Video & Transcript Research : 'provenance data'
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AZ
Arizona 2026 Regular Session
03/26/2026 - House Artificial Intelligence & Innovation
Artificial Intelligence & Innovation
Transcript Highlights:
- You don't run out any data from a data center?
- The more data we have and the more data we're able to train, whether it's a large learning model or language
- Chairman, Senate Bill 1786 requires cover providers that use generative AI to add provenance data to
- data.
- And we've got providers that cannot include identifiable data in the provenance data about a person unless
Bills:
SB1786
Keywords:
artificial intelligence, content verification, provenance data, transparency, digital content, 1182, all
Summary:
The committee first heard a presentation from Sonora Quest Laboratories on how the company is using artificial intelligence and innovation in clinical lab work. Testimony emphasized that AI is already being used in digital pathology, cytology, genetics, genomics, predictive analytics, and quality control, with a strong focus on human oversight, validation, and closed, secure systems that keep patient data in-house. Speakers said AI can improve accuracy, speed diagnosis, reduce repeat testing, support precision medicine and pharmacogenomics, and potentially help with rare disease management and drug selection, while also noting the need for governance and safeguards.
Members asked questions about accuracy, safeguards, data security, whether AI could reduce repeat specimen collection, expand to other hospital labs, and how AI might affect treatment decisions such as step therapy and pharmacogenomics. The presenters said AI outputs are reviewed by specialists, that the systems are validated and monitored, and that the organization uses a closed ecosystem with no external data sharing. They also discussed future possibilities such as digital twins, earlier cancer detection, and more tailored medication choices, while acknowledging that AI is still developing and must be used carefully.
The committee then took up Senate Bill 1786, as amended, which requires covered providers using generative AI to add provenance data to AI-created or significantly modified video, image, or audio content, using methods like watermarking or metadata, with exceptions for minor edits and certain interactive or non-user-generated content. The amendment clarified that identifiable individual information generally cannot be included unless the user opts in, protected trade secrets, and set an effective date of February 1, 2027. After discussion about consumer transparency, scope, and possible legal issues, the committee adopted the amendment and voted 4-2 with one absent to give SB 1786 as amended a do pass recommendation.
TX
Texas 89th Regular
Trade, Workforce & Economic Development Apr 9th, 2025
Trade, Workforce & Economic Development
Transcript Highlights:
- This bill addresses the issue of child care cost data, which disproportionately affects lower-income
- Given the availability of recent data, commissioning another study may not be the most efficient use
- To the point that we already have enough data, as I said initially, that was my take.
- Those data points would be included in the next requirement in this study.
- And it's verifiable data that shows these pet sale bans do not address any animal welfare issues.
Bills:
HB74, HB175, HB460, HB576, HB2271, HB2294, HB2874, HB3016, HB3133, HB3191, HB3458, HB3929, HB4063, HB4115, HB4394, HB74, HB175
Keywords:
Puerto Verde, Port Authority, eminent domain, bonds, tax assessments, economic development, infrastructure, transportation, public welfare, child care, certifications, Texas Rising Star Program, grant program, disability inclusion, family income, affordability, economic impact, state study, cost analysis, government support
TX
Texas 89th Regular
Trade, Workforce & Economic Development Apr 9th, 2025
Trade, Workforce & Economic Development
Transcript Highlights:
- This data is stored in the Texas Child Care Availability Portal and is accessible to the public online
- The Texas 3C project is expected to the results and more up-to-date data reporting from centers that
- By requiring all licensed child care centers to provide monthly data regardless of participation in the
- 552 concerns by requiring large social media platforms to retain and display available finance data,
- By creating content and provenance data, you get to see where it's coming from, and it's part of what
Bills:
HB74, HB175, HB460, HB576, HB2271, HB2294, HB2874, HB3016, HB3133, HB3191, HB3458, HB3929, HB4063, HB4115, HB4394, HB74, HB175
Keywords:
Puerto Verde, Port Authority, eminent domain, bonds, tax assessments, economic development, infrastructure, transportation, public welfare, child care, certifications, Texas Rising Star Program, grant program, disability inclusion, family income, affordability, economic impact, state study, cost analysis, government support
TX
Texas 89th Regular
Delivery of Government Efficiency Apr 9th, 2025
Delivery of Government Efficiency
Transcript Highlights:
- , a new searchable spreadsheet, and new data dictionary.
- or a data indice or a dictionary or a purchase requires production of existing data or existing Excel
- But my background, I represent myself, but I have a long history and background in data processing, data
- And not only that, but you have to physically deal with the data.
- have to go get the data anyway. today, right?
