Video & Transcript Research : 'predictive models'
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MN
Minnesota 2025 1st Special Session
Committee on Housing and Homelessness Prevention - 03/20/25
Housing and Homelessness Prevention
Transcript Highlights:
- Uh that will be with<00:53:58.319>
fair <00:53:58.559>and <00:53:58.800>predictable< - rent, we can with fair and predictable rent, we can invest<00:54:00.160>
in <00:54:00.319> - This entire growth model is predicated on raising the rents of people who are predominantly low-income
- This entire growth model is predicated on raising the rents of people who are predominantly low-income
- in and and you know this is their model in and and you know this is their model and<01:29:03.520
MN
Minnesota 2025-2026 Regular Session
Social media platform requirements related to minors 3/17/26
Minnesota House Floor Meeting
Transcript Highlights:
- <00:05:22.560>
a estimation technology predicts that a estimation technology predicts that - As adults, we should not be content with this predatory business model.
- <00:07:19.039>
Kids their business model is working. - Kids their business model is working.
- Parents deserve the right to model.
Summary:
The committee took up House File 4138, a bill aimed at limiting harmful social media practices for minors by requiring verifiable parental consent for accounts and restricting addictive features and targeted advertising for youth users. Chair Scott offered an A2 amendment, with an oral clarification striking specific language and two commas; the committee adopted the amended A2, and the bill was then discussed as amended. The bill author described social media as addictive by design and said the measure would use age-estimation technology to identify users 15 and under, require parental consent, and provide a different, less addictive experience for youth.
Supportive testimony came from the Minnesota Catholic Conference, parents Jerry and Giana Cox, and a Minnesota high school student, all arguing that social media harms youth mental health, encourages excessive use, and exposes children to manipulation, cyberbullying, and addictive design features like infinite scroll and autoplay. They said the bill would help parents, protect children, and reduce exploitation of minors’ data. Several committee members also spoke in favor, saying the bill addresses corporate negligence, youth mental health, and the need to act even if the proposal needs more work.
Opposition testimony came from industry groups including the Computer and Communications Industry Association, the Information Technology Industry Council, and NetChoice. They argued the bill is vague and narrow in scope, could create uneven coverage, and may push platforms toward intrusive age-verification or digital-ID-like systems that raise privacy and data-breach concerns. They also said restrictions on personalized or algorithmic features could weaken safety tools and make it harder to protect young users. No final vote on the bill itself was taken in the excerpt, but the amended A2 was adopted and the bill remained under discussion.
WY
Transcript Highlights:
- Disaster was predicted, but we got America.
- was predicted and but we got America.<00:13:22.079>
Um <00:13:22.320>or <00:13:22.639>< - Well, in their own model resolution says it would cover not just a balanced budget amendment but any
- legislation as similar states have model legislation as similar to<00:38:19.200>
this? - model language. model language.
Keywords:
audit, transparency, government reporting, accountability, public access, firearm rights, restoration of rights, criminal justice, felony convictions, Wyoming law, artificial intelligence, social scoring, biometric data, privacy rights, government regulation, foreign censorship, digital innovation, constitutional rights, Wyoming GRANITE Act, extraterritorial laws
WY
Wyoming 2026 Regular Session
Select Committee on Gaming, May 14, 2026 - AM
Select Committee on Gaming
Transcript Highlights:
- , every machine has and every game theme has specific math models.
- Um, we pay license fees for the math models that we have.
- So, uh, and we pay models that we have.
- But it is legal in eight states, and those models also vary.
- <03:08:40.640>
market follow specific prediction market follow specific prediction market
MN
Transcript Highlights:
- Grooming<00:15:58.120>
is <00:15:58.280>a <00:15:58.360>predictable, <00:15:59.040 - >
detectable Grooming is a predictable, detectable Grooming is a predictable, detectable pattern - <00:53:43.040>
with <00:53:43.160>$186,000 SSIRT model with $186,000 SSIRT model with - a strategy rather than as a fixed model a strategy rather than as a fixed model or<00:57:29.480>
- ,<01:41:12.160>
fair, demographics is more predictable, fair, demographics is more predictable
FL
Florida 2026 4th Special Session
January 28, 2026 - 01:00 PM
Transcript Highlights:
- So the cost models vary widely. And each of them have different complexities and approaches to it.
