Video & Transcript Research : 'AI bias'
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OK
Oklahoma 2026 Regular Session
Government Modernization and Technology Apr 6th, 2026 at 03:00 pm
Government Modernization and Technology
Transcript Highlights:
- Systems must disclose to minors that they are interacting with an AI, not a human.
- So the final version of House Bill 3544 we ended up with was dealing only with social AI companions,
- which is a very narrow scope of AI.
- This bill in particular is going to deal with a broader set of AI things that you'd be used to, like
- self-harm, and to also again notifying minors that this is not a human you're interacting with, this is an AI
Bills:
SB1521
Keywords:
artificial intelligence, AI, generative AI, chatbot, conversational AI, companion AI, AI companion, virtual companion, chatbot regulation, minor safety, child online safety, parental controls, content moderation, self-harm, suicidal ideation, crisis intervention, mental health claims, romantic AI, emotional dependence, app store
OK
Oklahoma 2026 Regular Session
Technology and Telecommunications REVISED Feb 19th, 2026 at 10:00 am
Technology and Telecommunications
Transcript Highlights:
- In 2022, AI couldn't do basic arithmetic reliably.
- Some of the best engineers in the world said that they had handed over most of their coding work to AI
- AI could do it. Then it went up to an hour. And now we're in the period of days.
- So we're specifically referencing AI companions that attempt to simulate or replicate human emotion.
- And I believe it was Character AI, but regardless of which one it was, she and her team created some
Keywords:
security breach, data breach, cybersecurity, breach notification, privacy, consumer protection, class action, civil liability, Attorney General, district attorney, financial institution, banking regulator, data security, reasonable safeguards, breach notice, Oklahoma Consumer Protection Act, artificial intelligence, AI, generative AI, chatbot
TX
Transcript Highlights:
- Implicit bias, also known as unconscious bias, refers to the unconscious attitudes and stereotypes that
- A potential solution to counter implicit bias in our judicial system is implicit bias training.
- and uncommon. conscious bias.
- step to reducing the impact of implicit bias.
- This is bias.
Bills:
HB 1181, HB3704, HB1363, HB1610, HB1615, HB1620, HB3223, HB1317, HB2884, HB2176, HB4027, HB1664, HB933, HB2613, HB3353, HB2086, HB4101, HB3441, HB4145, HB3455
Keywords:
judiciary, judges, justices, retired, legal assignments, judicial conduct, notary public, criminal offense, education requirements, official documents, record retention, implicit bias, bias training, judicial training, judge education, court personnel, continuing legal education, CLE, state bar, Texas Court of Criminal Appeals
TX
Transcript Highlights:
- It's amazing what can happen in inherent bias whenever you walk through family court.
Bills:
HB 1181, HB3704, HB1363, HB1610, HB1615, HB1620, HB3223, HB1317, HB2884, HB2176, HB4027, HB1664, HB933, HB2613, HB3353, HB2086, HB4101, HB3441, HB4145, HB3455
Keywords:
judiciary, judges, justices, retired, legal assignments, judicial conduct, notary public, criminal offense, education requirements, official documents, record retention, implicit bias, bias training, judicial training, judge education, court personnel, continuing legal education, CLE, state bar, Texas Court of Criminal Appeals
US
US Federal 2025-2026 Regular Session
Business meeting to consider certain pending nominations. May 1st, 2025 at 09:15 am
Senate Judiciary
Keywords:
committee meeting, nominations, Brett Shumate, John Eisenberg, Mr. Martin, Department of Justice, political bias, law enforcement
Summary:
The committee meeting was focused on the nominations of Brett Shumate and John Eisenberg for significant positions within the Department of Justice. Notable discussions arose over recent public disclosures that questioned the integrity of the nomination process, particularly surrounding Mr. Martin, a candidate whose past comments and associations have raised concerns among committee members. Tensions flared as members addressed potential biases and the implications of Martin’s statements regarding law enforcement and political groups. The meeting concluded with several committee members advocating for more thorough scrutiny of nominations to ensure the integrity of the process.
