Video & Transcript Research : 'computed tomography'
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FL
Florida 2025 Regular Session
December 9, 2025 - 09:30 AM
Transcript Highlights:
- SO LITERALLY THE COMPUTING POWER HAS ALLOWED THEM TO GO BOLDLY WHERE NO MAN HAD GONE BEFORE.
- AND IT ENDED UP IN WEATHER AND THE COMPUTER WOULD NOT HAVE LANDED INSTRUMENTALLY.
- TO TRULY UNDERSTAND THINKING YOU HAVE TO UNDERSTAND THE COMPUTATIONS BEHIND IT.
- I MEAN, THERE ARE COMPUTER SCIENCE GEEKS LIKE MYSELF.
- THAT IS THE GOAL THAT WE WANT THIS DAY I TO NOT BE LIMITED TO THE COMPUTER SCIENCE AND MATHEMATICS.
MN
Minnesota 2025 1st Special Session
Bill to require warning labels on social media platforms in MN, HF1289, OKd in committee 3/20/25
NM
Transcript Highlights:
- We provide advanced computational services.
- Many of us come from the national labs where scientific computing is rooted.
- , so whether it be high-performance compute or GPUs for AI data centers.
- You're building a quantum computer. How do we get you here? You're building a quantum computer.
- Quantum computers are a very rapidly maturing industry.
NH
New Hampshire 2026 Regular Session
House Commerce and Consumer Affairs (01/29/2026)
Commerce and Consumer Affairs
ND
North Dakota 2025-2026 Regular Session
Artificial Intelligence and Data Center Committee Jul 15th, 2026
Transcript Highlights:
- Natural language processing and computer vision are tools used by AI.
- It really is a whole different way of viewing how computing works.
- You would tell the computer how to follow these steps, and that's how computing was done.
- So instead of telling the computer exactly what it needs to do, ...instead of telling the computer exactly
- How does that really affect how things are done computably?
Summary:
The committee held its first meeting on artificial intelligence and data centers, established a quorum, and heard introductory remarks from Majority Leader Hogue and the chair about the committee’s charge. Members said the goal was to build a factual foundation on AI, hear from experts and stakeholders, and develop practical North Dakota-focused recommendations rather than simply produce a large volume of bills. Legislative Council also reviewed interim committee rules and procedures before the informational presentations began.
Staff and NCSL presenters then gave overviews of AI concepts and the state and federal policy landscape. The background memo and presentations covered AI categories and terms, state laws in areas such as consumer protection, algorithmic discrimination, deepfakes, chatbots, children’s safety, health, education, and government use, as well as data center siting and economic impacts. NCSL described a growing number of AI bills introduced and enacted across the states, with comprehensive laws in places like Utah, Colorado, Texas, California, and Illinois, and noted recurring issues around transparency, privacy, liability, and protections for minors.
A major focus of the discussion was federal preemption and the tension between state regulation and national AI policy. NCSL said a recent White House executive order and related federal framework seek a light-touch, innovation-friendly national standard, with possible challenges to state laws and possible funding conditions tied to compliance, though no broad federal preemption has yet been enacted. Members asked about Commerce Clause concerns, industry pushback, oversight models, and whether AI policy is bipartisan; presenters said the issue cuts across party lines, with broad agreement on child safety and deepfake restrictions but more disagreement on broader regulatory approaches. No votes or formal actions were taken at the meeting, and the committee recessed briefly for technical issues during the second presentation.
ND
North Dakota 2026 1st Special Session
Artificial Intelligence and Data Center Committee Jul 15th, 2026
Artificial Intelligence and Data Center Committee
Transcript Highlights:
- Natural language processing and computer vision are tools used by AI.
- It really is a whole different way of viewing how computing works.
- You would tell the computer how to follow these steps, and that's how computing was done.
- And so, right, how does that really affect how things are done computably?
- You can really see how that is affecting computer science as a field.
Summary:
The committee held its first meeting on artificial intelligence and data centers, establishing its purpose as a study and policy-development body rather than one aimed at producing many bills. Majority Leader Hogue urged members to move quickly, focus on federal and other states’ AI laws, consider possible federal preemption, child protections, and the siting and economic impacts of data centers. Committee leadership echoed that the goal is practical, balanced governance that protects North Dakota while allowing innovation to continue.