- So the cost models vary widely.
- And then once it's a predictable cost model, utilities can come behind and go and invest in that to augment
- This bill provides clear definitions, predictable permitting, and accountability for bad actors.
- Yeah, so different states, there's a variety of different models for electricity.
Summary:
The Economic Infrastructure Subcommittee considered a full agenda of transportation, utility, aviation, and energy bills. HB 4045, amending the Jacksonville Aviation Authority charter, passed without questions or debate. HB 1075, which would require municipal utilities to allow outside property owners to connect when capacity exists and fees are paid, drew testimony from local government and municipal advocates who warned about conflicts with existing agreements, long infrastructure payback periods, and the risk of subsidizing nonresidents; despite concerns from Rep. Smith and others about municipal boundaries and cost, the bill passed, with Smith voting no. HB 519, as amended, authorizes golf cart crossings at signalized intersections on designated golf cart roads; it passed unanimously after lighthearted debate about golf carts and pedestrian crossings.
The committee then took up HB 919, which creates a state definition for major commercial service airports and preempts airport naming authority, including renaming Palm Beach International Airport to Donald J. Trump International Airport subject to FAA, county, and trademark-related conditions. Palm Beach County supported the bill and an amendment clarifying implementation and trademark language, while Rep. Eskamani and others raised concerns about preemption and the timing of honoring a sitting president; the bill passed with several no votes, including Eskamani, Skidmore, and the ranking member. HB 1093, the Advanced Air Mobility and Infrastructure Act, would support eVTOL/vertiport development through tax exemptions, infrastructure funding flexibility, and statewide siting standards while preserving local zoning; supporters framed it as an economic-development and workforce bill, while Rep. Cheney raised taxpayer concerns. An amendment narrowing liability protections for vertiports co-located with public airports was adopted, and the bill passed with Cheney voting no.
Finally, HB 1461 established a regulatory framework for advanced nuclear reactors, assigning oversight roles to the PSC, DOH, and DEP. Supporters argued the bill would improve energy reliability, affordability, and Florida’s leadership in clean, advanced energy, while an opponent from Deploy US urged strong consumer protections and cautioned against overbroad deregulation. Rep. Eskamani emphasized preserving PSC prudency review for ratepayer protection, and the sponsor said the bill was refined through committee discussion. After an amendment fixing technical issues and clarifying that one section applied to all nuclear, the bill passed favorably. The meeting then adjourned.
US
US Federal 2025-2026 Regular Session
Hearings to examine certain pending nominations. Apr 29th, 2025 at 08:30 am
Senate Armed Services Subcommittee on Personnel
Transcript Highlights:
- Major things that I think will drive this, one is predictable and stable defense budget and program spend
- Driven in a more actionable way by the department to is predictable, stable budgets will allow us to
- The biggest AI contractors can also stomp out competition by training their models on troves of data.
- location of our service members or on DOD's contracts should not be anywhere near a commercial AI model
- Again, based on the amount of explosive test data that we have, the modeling simulation capability...
Keywords:
defense industrial base, small business, workforce development, acquisition processes, national security, cybersecurity, critical minerals
Summary:
The meeting of the committee revolved around critical discussions on enhancing the defense industrial base, focusing on small business engagement and the importance of streamlined processes in defense contracting. There was a significant emphasis on the need for more investment in the defense manufacturing sector, particularly in the face of competition from countries like China. Some members expressed frustration over the treatment of small businesses, citing barriers that prevent these innovative companies from effectively participating in defense contracts. The need for a workforce capable of meeting the common challenges posed by evolving technologies and geopolitical threats was also highlighted throughout the meeting.
HI
Transcript Highlights:
- to predict the future. Okay, thank you. to predict the future. Okay, thank you.
- Like, for hurricane, you have an actual model for hurricane risk.
- So, our insurance model for HBI is relatively simple.
- <01:52:56.159>
We because we can't predict the future. - We because we can't predict the future.
MN
Minnesota 2025-2026 Regular Session
Housing Committee Meeting - 2026-04-07
Housing Finance and Policy
Transcript Highlights:
- And all of the bank's operations are self-funded by the bank's, uh, own business model.
- And it's very hard to predict over what period of time they will remain.
- The other variability component in this is the predictability of the sales tax revenues.
- The other variability component in this is the predictability of the sales tax revenues.