KY
Kentucky 2026 Regular Session
Artificial Intelligence Task Force (9-10-24)
Keywords:
KY LRC YouTube, https://www.youtube.com/watch?v=k8DT1ckEVrg, 2026-06-21T07:17:08+00:00, 2.2.24, Data collected via generic collector engine, Meeting Start: 00:00:17
Attendance Roll Call: 00:00:41
Approval of Minutes: 00:01:13
Use of AI in the Healthcare System: 00:01:38
Cody Bumgardner, Director, Center for Applied AI
Use of AI by Elevance Health DBA Anthem, Inc.: 00:37:30
Hope McLaughlin, Senior Director of Government Relations, Elevance Health
Anthony Rodriguez, Director, AI Strategy & Planning, Elevance Health
Use of AI by the Cabinet for Health & Family Services: 01:10:06
Jennifer Harp, Executive Director, Office of Application Technology Services, Cabinet for Health & Family Services
Ruth Day, Chief Information Officer, Commonwealth Office of Technology: 01:01:41
Adjournment: 01:28:23, 958, all, 2.2.42, 2.1.47
AL
Alabama 2025 Regular Session
Alabama House Commerce and Small Business Committee Feb 19th, 2025
Commerce and Small Business
Transcript Highlights:
- advertising, and this bill would eliminate the third party of those media groups that use a political bias
- That's all this bill does; it just removes the political bias.
- You just want it to be a fair playing field where you remove all bias.
- This is just taking... ...removing all bias and just taking the politics out of it completely.
- So this would not let the state agency enter into a contract that has that political bias.
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
MS
Mississippi 2026 Regular Session
AI Task Force - Room 216, 14 July, 2026; 8:00 AM
MS
Mississippi 2026 Regular Session
AI Task Force - Room 216, 13 July, 2026; 1:00 PM
MN
Minnesota 2025-2026 Regular Session
Commerce Committee Meeting - 2026-04-07
Commerce Finance and Policy
Transcript Highlights:
- And so this would be kind of the same thing as a certification program for AI.
- determine what AI products are safe, determine what AI products are safe, secure<01:33:36.000>
and - demonstrate independence from the AI demonstrate independence from the AI industry<01:35:17.880>
- <01:35:25.720>
companies ties to the AI companies ties to the AI companies and<01:35:27.240 - the safety of their AI system. the safety of their AI system.
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
HI
Hawaii 2026 Regular Session
ECD Public Hearing - Fri Apr 17, 2026 @ 8:30 AM HST
Economic Development & Technology
Keywords:
SCR184, Senate Concurrent Resolution 184, Hawaii Civil Rights Commission, HCRC, civil rights, anti-discrimination, algorithmic decision making, automated decision making, artificial intelligence, AI bias, machine learning, employment screening, tenant screening, housing discrimination, credit decisions, lending discrimination, public benefits eligibility, state services, equal opportunity, algorithmic discrimination
Summary:
The committee met in Room 430 on April 17 at 8:30 a.m. and heard several resolutions focused on Hawaii’s sister-state and international relationships. Measures discussed included SCR 184, SCR 169 SD1, SCR 47, SCR 57 SD1, SCR 170 SD1, and SCR 163 SD1. Testimony generally supported expanding or formalizing ties with Japanese prefectures and other partners, including Yamaguchi, Okayama, and Aotearoa/New Zealand, as well as maintaining the Hawaii-Taiwan relationship. DBED’s Dennis Ling explained that sister-state agreements provide a framework for broader government, nonprofit, and private-sector relationships, and cited existing exchanges in transportation, health, education, culinary rice development, biosecurity, and food innovation. Catherine Stanway of the Division of Forestry and Wildlife supported the Aotearoa measure for predator control, biosecurity, and conservation cooperation. Jerry Chang of the Taipei Economic and Cultural Office testified in support of the Taiwan resolution, noting 33 years of sister-state ties and ongoing cooperation in education, culture, economy, and disaster management.
