
ND
North Dakota 2025-2026 Regular Session
Energy Development and Transmission Committee Jul 22nd, 2026
Transcript Highlights:
- A lot of that is AI, data center, cloud computing, all of those things.
- And I'm hesitant to even use the word computing and AI because I think the war is really on all large
- We've talked a lot about AI data centers and compute.
- We've talked a lot about AI data centers and compute. semiconductors and microchips.
- We've talked a lot about AI data centers and compute.
Summary:
The committee met at the Coteau Freedom Mine in Mercer County, approved the June 2 minutes, and heard an overview of the mine from Coteau Properties president Andrew Hawbaker. He described the Freedom Mine as the largest lignite mine in the United States, supplying coal to Dakota Gasification, Antelope Valley Station, and Leland Olds Station. He emphasized the mine’s scale, safety record, reclamation work, workforce needs, community involvement, and economic impact, including payroll, taxes, royalties, scholarships, and local hiring. Members asked about how long land stays in production, how quickly it returns to agriculture after reclamation, labor shortages, and how mining affects groundwater and water wells. Hawbaker said most tracts are mined for about three to five years, reclamation is coordinated with landowners, and the company continues to struggle to find electricians, welders, mechanics, operators, and engineers.
The committee then heard from Public Service Commission Chairman Randy Christman on coal mining reclamation and permitting. He reviewed North Dakota’s coal mining history, the state’s reclamation laws, federal Surface Mining Control and Reclamation Act primacy, bonding, permit renewals and revisions, prohibited mining areas, inspection and enforcement, and contemporaneous reclamation requirements. Christman stressed that North Dakota’s program is professional and thorough, with frequent inspections, financial assurance, and a 10-year revegetation monitoring period before bond release. He also discussed federal coal ownership issues that can delay mine plans, the treatment of prime farmland, and how reclamation differs for wind and pipelines. In response to questions, he said one challenge is sometimes releasing land too soon before long-term compaction issues are fully understood, and he noted that data centers do not currently have a comparable reclamation model because they typically own the land.
In the afternoon, the committee received an update from Lignite Energy Council president Jonathan Fortner on the lignite industry. He said North Dakota’s lignite sector supports five commercial power plants, four mines, about 12,000 direct and indirect jobs, and more than $5.5 billion in economic activity, while helping keep the state’s electricity rates among the lowest in the nation. Fortner reviewed coal severance and conversion tax revenues, the lignite research fund, federal regulatory rollbacks, carbon capture policy, and the industry’s legal costs fighting federal rules. He also highlighted a study on large-load development, saying new data centers and critical mineral processing facilities could create major local tax revenue and help justify new baseload generation. Members asked whether new gas pipelines would crowd out coal plant development and whether the economic study included jobs and broader local impacts; Fortner said the industry sees room for both and that the study did include construction, operations, jobs, and tax effects.
NM
New Mexico 2025 Regular Session
IC - Military and Veterans Affairs Jul 15th, 2025
Transcript Highlights:
- We do have a computer lab for all our students, which has about six computers.
- We can also set up computers if any of the students need to do any project exams or anything like that
- There's also a computer in there so the student can do their homework.
- Additionally, in our computer lab, we have a coffee maker that brews coffee.
- We have all of these in our computer programs where anyone can go in to...
MN
Minnesota 2025 1st Special Session
Elections panel considers redistricting commission bill, HF550 2/24/25
Minnesota House Floor Meeting
Transcript Highlights:
- of computer programs continues to increase.
- And it's only going to get more amazing as the sophistication of computer programs continues to increase
- I know this is a, you know, Representative Chair Tolson mentioned some of what the computers can do now
- <01:01:37.480>
can <01:01:37.640>do the uh some of what the computers can do the uh - some of what the computers can do now<01:01:38.160>
related <01:01:38.480>to <01:01:38.640
TX
Transcript Highlights:
- At that point, some of the computer modeling started to pick up on the heavy rain threat.