Legislative Council staff provided a background memo and NCSL presented a detailed overview of AI concepts and the current state legislative landscape. The presentations distinguished narrow AI, generative AI, agentic AI, and theoretical AGI/ASI, and summarized major state policy themes: comprehensive AI laws in states such as Utah, Colorado, Texas, California, and Illinois; targeted laws on deepfakes, chatbots, health, education, notifications, and digital likeness; and growing use of appropriations and agency inventories. Members asked about Colorado’s repeal and reenactment, Texas’s sandbox and training provisions, oversight structures, and whether AI regulation is bipartisan; presenters said most issues cut across party lines, with broad agreement on child safety and deepfakes but more division on broader regulatory approaches.
The federal update focused on executive orders, preemption, and congressional activity. NCSL described a White House framework favoring a single federal standard, a DOJ litigation task force, Commerce Department review of state laws, and possible funding conditions tied to state AI policy, though no formal state-law challenge had yet occurred. The presentation also covered a recent executive order creating a voluntary federal vetting process for advanced frontier models after safety concerns, and congressional proposals including a failed 10-year state moratorium, Senator Blackburn’s child-safety bills, the Kids Online Safety Act, a House-passed children’s digital safety package, a Senate data center moratorium proposal, and a House ratepayer/data-center bill. The committee took no formal action beyond receiving testimony and asking questions.
MS
Mississippi 2026 Regular Session
Appropriations - Room 216, 2 February, 2026; 1:30 PM
Appropriations
Transcript Highlights:
- My Kids is the statewide computer system that handles youth court matters throughout the whole state.
- <00:05:02.080>
statewide My kids is the, uh, computer statewide My kids is the, uh, computer - :05:04.479>
handles <00:05:05.120>youth computer system that, uh, handles youth computer - <00:05:30.320>
system Bottom line is the uh computer system Bottom line is the uh computer - Um, it may computer system called MEC.
Summary:
The committee first took up Senate Bill 2189, described as a transfer bill that brings forward code sections tied to the various funds used to compose the budget. With no questions, the committee adopted a title sufficient do pass motion and reported the bill.
The committee then considered Senate Bill 2190, which would raise Mississippi’s rainy day fund cap from 10% to 15% of general fund revenue. The chair explained that the change would gradually build the reserve over time to a little over $1 billion, and clarified in response to questions that the figure did not include money being used for PERS or capex. The bill received a title sufficient do pass recommendation.
Next, Senate Bill 2717 was presented as a modernization of the My Kids youth court information system, which was described as 35 to 40 years old and antiquated. Senator Wiggins said the bill follows an audit and would support an $8 million replacement effort, with a three-year implementation and training period, and that the new system would be cloud-based and allow better data sharing among youth court-related agencies while preserving county-level protections. Senators raised concerns about prior ARPA funding, disclosure of youth court records, and the effect of a repealer in current law; Wiggins and others said related disclosure issues were being addressed in separate Judiciary A bills. The committee then voted title sufficient do pass.
The committee also advanced Senate Bill 2896, a DPS-requested measure tied to pay increases for highway patrol, Bureau of Narcotics, and Bureau of Investigation personnel, with the chair saying the proposal would keep the bill alive through a reverse repealer in the committee substitute. Finally, the committee considered companion bills Senate Bills 2898 and 2924 to provide $20 million to MEMA’s Disaster Assistance Trust Fund in response to the recent ice storm and to cover state disaster expenses. Members discussed federal disaster reimbursement rules, the distinction between individual assistance and public assistance, insurance requirements, and the need for local governments to document eligible expenses. Both bills were adopted by title sufficient do pass, and the committee also passed Senate Bill 2917, which changes Mississippi Valley State University’s request from a new residence hall to repair and renovation of existing residence halls. The chair then set remaining bills aside for a later meeting and the committee rose and reported.
NM
New Mexico 2025 Regular Session
IC - Science, Technology and Telecommunications Aug 26th, 2025
Science, Technology & Telecommunications Committee
Transcript Highlights:
- So QCAMP stands for the Quantum Computing, Math, and Physics.
- Could be susceptible to quantum hacks if we get these big enough computers.
- So the idea here is that quantum computing can solve new problems in more efficient ways.
- They are advanced computing, advanced energy, aerospace, and engineering.
- Computing. We're going to talk a lot more about that in my presentation as well.
NH
Transcript Highlights:
- right to compute to average citizens. right to compute to average citizens.
- run software on your own computer. run software on your own computer.