One witness raised a concern about language in SCR 57 SD1 related to double taxation, saying that portion did not relate to the sister-state relationship, but the committee chose not to amend the measure to avoid possible delay or conference issues. A committee member also asked about how sister-state relationships work and whether other states have similar country-level arrangements; Ling said Hawaii has an MOU with Israel and mentioned Singapore as another possible partner, while noting that such arrangements often depend on the governor and are not standardized across states.
After testimony, the committee voted to recommend passage of all measures as is. SCR 184, SCR 169 SD1, SCR 47, SCR 57 SD1, SCR 170 SD1, and SCR 163 SD1 were all adopted by the committee without amendments. Some members were excused during the hearing, and the meeting adjourned after the final vote.
TX
Texas 89th Regular
S/C on Disease Prevention & Women's & Children's Health Apr 24th, 2025
S/C on Disease Prevention & Women's & Children's Health
Keywords:
maternal health, mortality review, health committee, obstetrics, public health, Medicaid, cancer treatment, healthcare reimbursement, physical therapy, dental services, protheses, compression garments, mortality, morbidity, doula services, disparities, Black women, maternal mortality, health disparities, socioeconomic status
AZ
Arizona 2026 Regular Session
02/12/2026 - House Artificial Intelligence & Innovation
Artificial Intelligence & Innovation
Transcript Highlights:
- It's about getting people out of their prejudice and their bias.
- I It's about getting people out of their prejudice and their bias.
- Martinez, my first thought is, use AI and copyright that.
- to succeed in an AI-driven future.
- AI is here. Data centers are here. We need more energy.
Keywords:
artificial intelligence, disclosure requirements, data privacy, minor protection, online safety, HB2371, Arizona divorce, family law, dissolution of marriage, AI arbitration, AI-assisted arbitration, automated dispute resolution, online arbitration, binding determination, recommendation, superior court appeal, de novo review, marital dissolution, spousal consent, minor children
Summary:
The committee met in a special morning session and first heard HB 2371, a pilot proposal to allow consenting divorcing parties without minor children to use AI-assisted arbitration in simple divorce cases. Rep. Martinez described it as a voluntary, fairness-focused tool for people who cannot afford lawyers, with the judge retaining final authority. Members raised concerns about the bill’s binding-language, privacy, and the need for clearer guardrails on assets and support, but the sponsor said amendments were welcome. The committee voted 7-0 to give HB 2371 a do pass recommendation.
The committee then took up HB 2311, which requires conversational AI systems to notify minors they are interacting with AI, restrict sexual content, prohibit deceptive human impersonation, and require self-harm response protocols. Google testified in support, saying its Gemini product already uses similar safeguards and that the bill would set an industry-wide floor; a speaker also noted similar measures are being considered in several other states. After adopting a committee amendment clarifying customer-service AI and limiting developer liability, the committee voted 7-0 to recommend HB 2311 do pass as amended.
Next, the committee heard HB 2409, creating a voluntary statewide summer AI education program focused on digital hygiene, civic integrity, privacy, media literacy, critical thinking, and algorithmic bias. Supporters argued Arizona needs to prepare residents for AI-driven job disruption and help people use the technology to become more self-sufficient, while opponents objected to the program’s funding and potential unfunded mandate to the education department. The bill passed 4-3. HB 2410, which would treat communications with AI as privileged like communications with human professionals, also passed after testimony from the sponsor and a criminal defense advocate who argued the measure would protect sensitive legal and personal conversations; the vote was 6-0 with one member present.