Bills:
HB 111, HB1545, HB2145, HB2467, HB2520, HB4136, HB4181, HB4214, HB4218, HB4219, HB4359, HB4437, HB4822, HB111
Keywords:
Texas Public Information Act, open records, public records, government transparency, confidentiality, attorney-client privilege, governmental body, Chapter 552, public information law, nonprofit association, quasi-governmental entity, economic development, trade secrets, proprietary information, commercial financial information, Alamo restoration, local workforce board, TDCJ contract facility, civil commitment facility, water supply corporation
MN
Minnesota 2025-2026 Regular Session
House Commerce Finance and Policy Committee 2/26/26
Commerce Finance and Policy
Transcript Highlights:
- Um, of the few dozen cases that data.
- sensitive data under the Minnesota Consumer Data Privacy Act.
- The primary effect of classifying data as sensitive data is that it changes that data from being data
- The primary effect of classifying data as sensitive data is that it changes that data from being data
- about data practices and data privacy. about data practices and data privacy.
Keywords:
virtual currency, kiosks, prohibition, customer payouts, cryptocurrency regulation, consumer privacy, data privacy, health data, sensitive data, Minnesota Consumer Data Privacy Act, personal data, data broker, targeted advertising, geofencing, location tracking, health care privacy, patient privacy, consent, minor privacy, children's privacy
Summary:
The Commerce Finance and Policy Committee met on House File 3642, which would prohibit virtual currency kiosks in Minnesota. The bill was laid over, and the committee adopted a DE1 author’s amendment. Chair Kaggel and Representative Perryman described the measure as a response to widespread scams using crypto kiosks, especially against older adults and other vulnerable people, and said they would continue working with the Department of Commerce and other stakeholders.
Testimony from law enforcement and advocates strongly supported the ban. A St. Cloud police sergeant and a Woodbury detective described cases in which victims lost large sums, said the current safeguards and refund rules are being bypassed, and argued that the kiosks are difficult to investigate because funds move quickly and often overseas. An AARP Minnesota volunteer also supported the bill, saying kiosks are a preferred tool for scammers and that existing protections have not kept pace with the problem. The Department of Commerce said it strongly supports the bill and reported that it has received 120 complaints over three years involving nearly $1 million in reported losses, with 2025 the worst year so far.
The main opposition came from CoinFlip’s general counsel, who argued that the problem is fraud generally, not kiosks themselves, and said Minnesota already has consumer protections, including refunds for eligible victims. He urged stronger regulation rather than a ban, citing blockchain analytics, hold periods, and 24-hour customer service as alternatives. Committee members then asked questions about how long kiosks have operated in Minnesota, how many there are, who owns them, and the scale of losses; Commerce said there are hundreds statewide, operated by a variety of companies, and that reported losses are likely undercounts.
AL
Alabama 2026 1st Special Session
Alabama House Commerce and Small Business Committee Feb 10th, 2026
Commerce and Small Business
Transcript Highlights:
- It's also any group that's part of the controlling group that controls the data.
- uh from<00:10:45.040>
the <00:10:45.279>sale <00:10:45.440>of <00:10:45.600>data - ,<00:10:45.920>
then <00:10:46.160>you're from the sale of data, then you're from the - sale of data, then you're you're<00:10:46.480>
you're <00:10:47.040>covered <00:10:47.360 - ><00:11:07.360>
the controlling group that controls the controlling group that controls the data
AL
Alabama 2025 Regular Session
Alabama House Commerce and Small Business Committee Feb 19th, 2025
Commerce and Small Business
Keywords:
government contracting, state agencies, local agencies, procurement, marketing contracts, advertising contracts, media monitoring, fact-checking, news ratings, bias ratings, misinformation, journalistic standards, news accuracy, vendor certification, contractor certification, public relations, media analytics, government procurement, Alabama, data privacy
HI
Keywords:
reimbursement, public employees, travel costs, Hawaii statutes, government funding, workforce development, internship, internal recruitment, employment, qualifications, civil service, artificial intelligence, data governance, open data portal, Hawaii, chief data officer, chatbot, public services, data transparency, 910
MN
Minnesota 2025-2026 Regular Session
Commerce Committee Meeting - 2026-04-07
Commerce Finance and Policy
Transcript Highlights:
- a complicated nexus with personal data. a complicated nexus with personal data.
- data so that consumers may be aware of who is buying and selling their personal data.
- purchasing that data purchasing that data from<00:09:33.880>
realtors. - the sale of data, not the sharing<00:10:04.640>
of <00:10:04.760>data. - sharing of data. sharing of data. Thank<00:10:06.880>
you.