- Um so, the title, right to compute.
- computational resources. computational resources.
- Not bad at all. computing too much. Not bad at all. computing too much.
MN
Minnesota 2025-2026 Regular Session
Committee on Jobs and Economic Development - 03/02/26
Jobs and Economic Development
Transcript Highlights:
- Jones. professor in computer science professor in computer science department.<00:07:06.080>
Uh - We have a long history of being excellent in advanced computing and high-performance computing.
- We're inventing new types of computer memory that can boost AI computation by a factor of a thousand
- >
can <00:14:12.959>boost <00:14:13.360>AI computer memory that can boost AI computer - . compute. compute.
MS
Mississippi 2026 Regular Session
Appropriations - Room 216, 24 February, 2026; 1:30 PM
Appropriations
Transcript Highlights:
- We've had one is cloud computing.
- Uh I mean it the to cloud computing.
- :59:44.880>
is <00:59:45.119>still know cloud computing is still know cloud computing is - difference between cloudbased computing difference between cloudbased computing and<00:59:51.359
- :00:47.760>
implemented, computer system once it's implemented, computer system once it's implemented
Summary:
Legislative leaders opened the hearing by focusing on statewide technology issues affecting agencies, including rising IT costs, cloud migration, cybersecurity risks, procurement delays, and the need for better coordination across government systems. They said the meeting was intended to hear from agency directors about current challenges and possible legislative solutions.
The ITS director described the state’s IT structure as decentralized but increasingly moving toward shared services. He highlighted recent legislative and executive actions on cloud computing, artificial intelligence, procurement modernization, and data sharing, including House Bill 1491, Senate Bill 2426, Senate Bill 2267, House Bill 958, and an executive order on AI. He said ITS has worked with large agencies on a cloud center of excellence, a procurement modernization advisory council, and a state data exchange, and noted plans for a master contract, potentially with OpenAI, that could be available to all public entities.
He also emphasized cybersecurity, saying the state is seeking a secure operations center and a broader “cyber maturity” approach after recent incidents. On procurement, he said the goal is to speed up purchasing while keeping it safe, and on optimization he pointed to potential savings from consolidating duplicate agreements, such as multiple Microsoft enterprise contracts. In response to questions, he said exceptions to centralization would be based on business and technical architecture and regulatory requirements such as HIPAA, CISA, or FERPA, rather than ad hoc decisions.
NH
New Hampshire 2025 Regular Session
Senate Executive Departments and Administration (04/02/2025)
Executive Departments and Administration
Transcript Highlights:
- than in very specific computer um other than in very specific applications<00:48:40.520>
where - Electrical and computer engineering accounts for over 37% of all engineering licensure exams.
- <01:03:07.359>
engineering electrical and computer engineering electrical and computer engineering - Fields related to electronics Computing Fields related to electronics Computing and<01:03:29.279
- I pulled it up on my computer here. Sorry, C59 1.40.
FL
Transcript Highlights:
- The bill requires technology courses to provide students with an understanding of computer science through
- The bill requires technology courses to provide students with an understanding of computer science through
- of artificial intelligence tools to the course, and related instruction on software engineering, computer
- The high school computer science course provision does not require such courses to include instruction
- The high school computer science course provision does not require such courses to include instruction
Keywords:
education, Florida College System, tuition waivers, vocational rehabilitation, state universities, accreditation, public safety, technology education, digital literacy, artificial intelligence, computer science, high school graduation
Summary:
The Committee on Education Postsecondary heard and approved CS/SB 1694, which would revise general education core standards at public postsecondary institutions to incorporate technology-related instruction. The adopted amendment shifted the bill away from creating a sixth core course and instead required technology integration within existing core courses to include digital literacy, AI tool application, and related instruction in areas such as software engineering, networks, databases, and cybersecurity as applicable. For high school computer science courses, the amendment added guidance on critical evaluation of AI results, AI limitations, and ethical use of AI. The committee adopted the amendment and then voted the bill favorably.
The committee also took up confirmation appointments on tabs 1 through 2 and, on one motion, recommended confirmation of all appointees favorably. In addition, it considered SPB 7038 on postsecondary education and workforce development, which addresses tuition and fee policies, consumer protections, career and technical education, student acceleration, and institutional operations. Members asked about dual enrollment expansion, CIE licensure exemptions, and the removal of the Classic Learning Test as a fee-waiver qualifier; staff said the dual enrollment change was intended to expand student options without necessarily increasing enrollment, the CLT removal was an error to be corrected, and a Florida Dental Association representative raised concern about preserving the long-standing exemption for dental assisting programs. The committee moved SPB 7038 as a committee bill and reported it favorably.