- model was developed in Austin at the Texas Advanced Computing Center, or TACC, in 2015.
- With the Texas Advanced Computing Center or the Bureau of Economic Geology?
- The Texas Advanced Computing Center or the Bureau of Economic Geology? Together, both? Yes, sir.
- I'm referencing this handout from Rice Engineering Computing.
Summary:
The joint Senate and House disaster preparedness and flooding hearing opened with quorum calls, prayer, testimony time limits, and remarks from legislative leaders emphasizing decorum, respect, and the goal of learning from the July 4 flood to prevent future loss of life. Lieutenant Governor Dan Patrick and Speaker Dustin Burrows said the special session and hearings were intended to hear directly from local officials and residents, and that the state would pursue immediate and longer-term legislation and continue working beyond the current session. The committee then heard invited testimony from Kerr County, Kerrville, Kendall County, Real County, and the Upper Guadalupe River Authority, followed by member questions.
Kerr County Judge Rob Kelly, Sheriff Larry Leitha, and emergency management coordinator William B. Thomas described the flood as a sudden, unprecedented event that overwhelmed local systems before many officials or residents understood the danger. They said the county received multiple National Weather Service and IPAWS alerts, but the rain fell in remote upstream areas with limited gauges, and the flood rose too quickly for normal response. They detailed the emergency response, including dispatchers handling heavy call volumes, deputies and volunteer firefighters conducting rescues, and state and federal partners assisting. County officials said 108 people died, including 37 children, and two remained missing. They called for better real-time flood detection, stronger rural emergency management resources, improved broadband and cell coverage, and more funding for swift-water rescue and warning systems.
Kerrville Mayor Joe Herring and City Manager Dalton Rice said the city had floodplain rules, emergency plans, and prior preparedness efforts, but the event exposed gaps in communications and regional warning capacity. They urged the Legislature to fund a flood warning system, whether sirens, automated alerts, or a hybrid, and asked for support for predictive weather modeling, broadband expansion, a hazard mitigation fund, and disaster recovery resources. The Upper Guadalupe River Authority said it had long funded gauges and pursued flood-warning and mitigation projects, including a new software-based flood prediction system and possible retention dams, and planned to dedicate reserve funds to feasibility studies and infrastructure improvements.
Kendall County Judge Shane Stolarczyk said his county’s emergency action plan and early alerts helped prevent deaths there, and he recommended easier access to alerting tools, a river-wide warning system, simpler grant applications, and regional coordination. Real County Judge Bella Rubio said rural counties face major challenges because of limited cell service, broadband, staffing, and funding, especially for camps and visitors along the Frio and Nueces rivers, and argued that reliable alert systems should be treated as a necessity, not a luxury. Members asked about the timeline of the flood, low-water crossings, communications failures, sirens, bridges, and funding, and several witnesses said the key lessons were better communications, better warning systems, and more investment in rural flood mitigation and emergency response.
WY
Transcript Highlights:
- Whereas on page 16, lines 4 through 8 is duplicative of the definition of a computer-generated image
- I don't have the book in front of me, which we can grab if we want, but it talks about computer-generated
- question, but based on the testimony from Miss Callas, you know, our statute already addresses a computer-generated
- that<00:46:29.920>
AI <00:46:30.560>and <00:46:30.800>a <00:46:31.040>computer - I I'm not sure that AI and a computer I I'm not sure that AI and a computer generated<00:46:32.560
MN
Transcript Highlights:
- A very difficult computation.
- In addition to that, um, my predecessors negotiated what was called an excess sales tax computation,
- and then capital um of computation and then capital um of $1,500,000<01:19:41.440>
again <01:19 - and Miss Esmer is still computation and Miss Esmer is still here.<01:20:07.040>
She <01:20:07.280 - to run it. uh but it has to do computer to run it. uh but it has to do with<01:20:13.760>
a <01