Keywords:
data broker, data brokerage, consumer privacy, personal data, data privacy, Minnesota attorney general, registration, public registry, civil penalties, enforcement, special revenue fund, privacy rights, data sales, data collection, consumer protection, chapter 325M, controller, processor, data broker registry, transparency
MN
Minnesota 2025-2026 Regular Session
House Fraud Prevention and State Agency Oversight Policy Committee 2/23/26
Fraud Prevention and State Agency Oversight Policy
Transcript Highlights:
- We're also reviewing EIDBI billing data We're also reviewing EIDBI billing data in<00:15:29.400>
- We were looking at them with with data We were looking at them with data<00:31:02.680>
analytics< - through that your data data analytics. through that your data data analytics.
- And so, data analytics looks at trends and outliers.
- And so, data the strongest tools.
Bills:
HF3542
AL
Alabama 2026 1st Special Session
Alabama House Commerce and Small Business Committee Feb 3rd, 2026
Commerce and Small Business
Transcript Highlights:
- But this is data privacy.
- and have a say so over data that belongs to us.
- But this is data privacy.
- and have a say so over data that belongs to us.
- and have a say so over data that belongs to us.
Keywords:
ad valorem tax, road funding, local government, referendum, Choctaw County, Tuskegee University, education funding, Alabama Education Trust Fund, appropriation, agricultural research, data privacy, consumer rights, personal data, data protection, Alabama Personal Data Protection Act, peer-to-peer car sharing, vehicle insurance, liability, shared vehicles, taxation
WY
Wyoming 2026 Regular Session
Senate Minerals, Business & Economic Development Committee, February 13, 2026
Minerals, Business & Economic Development
Transcript Highlights:
- data privacy on private companies. data privacy on private companies. Right? Right? Right?
- that data or misuse that data.
- that data or misuse that data.
- It has positive effects and it will lead to the protection of data privacy and better data management
- protection of data privacy and better<00:09:11.040>
data <00:09:11.279>management <00:09
Keywords:
data privacy, government accountability, personal data, data retention, resident rights, stable token, liquidity, trust account, Wyoming, fund distribution, financial regulation, state commission, decentralized, nonprofit association, merger, conversion, liability, membership, governance, indemnification
WY
Wyoming 2026 Regular Session
House Minerals, Business & Economic Development, February 13, 2026
Minerals, Business & Economic Development
Keywords:
data privacy, government accountability, personal data, data retention, resident rights, stable token, liquidity, trust account, Wyoming, fund distribution, financial regulation, state commission, decentralized, nonprofit association, merger, conversion, liability, membership, governance, indemnification
ND
North Dakota 2025-2026 Regular Session
Senate Appropriations - Education and Environment Division Apr 10th, 2025 at 02:30 pm
Appropriations - Education and Environment Division
Bills:
HB1329
Keywords:
government spending database, public expenditure transparency, open data, government transparency, school district spending, state spending, local government finance, education finance, budget database, expenditure reporting, salary transparency, benefits data, public records, Legislative Management study, North Dakota, school board training, superintendent, principal, business manager, higher education spending
Summary:
The division first discussed Senate Bill 1540 and related amendments involving implementation mechanics, procurement exemptions, and an emergency clause. Bank of North Dakota representatives explained that, based on a timeline review with DPI, the project would be very difficult to implement for the 2026-27 school year without exemptions from state purchasing and IT oversight rules and without an emergency clause; they said the normal procurement process could take about 240 days and that a 15-month implementation window would likely push the start to 2027-28 if those changes were not adopted. Members also raised a separate policy question about a criminal penalty placeholder in the bill, and the committee agreed that the sentence was unnecessary and should be removed. The committee deferred means-testing questions and fiscal-note issues to the next morning, with the understanding that the bill would be drafted in a way that made it workable if it advanced.
The committee then turned to the water budget bill and reviewed the latest amended version, which included changes to the Water Topics process, Southwest Pipeline line of credit provisions, Red River supply funding, Mouse River project amounts, general water funding, studies on Missouri River intakes and water governance/finance, and a carryover/transfer adjustment. Chris Cattermas of the Department of Water Resources said most of the carryover funds were already obligated, with the largest unobligated amount in flood control. After review, Senator Thomas moved a do-pass recommendation on the bill as amended, the motion was seconded, and the committee approved it unanimously. The chair noted that other bills would be taken up the next morning, including 1013, 1014, and 1540.
ND
North Dakota 2025-2026 Regular Session
Senate Appropriations - Education and Environment Division Apr 10th, 2025 at 09:30 am
Appropriations - Education and Environment Division
Transcript Highlights:
- First of all, you'd have to create data points of what information you want.