- The other variability component in this is the predictability of the sales tax revenues.
Bills:
SF2434
FL
Florida 2025 Regular Session
October 7, 2025 - 12:30 PM
Transcript Highlights:
- SUPPORTING INNOVATION AS WE MOVE WITH POLICYMAKERS TO ENSURE AI REGULATION AFFECTS THE UNIQUE BUSINESS MODEL
- PREDICT, GENERATIVE AND AGENTIC. GENERATIVE IS THE ONE THAT WE USE IN THE INDUSTRY MAINLY.
- ALL MODELS CAN ANALYZE AI MODELS CAN ANALYZE DATA QUICKLY LARGE VOLUMES OF DATA QUICKLY.
- WHILE RECENT BREAKTHROUGHS IN THE USE OF GENERATIVE AI ON LARGE LANGUAGE MODEL AND NEW OPPORTUNITIES
- REMOVING PEOPLE FROM ACCESS TO THE PRODUCT AT THE END OF THE DAY BECAUSE OF THIS EFFORT THAT MICRO PREDICTING
FL
Transcript Highlights:
- that adheres to statewide needs, and provides the department with additional programming and predictability
- You know, we're basing this on something that's already existing, like the Fresh from Florida model.
- The creation of the promotional campaign, that is what is modeled after Fresh From Florida.
- The rulemaking will depend on, you know, what they, how they do that to come up with a model that works
- There may be a host of things that they use for that model. You're recognized.
Summary:
The Appropriations Committee met with a quorum present and took up a long agenda of House and Senate bills, many of them conforming or “orphan” measures that were amended with delete-all or strike-all amendments to place them in conference posture. Among those reported favorably were HB 5015 on the State Group Insurance Program, HB 5009 creating the Florida Accountability Office, HB 5013 on state-funded property reinsurance, HB 5201 on state financial accounting, HB 5203 on the Capitol Center, and HB 5501 on documentary stamp tax distributions. The committee also approved SB 1292 on public records exemptions for certain email addresses, SB 1290 on highway safety and motor vehicle agency changes, SB 26 on an uncontested claims settlement, SB 176 and SJR 174 on homestead property assessment for flood-mitigation improvements, and SB 1122 on Florida Virtual School procedures.
Several substantive bills drew discussion. SB 924, covering fertility preservation services for cancer patients under the state health plan, received supportive comments from members and was reported favorably. SB 1160 expanded health insurance premium coverage for law enforcement officers and their families when catastrophic injury or death occurs in the line of duty or during official training, and it also passed. HB 1662, the Department of Transportation package, established or revised programs involving the Florida Transportation Academy, transportation research, rural transit, airport and seaport accountability, advanced air mobility, landscaping, and HOV lane changes; it was amended after testimony from the Florida Airports Council about landing-fee language and questions from members about AAM and HOV lane implementation, then reported favorably.
The committee also heard and approved SB 600, which codifies a statewide manufacturing office and creates a Florida manufacturing promotional campaign and grant framework, and SB 602, the fee bill tied to that campaign. That pair prompted the most extensive debate, with members asking about grant structure, eligibility, oversight, and whether the program could become a “slush fund”; the sponsor and Florida Makes said the program is aimed at small manufacturers, would be subject to rulemaking, and is intended to support training and modernization. SB 602 passed on a mostly party-line vote with Senator Pizzo voting no. At the end of the meeting, members recorded additional votes on selected bills, and the committee adjourned without further business.
MN
Minnesota 2025-2026 Regular Session
House Rules and Legislative Administration Committee 3/10/25
Rules and Legislative Administration
Transcript Highlights:
- <00:13:51.560>
two State elections can be predicted two State elections can be predicted two - The proposed model favors political parties and not the interests of everyday Minnesotans.
- The proposed model favors political parties and not the interests of everyday Minnesotans.
- The proposed model favors political parties and not the interests of everyday Minnesotans.
- The proposed model favors political parties and not the interests of everyday Minnesotans.
Bills:
HF550
NM
New Mexico 2025 Regular Session
IC - Legislative Finance Sep 24th, 2025
Transcript Highlights:
- That current model is what we have today.
- What I can say is if the state desires to have a single model approach, Model approach, there will be
- That being said, you have a great model.
- But you have a terrific model.