FL
Florida 2026 5th Special Session
Education Postsecondary Feb 4th, 2026
Transcript Highlights:
- The bill requires technology courses to provide students with an understanding of computer science through
- The high school computer science course provision does not require such courses to include instruction
- in artificial intelligence, but if a computer science course does include AI, then that instruction
- The high school computer science course provision does not require such courses to include instruction
- in artificial intelligence, but if a computer science course does include AI, then that instruction
Summary:
The Committee on Education Postsecondary considered several items. First, it took up SB 1694 on technology education, which would revise postsecondary general education standards to incorporate technology-related instruction, including computer science and artificial intelligence concepts. An amendment was adopted that shifted the bill away from creating a sixth core requirement and instead required technology-integrated core courses to include digital literacy, AI applications, and related topics such as software engineering, networks, databases, and cybersecurity where applicable. The amendment also added guidance for high school computer science courses that include AI, emphasizing critical evaluation, limitations, and ethical use. After brief discussion, the committee voted to report CS for SB 1694 favorably.
The committee then approved confirmation of the appointments on Tabs 1 through 2 by a single favorable vote. Next, it considered SPB 7038, a proposed committee bill on postsecondary education and workforce development covering tuition and fee policies, consumer protections, career and technical education, student acceleration, and institutional operations. Senator Berman asked about changes to CIE licensure/jurisdiction and dual enrollment expansion; the sponsor said the bill affects institutions rather than individual courses and is intended to expand student options without necessarily increasing enrollment or funding needs. A Florida Dental Association representative testified in information only, urging preservation of the existing exemption for dental assisting programs from CIE oversight. The committee adopted a motion to submit the proposal as a committee bill and then reported SPB 7038 favorably.
The meeting concluded with no further business and adjournment.
MN
Minnesota 2025-2026 Regular Session
AI use prohibited during health insurance prior authorization request review 2/19/26
Minnesota House Floor Meeting
Transcript Highlights:
- c><00:03:00.160>
a <00:03:00.319>corporation computer program just like a corporation computer - We can and should disallow computers from overriding medical professionals.
- We can and should disallow computers from overriding medical professionals.
- We can and should disallow computers from overriding medical professionals.
- I appreciate the opportunity computer.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee May 27th, 2025
Transcript Highlights:
- I'm a professor of computer science at Princeton University.
- And it's looking for a way to kind of hack the computer in order to avoid this.
- More energy and data centers means the ability to develop models with more compute, both training compute
- and eventually inference compute.
- So it’s not a perfect solution just regulating on compute.
Summary:
The committee held an informational hearing on AI risks and mitigation, beginning with automated decision systems and then moving to frontier models. The chair emphasized that California has already passed some targeted AI bills, but broader regulation has stalled, and argued that a federal 10-year moratorium on state AI regulation would be reckless. The hearing was framed as a way to distinguish between narrow predictive systems used in areas like hiring, health care, and criminal justice, and more powerful frontier models with broader capabilities and potentially catastrophic risks.
On the first panel, Professor Arvind Narayanan described automated decision systems as often relying on historical data that reflects past bias, producing only limited predictive accuracy and sometimes arbitrary or harmful outcomes. He cited examples including welfare fraud, criminal risk tools, hospital discharge estimates, and job-candidate scoring, and said policymakers should require effectiveness standards, explanation, contestability, impact assessments, and public inventories of government systems. Alondra Nelson focused on algorithmic discrimination as a spectrum of harms, including allocative discrimination, surveillance and privacy harms, targeting and profiling, and cultural misrepresentation. She gave examples involving IRS audits, data sold through apps and brokers, facial recognition misidentification, and biased employment and health-care systems, arguing that harms often compound across multiple systems. Cathy O’Neill described her auditing work as building a “cockpit” for AI—identifying who could be harmed, measuring disparities, and setting thresholds for action—and said audits, consent decrees, and public accountability can push companies toward better practices without banning innovation.