- Well, first of all, you need to determine what data points you want to collect.
- I mean, he asked me, he says, well, what data points do we need?
- So that way, the most expensive tier, we actually have solid data on.
- The 200 percent A was chosen because the data is there for that.
Bills:
HB1329
Keywords:
government spending database, public expenditure transparency, open data, government transparency, school district spending, state spending, local government finance, education finance, budget database, expenditure reporting, salary transparency, benefits data, public records, Legislative Management study, North Dakota, school board training, superintendent, principal, business manager, higher education spending
Summary:
The Education Division met with all members present and first took up House Bill 1329, which would create a transparency database and website for school spending information. Senator Schaible offered Amendment 0204 to turn the bill into a study, citing concerns that the proposal would impose major data-collection burdens on 168 school districts, require new data standards and privacy protections, and likely cost far more than the $500,000 in the bill. Several members supported transparency but agreed the implementation costs and technical feasibility were unclear. The committee adopted the amendment 4-1, then passed HB 1329 as amended on a 5-0 vote, with Senator Shively to carry the bill.
The committee then discussed House Bill 1540, the education savings account/voucher bill. Representatives from the Bank of North Dakota and the Department of Public Instruction explained that they had not been consulted on the original drafting and outlined needed administrative changes, including clarifying the Bank as administrator, using a third-party program manager, involving DPI in rulemaking, adding audit and appeal procedures, and adjusting language on eligible purchases and school disqualification. They also said the current timeline was likely too aggressive to launch by the 2026-27 school year and estimated the program would require about 15 months to implement, with a fiscal note now around $5.1 million.
Members also discussed policy-related amendments on means testing and application timing. Senator Shively proposed a 300% of poverty-level means test and a sign-up period to reduce costs and limit open-ended enrollment, while Senator Axman proposed a tiered approach that would keep all students technically eligible but phase in funding levels by income, preserving access for students who qualify for other federal supports. DPI said it could not currently disaggregate some data by family income and that the appeal process and procurement timeline still needed work. The committee did not move HB 1540 out that morning and instead recessed to continue discussion later after members had time to review the administrative and fiscal issues separately from the means-testing proposals.
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 3/17/26
Judiciary Finance and Civil Law
Transcript Highlights:
- follow the data that's already in law. follow the data that's already in law.
- currently use national data sharing. currently use national data sharing.
- What is that data?
- data to be handled in Minnesota. data to be handled in Minnesota.
- ownership should not be public data. ownership should not be public data.
Keywords:
foreclosure, mortgage, redemption period, homestead, Minnesota Statutes, automated license plate reader, ALPR, license plate recognition, vehicle surveillance, Bureau of Criminal Apprehension, BCA, data privacy, government data practices, law enforcement data, surveillance technology, location data, vehicle tracking, warrant requirement, probable cause, exigent circumstances
MN
Minnesota 2025-2026 Regular Session
House Children and Families Finance and Policy Committee 3/3/26
Children and Families Finance and Policy
Transcript Highlights:
- And the data tells us that, too.
- And the data tells us that, too.
- And the data tells us that, too.
- And the data tells us that, too.
- And the data tells us that, too. better. And the data tells us that, too.
Keywords:
data privacy, investigative data, welfare system, public funds, transparency, child care, licensing, inspections, compliance, program integrity, 1183, house
Summary:
The committee took up House File 3542, authored by Representative Hudson, and first adopted the February 25 minutes. Hudson explained that the bill, as amended in a DE1, would require agencies to disclose to the public, legislators, or the press the existence of certain investigations only after the subject has been notified and the agency has decided to reduce, suspend, or withhold payments. He said the amendment was intended to avoid tipping off subjects before notification while still increasing transparency about investigations involving public funds. A separate A3 amendment was withdrawn after the DE1 was adopted.
Several members questioned the bill’s scope and timing, asking what “existence of an investigation” meant and whether the proposal would disclose information before findings were complete. Hudson clarified that the bill was aimed at identifying who is being investigated, not revealing investigative details. The committee then heard extensive public testimony from child care providers and advocates, who opposed the bill and argued it would expose providers to harassment, threats, and stigma before any findings were made. Testifiers described recent threats, ICE-related disruptions, audits, overpayment findings, and the burden of CCAP compliance, saying the bill would punish providers for paperwork errors and worsen safety concerns, especially for Somali and other providers of color.