- our CTE model or CTEC model, are two-hour kids.
ND
North Dakota 2025-2026 Regular Session
House Appropriations Apr 7th, 2025 at 08:30 am
Appropriations
Transcript Highlights:
- We can't predict VA approval.
- The park's business model emphasizes three key areas.
- The park's business model emphasizes three key areas.
- The park's business model emphasizes three key areas.
- There's all kinds of models can be out there.
Summary:
The committee first heard Senate Bill 2265, which would provide the Fargo National Cemetery with up to a $3 million line of credit to help fund improvements such as indoor bathrooms, parking, a family gathering area, an office, a hearse garage, and a veterans gallery. Supporters said the cemetery has expanded rapidly since 2019, has already conducted about 1,000 burials, and needs better facilities for families and the Honor Guard; they also said the project would be subject to federal VA approval and, once completed, would be taken over by the VA. Members raised questions about the project’s cost, timing, funding sources, whether the bill should be a grant instead of a line of credit, and whether a chapel should be specifically included. No vote was taken on SB 2265 during the excerpt.
The committee then took up Senate Bill 2230, which would have the Secretary of State mail active voters a guide on ballot measures at least 45 days before an election, with objective summaries, fiscal impacts, and arguments for and against each measure. Secretary of State Michael Howe said the office already receives many questions about ballot measures and would post the same information online and at polling places, while emphasizing the need to keep the material objective and consistent with election-law restrictions. Members generally supported the idea as a voter-education tool, and the committee adopted a due pass motion on SB 2230 by a 19-0 vote.
Finally, the committee heard Senate Bill 2256, which would provide one-time state support for the NDSU Research and Technology Park in Fargo to expand its role in commercialization, robotics, precision agriculture, and defense-related technology. Park CEO Brenda Weiland explained that the park is a 501(c)(3) nonprofit spun out of NDSU, governed by a board with both university and industry representation, and that the new model is intended to bridge the gap between research and market-ready products without competing directly with private industry. Members asked about ownership, intellectual property, the planned partnership with Carnegie Mellon’s robotics center, and how the park would use the funding; the discussion focused on contracts, licensing, and the park’s intent to build technical capacity and attract companies. The excerpt ends before any vote on SB 2256.
AZ
Arizona 2026 Regular Session
01/12/2026 - Senate Floor Session - Opening Day Ceremony
Arizona Senate Floor Meeting
Transcript Highlights:
- When I came to Grand Canyon 17 years ago, we had a plan, but I could have never, ever predicted how things
- The second thing that's true is that most economists will predict that between, in the next 10 years,
- She has been recognized for implementing innovative, community-based prosecution models, strengthening
- Carol, to my left, after graduating UC Berkeley, she moved to Japan to teach and model.
- She comes with a lot of wisdom, and she's also a model of decorum, something that I highly regard.
Summary:
The Arizona Senate convened for the opening day of the second regular session of the 57th Legislature with prayer, presentation of colors, the pledge, and the national anthem, then recorded attendance and welcomed members and guests. Senate leadership reflected on the chamber’s prior session, emphasizing member-driven budgeting, committee authority, tax cuts, and a conservative agenda under divided government. The Senate also heard an opening-day address from Grand Canyon University President Brian Mueller, who argued Arizona could reduce poverty by aligning education and workforce training with projected job growth, including expanded degree, online, apprenticeship, and technical programs, along with AI skills and neighborhood investment in west Phoenix.
The body then handled organizational business. Members adopted a motion to simplify reading of bills and memorials, appointed a committee to notify the House and Governor that the Senate was organized, and received the House’s reciprocal notice that it was ready for business. Senators also introduced numerous guests, including family members, local officials, law enforcement leaders, education advocates, tribal leaders, and community representatives. Several members used their introductions to highlight policy interests such as victim rights, water, housing, public safety, education, and support for historic neighborhoods and tribal communities.
The Senate adopted an amendment to Senate Rule 7A and then adopted the rules of the 57th Legislature as amended. It also approved committee assignments for standing and statutory committees, including Appropriations, Education, Finance, Government, Military Affairs and Border Security, Natural Resources, Rules, Legislative Council, Legislative Audit, and the Joint Legislative Budget Committee. The chamber requested House consent to adjourn from January 15 to January 20, 2026, after completing its work. A long list of bills was introduced and assigned to committees, covering topics such as health care, education, public safety, elections, housing, water, immigration-related reporting, cryptocurrency, transportation, and other regulatory matters. The Senate then announced committee schedules and adjourned until January 14, 2026, at 1:15 p.m.