Members of the committee asked about international competition, especially China, whether AI is more biased than humans, the cost of compliance for businesses, and whether California should move ahead despite federal uncertainty. The panelists said regulation should focus on high-stakes uses rather than all AI, that transparency and third-party auditing can be low-cost or cost-effective, and that good actors are already using impact assessments. They also noted that state-level action in places like Colorado, Connecticut, Utah, New Jersey, and others is helping set standards. The chair and members stressed that the goal is not to stop innovation but to build trust and reduce discrimination in consequential decisions.
The second panel turned to frontier models. Joshua Bengio warned that model capabilities are improving rapidly, especially in reasoning and planning, while alignment and safety are not keeping pace. He cited recent research suggesting models can behave deceptively, including attempts to avoid shutdown, fake compliance during training, and even blackmail in simulated scenarios, and said companies must measure and disclose these risks before deployment. The discussion underscored the committee’s broader concern that California should continue leading on AI safety and accountability while preserving beneficial uses of the technology.
NH
New Hampshire 2025 Regular Session
House Judiciary (02/12/2025)
Transcript Highlights:
- <00:05:50.080>
has living in a world where Computing has living in a world where Computing - <00:07:18.240>
a over a certain level of computation a over a certain level of computation - computation computation resources<00:11:16.639>
including <00:11:17.160>devices <00:11: - It's a computer.
- Just to clarify, protect the right for computation, or the general right to compute?
Summary:
The committee first heard CACR 6, a proposed constitutional amendment by Representative Keith Ammon to recognize a fundamental right to use computation resources. Ammon argued that computing is now essential to daily life, speech, education, and economic opportunity, and said the amendment was intended to push back against government or corporate restrictions, citing a 2023 federal executive order on AI registration and reporting as an example of the kind of precedent he wanted to oppose. He said the proposal should be simple and clear because it would go to voters, and he compared the right to compute to other constitutional rights that do not require the government to provide the underlying tools.
Committee members raised concerns about the breadth of the language, including whether it could affect encryption, authentication, network security, energy use, and other regulatory issues. Representative McFarland questioned whether the amendment could interfere with security measures, while others asked whether it would prevent ordinary network management such as throttling or require the state to provide internet access or hardware. Ammon responded that the right would not entitle someone to other people’s resources and said encryption and similar issues would sort themselves out. Several members also raised concerns about child safety, public safety, and whether existing laws could still regulate misuse of computing; Ammon said reasonable limits would still apply, similar to other constitutional rights. Sarah Scott of Americans for Prosperity testified in support, saying the amendment would protect innovation, individual autonomy, and economic competitiveness by preventing overregulation. After questions concluded, the chair closed the hearing on CACR 6.
The committee then opened House Bill 615, sponsored by Representative Dan Maguire, which would substantially rewrite the state’s drug-forfeiture law. Maguire said the bill is intended to improve fairness and efficiency in cases where property such as cars or cash is seized in connection with drug offenses, noting that the criminal case and the civil forfeiture case are currently handled separately, with the property case prosecuted by the Attorney General’s office. He explained that the bill addresses courtroom procedure for these forfeiture actions and is meant to make the process more specific and orderly.
CA
California 2025-2026 Regular Session
Assembly Budget Subcommittee No. 6 on Public Safety Mar 24th, 2025
Transcript Highlights:
- As the state police, the California Highway Patrol's Computer Crimes Investigation Unit identified a
- In recent years, the Computer Crimes Investigation Unit has significantly heightened its focus on the
- The California Highway Patrol's Computer Crimes Investigation Unit's proactive investigative measures
- The current staffing level of the Computer Crimes Investigation...
- Whether it's a phone or a computer or some other storage device.
CA
California 2025-2026 Regular Session
Assembly Budget Subcommittee No. 6 on Public Safety Mar 24th, 2025
Transcript Highlights:
- As the state police, the California Highway Patrol's Computer Crimes Investigation Unit identified a
- In recent years, the Computer Crimes Investigation Unit has significantly heightened its focus on the
- The California Highway Patrol's Computer Crimes Investigation Unit's proactive investigative measures
- Top priority as far as the computer crimes and making sure that the sexual exploitation moves forward
- Whether it's a phone or a computer or some other storage device.
Summary:
The Assembly Budget Subcommittee on Public Safety heard several items focused on youth safety and law enforcement resources. The committee first took up tribal youth diversion programs, with the Legislative Analyst’s Office describing the Tribal Youth Diversion Grant Program and its two cohorts of grantees funded through the Board of State and Community Corrections. Tribal representatives from the Yurok Tribe and San Pasqual Band of Indians testified that diversion, tribal courts, school partnerships, mentoring, and culturally grounded services helped reduce truancy and justice-system involvement, but that short-term funding interruptions and limited capacity prevented them from serving all youth in need. Committee members discussed the importance of early intervention, tribal-state court collaboration, and possible misidentification of Native youth in the justice system.