A board member of the Minnesota Child Care Association also opposed the bill, saying providers had been chilled from speaking publicly because of death threats and harassment, and warning that disclosure of investigations could intensify that climate. In response, Hudson said the bill was not about targeting child care providers generally and was limited to confirmed ongoing investigations after notice to the subject. The committee then heard from Inspector General Keys, who explained that CCAP investigations are administrative, not criminal, and are based on evidence of repeated errors or financial misconduct rather than intentional fraud. He said the office looks for patterns beyond simple mistakes and that the bill’s notice requirement would not impede investigations. The discussion ended amid a brief procedural dispute over comments directed at Hudson, after which the chair returned to the bill and the Inspector General’s testimony.
TX
Texas 89th Regular
Senate Committee on Water, Agriculture, and Rural Affairs Mar 10th, 2025
Water, Agriculture and Rural Affairs
Transcript Highlights:
- Currently, the harvest data, location data collected from the digital tagging from down to the pinpoint
- of latitude and longitude, as well as the data from the mandatory and voluntary reporting is subject
- If people feel that their data is not protected, they may stop using the digital tagging system or provide
- the confidence to continue to use digital tagging, which helps parks and wildlife collect accurate data
- However, most of the time, the data was summarized on a county level. level which was adequate from a
Keywords:
water rights, treaty compliance, Rio Grande, agriculture, drought, international water, Texas water supply, Texas Parks and Wildlife Department, TPWD, harvest reports, wildlife harvest data, public information act, open records, confidentiality, hunter privacy, angler data, game animals, game birds, fur-bearing animals, nongame animals
TX
Texas 89th Regular
Water, Agriculture, and Rural Affairs Mar 10th, 2025
Water, Agriculture and Rural Affairs
Transcript Highlights:
- Currently, harvest data and location data collected through digital tagging include pinpoint latitude
- and longitude, along with data from mandatory and voluntary reporting.
- That location data, down to the pinpoint of latitude and longitude, as well as data from mandatory and
- If people feel their data is not protected, they may stop using the digital tagging system or provide
- However, most of the time the data was summarized.
Keywords:
water rights, treaty compliance, Rio Grande, agriculture, drought, international water, Texas water supply, Texas Parks and Wildlife Department, TPWD, harvest reports, wildlife harvest data, public information act, open records, confidentiality, hunter privacy, angler data, game animals, game birds, fur-bearing animals, nongame animals
Summary:
The Senate Committee on Water, Agriculture, and Rural Affairs met without a quorum at first, then later established quorum and proceeded with testimony and votes. Senate Bill 1248, by Chair Perry, was explained as a narrow Open Records Act exception to protect harvest report location data collected through Texas Parks and Wildlife’s digital tagging system. Support testimony came from Matt Wagner of the Texas Chapter of The Wildlife Society, who said the bill would protect private land and sensitive biological information while preserving useful wildlife data. No one testified against the bill, and it was left pending until later in the meeting.
The committee then heard Senate Concurrent Resolution 13, which urges the State Department and the International Boundary and Water Commission to press Mexico to comply with the 1944 Water Treaty and deliver its share of Rio Grande water. Senator Hinojosa, farmers, municipal officials, and other witnesses described severe water shortages in South Texas, low reservoir levels, crop losses, the closure of the Valley sugar industry, and the need for alternative supplies such as desalination, reuse, and drainage-runoff projects. Members also discussed treaty enforcement, regional drought, and the role of cartels and Mexican water storage, while emphasizing that Texas must also invest in its own water infrastructure.
The committee also considered Senate Bill 740, which the committee substitute amended to require the Public Utility Commission to adopt a standardized application form for system improvement charges and complete related rulemaking by September 1, 2026, applying only to applications filed on or after that date. Members discussed concerns about water wholesalers using the process to delay cases and drive up costs, and the need for more transparency and PUC resources. The committee voted to adopt the substitute and report SB 740 favorably. After returning to the earlier items, the committee voted SB 1248 out favorably and recommended it for the local and uncontested calendar, and voted SCR 13 out favorably as well. The committee then recessed subject to the call of the chair.
MN
Minnesota 2025-2026 Regular Session
House Judiciary Finance and Civil Law Committee 3/18/25
Judiciary Finance and Civil Law
Transcript Highlights:
- ensures that private data stays private during the data challenge appeals process.
- ensures that private data stays private during the data challenge appeals process.
- as non-public or private data.
- data on every purchase we make, so they can data mine that and resell that for a profit.
- <01:26:07.800>
is the data Practices Act if the data is the data Practices Act if the data
Keywords:
veterans, veterans affairs, State Soldiers Assistance Program, Veterans Stable Housing Initiative, MAXIS, human services data, data sharing, eligibility verification, informed consent, private data, benefits coordination, veteran housing, veteran assistance, Department of Human Services, Children Youth and Families, state benefits, federal benefits, privacy, public assistance, foreclosure