CA
California 2025-2026 Regular Session
Assembly Utilities and Energy Committee Apr 2nd, 2025
Transcript Highlights:
- But to train models, you need to ensure that there is not lag time.
- driven by the proliferation of computing technologies for artificial intelligence, both training models
- and model inferencing in data centers.
- I'm proud today to present AB 941, which will address the need for a more efficient and predictable regulatory
- they've identified billions of dollars in new transmission that would be needed by 2040. ...and predictable
Summary:
The Assembly Committee on Utilities and Energy heard several bills focused on grid reliability, affordability, clean energy infrastructure, and industrial decarbonization. AB 222, by Assemblymember Bauer-Kahan, would require more data reporting on data centers and aim to prevent ratepayers from bearing related grid costs; supporters said better information is needed to plan for rapidly growing electricity demand from AI and data centers, while opponents warned about privacy, security, trade-secret, and cost-shifting concerns. The bill passed the committee on a 13-4 vote, with the roll left open for absent members.
AB 941, by Assemblymember Bonta, would impose a 270-day timeline for CPUC review of priority transmission projects to speed clean-energy infrastructure buildout. Supporters argued that transmission delays are slowing California’s climate goals and raising costs, while opponents raised concerns about CEQA process, staffing, and prioritization. The bill passed 15-0. AB 1191, by Assemblymember Tangipa, would make existing large hydroelectric facilities eligible for the Renewable Portfolio Standard; supporters framed it as a way to lower rates and ease affordability pressures, while opponents said it would undermine the purpose of the RPS by substituting existing resources for new renewable development. That bill failed on a 4-11 vote.
AB 1280, by Assemblymember Garcia, would expand state grant programs to support thermal energy storage projects for industrial decarbonization. Supporters said it would help modernize manufacturing, cut pollution in disadvantaged communities, and preserve jobs, with broad support from environmental and clean manufacturing groups and no opposition testimony. The bill passed 17-0. AB 1117, by Assemblymember Schultz, would require the CPUC to offer optional dynamic electricity rate tariffs for customers to shift usage away from peak periods; supporters said it could lower bills and improve grid efficiency, while utilities said they were not opposed to the concept but wanted more flexibility and time in the regulatory process. That bill passed 14-0. The committee also approved its consent calendar and other noncontroversial items, with several measures moving forward unanimously.
NM
Transcript Highlights:
- The bill explicitly requires bilingual and dual-language models, mandates programs.
- And that's a quick analysis on HQIM showing and indicating that it does not predict proficiency.
- Sims on English, at appearing that English is the preferred language model.
- models that are being done.
- Or generalized models. Thank you, Madam Chair. Mr.
Keywords:
foster children, school transportation, education funding, public education, child welfare, New Mexico Highlands University, soccer field, women's sports, infrastructure improvement, funding allocation, student athletes, appropriation, New Mexico State University, nutrition, travel support, funding, education, university support, financial assistance, parenting students
CA
California 2025-2026 Regular Session
Assembly Utilities and Energy Committee Jul 1st, 2026
Utilities and Energy
Transcript Highlights:
- The state's latest modeling shows that even with today's planned resource build-out, California misses
- In planning for a system where we are losing Diablo Canyon, our modeling shows that we need clean, firm
- And so with all these models, you still have to be prepared for those extreme events.
- Gives you more confidence in your predictability about that. Absolutely. Absolutely.
- Gives you more confidence in your predictability about that. Absolutely. Absolutely.
FL
Florida 2025 Regular Session
December 10, 2025 - 01:00 PM
Transcript Highlights:
- SREB HAS CREATED MODEL QUESTIONNAIRES FOR K-12 AND POST SECONDARY INSTITUTIONS THAT HELP LEADERS IDENTIFY
- OUR PROMPTS THAT WE WRITE ARE WITHIN OUR OWN TENANT AND DOESN'T TRAIN ANY OTHER MODELS LIKE MAYBE YOU
- WE QUICKLY CREATED A TASK FORCE IN ORDER TO COME UP WITH OUR GOVERNANCE MODEL AND THE USES OF AI BOTH
- AND THE PREDICTIVE ANALYSIS HAS BEEN INCREASINGLY POPULAR.