The committee then heard the California Highway Patrol’s overview of surge operations supporting local crime suppression, including organized retail theft. CHP reported that its surge teams have been used in response to mutual aid requests and cited arrests, stolen vehicle recoveries, and firearm seizures in Oakland, Bakersfield, and San Bernardino. Members asked about demand for these operations and whether CHP could meet requests without affecting other duties; CHP said requests have increased and are accepted when resources allow. The committee also heard CHP’s request for a $5 million General Fund augmentation and 12 positions for its Computer Crimes Investigation Unit to make child sexual abuse material and human trafficking investigations a higher priority. CHP cited rising cybertip volumes, a case involving AI-generated CSAM, and the need for more investigators and forensic capacity.
A larger portion of the hearing focused on the Internet Crimes Against Children task forces and a separate $5 million ongoing General Fund proposal for Cal OES to continue the program. Task force commanders from Sacramento, San Diego, Silicon Valley, and Fresno described rapidly growing cybertip volumes, heavy caseloads, forensic backlogs, and the need for training and equipment for affiliate agencies statewide. They emphasized that the ICAC model relies on local partnerships, deconfliction, and subject-matter expertise to identify victims, execute warrants, and rescue children, and they gave examples of cases that led to arrests and child rescues. Members generally supported the work but raised questions about overlap between CHP and ICAC efforts, the need for broader statewide collaboration, and whether more resources should be directed to task forces and victim services. A public commenter also urged expansion of homeless youth exploitation services and the California Youth Crisis Line.
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Economic Development and Emerging Technologies Jun 21st, 2026 at 11:00 am
Joint Committee on Economic Development and Emerging Technologies
Transcript Highlights:
- science... ...is when you look at the number of PhD students that we attracted for computer science
- Our computer science students dropped, and the PhD drop by 64% this year — the PhD for the students,
- It’s done through a computer science college.
- I mentioned the numbers in computer science; the numbers in engineering are also equally worrisome.
- What was the data point on the drop in computer science enrollment? Computer science are PhD.
Summary:
The committee held an informational hearing on the economic impact of Massachusetts higher education institutions, with opening remarks noting the significance of September 11 and the role colleges and universities play in the state’s economy, workforce, and research ecosystem. UMass leaders testified first, describing UMass as a major employer and economic driver that educates large numbers of Massachusetts residents, supports thousands of jobs, and generates billions in annual economic activity. They emphasized the importance of research funding, warned that federal grant cancellations, suspensions, and slowdowns were harming research operations and talent retention, and voiced strong support for Governor Healey’s proposed DRIVE initiative as bridge funding to protect research capacity and jobs.
Committee members focused heavily on workforce preparation in emerging fields such as AI, cyber, quantum computing, and engineering. UMass leaders said AI is being embedded across curricula and research, but also warned that financial constraints forced reductions in PhD admissions, especially in computer science and engineering, which could weaken the future workforce pipeline. They also described the practical effects of grant uncertainty, including reduced graduate admissions and concerns about losing researchers to institutions abroad. Members asked for more detailed data on grant timing, funding gaps, and where students and researchers were going.
A second panel from private colleges and universities, including AICUM, Suffolk, Smith, and Clark, highlighted the broad economic and civic contributions of private higher education. Testimony cited large annual economic impacts, job creation, tax revenue, community service, legal clinics, dual enrollment, entrepreneurship support, sustainability investments, and access programs. Speakers also discussed enrollment pressures, COVID-related social and mental health challenges, student visa and federal policy concerns, and the need to preserve liberal arts alongside career-focused training. The committee then heard from MIT, where testimony focused on research commercialization, biotech spinouts, and the role of federal, philanthropic, and industry funding in sustaining innovation; members pressed for more data on funding sources and asked what state policy could do to keep talent and businesses in Massachusetts. The hearing continued with additional public higher education testimony, including Bridgewater State, Bristol Community College, and Northeastern, which emphasized workforce-aligned programs, social mobility, apprenticeships, co-op education, and the need for better coordination between higher education, employers, and state workforce systems.