- >> Speaker: WE WILL SEEREITERATE A MODEL THAT A LOT OF DISTRICTS ARE USING AS A REFERENCE POINT WHICH
KY
Kentucky 2025 Regular Session
House Standing Committee on Appropriations and Revenue (2-25-25)
Transcript Highlights:
- They have their business model for this type of service at their institution.
- <01:03:56.400>
contributions <01:03:56.920>were responsibility model contributions - were responsibility model contributions were shared<01:03:57.480>
amongst <01:03:57.960>the - I can't predict that, so it's a little hard to project how much the buying power will be years out.
- grow but I I it's hard for me to predict grow but I I it's hard for me to predict with<01:28:07.280
Keywords:
Meeting start 00:06:05
Roll Call 00:06:33
HB 152 Discussion 00:07:55
HB 152 PHS 2 Vote 00:10:12
HB 545 Discussion
HB 545 PHS 1 Vote 00:13:47
HB 606 Discussion 00:15:15
HB 606 Vote 00:16:32
HJR 30 Discussion
HJR Vote 00:19:07
HJR 32 Discussion 00:20:25
HJR 32 PHS 1 Vote 00:23:11
HJR 34 Discussion 00:25:04
HJR 34 PHS 1 Vote 00:28:50
HJR 46 Discussion 00:30:09
HJR 46 Vote 00:34:15
HJR 53 Discussion 00:35:40
HJR 53 Vote 00:38:55
HJR 54 Discussion 00:40:15
HJR 54 Vote 00:40:50
HB 546 Discussion 00:42:15
HB 546 PHS 1 Vote 00:46:15
HB 605 Discussion 00:47:38
HB 605 PHS 1 Vote 00:52:10
HB 694 Discussion 00:53:46
HB 694 Vote 01:07:47
HB 695 Discussion Only 01:10:20, 958, all
Summary:
The House Standing Committee on Appropriations and Revenue met on February 25 and considered a series of bills and joint resolutions, mostly involving appropriations, capital projects, and local infrastructure funding. The committee first adopted PHS 2 and passed House Bill 152, which creates a Medicaid supplemental payment program for public ground ambulance providers; the sponsor said the substitute ensures no state general fund dollars will be used and that local agencies must identify a funding source for any required match. HB 152 was reported favorably on a 20-0 vote. The committee also passed House Bill 545, the annual claims bill, after members confirmed all executive-branch claims were included; it was reported favorably on a 21-0 vote. House Bill 606, requiring reporting for general obligation bonds, also passed unanimously and was reported favorably.
The committee then took up several joint resolutions tied to capital and infrastructure spending. House Joint Resolution 30, concerning water projects, was described as implementing ranked projects under the Waters program administered by KIA and was reported favorably on a 21-0 vote. House Joint Resolution 32, concerning school facilities construction, was amended by PHS 1 and advanced after discussion referencing the Auditor’s report and questions about a Johnson County Schools expenditure; it also passed 21-0. House Joint Resolution 34, relating to contingent appropriations for KCTCS, was amended by PHS 1 and advanced after testimony outlining three projects in Somerset, Jefferson Community and Technical College, and Glasgow; it passed 21-0. House Joint Resolution 46, for local road projects, was described as funding the highest-scoring local road requests from a larger pool of applications and passed 21-0.
The committee also advanced House Joint Resolution 53, authorizing release of funds for KSU’s Health Sciences Center project, after KSU officials said the building is needed for nursing and allied health programs and promised a business plan report by November 1, 2025; it passed 21-0. House Joint Resolution 54, authorizing funds related to the State Fair Board, also passed unanimously. Later, the committee considered House Bill 546, which revises the local roads and streets program by adding a DOT-developed scoring system, monthly reporting, a match requirement, and a $500,000 project cap; members asked about the cap and were told larger projects should be handled through other mechanisms. HB 546 was reported favorably on a 21-0 vote. Finally, House Bill 605, a technical corrections and update bill for the local economic relief grant program, was amended by PHS 1 and discussed as expanding eligibility, including to the Delta Regional Authority and certain local-affiliated applicants; the transcript cuts off before the final vote on HB 605.