The committee then approved HB 4005, requiring school districts and charter schools to provide instruction on ethical, moral, and educational uses of AI, by a 4-2-1 vote after some members said schools lacked resources and should not be mandated to add curriculum without funding. Finally, the committee considered HB 2456 and HB 2457, both related to small modular nuclear reactors and utility siting/streamlining for energy development tied to large power users. Supporters framed them as necessary for future energy demand, data centers, and economic growth, while opponents raised concerns about local zoning authority and environmental oversight. Both bills were amended and advanced on 4-3 votes, and the meeting adjourned after the final roll calls.
OK
Oklahoma 2026 Regular Session
House of Representatives Second Regular Session of the 60th Legislature Day 35 Apr 6th, 2026 at 01:30 pm
Oklahoma House Floor Meeting
Bills:
HR1037, HR1043, SB1491, SB1451, SB1286, SB1581, SB1521, SB201, SB1290, SB169, SB1377, SB1991, SB1346, SB1509, SB1928, SB2028, SB2071, SB2110, SB2117, SB2127, SB2134, SB722, SB3
Keywords:
National Poetry Month, poetry, education, cultural celebration, arts and humanities, child abuse, prevention, community support, family safety, child welfare, presidential electors, vacancies, oath of office, political party, elections, voter registration, election integrity, Secretary of State, cancellation of registration, gender neutrality
HI
Keywords:
foreign influence, campaign finance, contributions, state elections, transparency, election integrity, criminal offense, natural resources, tree protection, state property, environment, land use, boundary amendment, administrative fines, Land Use Commission, infrastructure compliance, highway safety, driver's license, administrative revocation, alcohol-related offenses
Summary:
The Judiciary Committee met in decision-making only session and considered several Senate bills, generally following recommendations to pass measures with or without amendments. SB 2981 would prohibit minimum off-street parking requirements for new development in urban districts and was adopted unamended, with Senator Awa voting no. SB 2982, which bars foreign entities and foreign-influence business entities from making election-related contributions or expenditures, was adopted with an amendment adopting Attorney General language for required advertisement statements.
The committee also advanced SB 2983, creating a misdemeanor offense for criminal destruction of a tree on state or county property; one member opposed it, suggesting a replanting requirement would be a better environmental remedy, but the bill was still adopted unamended. SB 2986, concerning Land Use Commission authority to amend or revise district boundary amendment decisions when conditions are not met, passed with an amendment addressing a defective effective date. SB 2991, on driver’s license revocations for certain alcohol-related offenses and re-examination requirements, passed with amendments clarifying revocation orders and re-examination procedures.
Members then approved SB 3001, which regulates conversational artificial intelligence services by requiring disclosures and protocols to prevent suicidal ideation, with amendments incorporating AG and OCP recommendations, including a personal data definition and broader data minimization language. SB 3010, allowing officials and in some cases private citizens to enter unattended vehicles to protect endangered pet animals, passed with amendments. The committee also adopted SB 3014 on higher fines for taking or harassing protected turtles, SB 3032 clarifying beach and marine deposit prohibitions, and SB 3033 allowing petitions to review beach structure integrity despite a bad effective date; Senator Awa again voted no on SB 3033. The meeting adjourned after the committee noted a later joint hearing with Ways and Means.
KY
Kentucky 2026 Regular Session
Interim Joint Committee on Tourism, Small Business, and Information Technology (7-31-23)
KY
Kentucky 2025 Regular Session
Interim Joint Committee on Education (9-16-25)
Transcript Highlights:
- skills that AI is always going to lack, like the ability to assess the ethics of AI systems and bias.
- assess the ethics of AI systems and bias.<00:29:02.720>
Um <00:29:03.039>and <00:29:03.200 - for AI.
- for AI.
- for AI.
Keywords:
Call to Order and Roll Call - 0:25
Approval of Minutes – 3-50
2025 RS SB 253 – 4:25
Computer Science and AI Literacy – 27:36
Fayette County School District Budget Update – 51:46
Adjournment – 2:09:46, 958, all
Summary:
The committee first handled routine business, including roll call, introductions, and approval of the previous meeting minutes by voice vote. It then heard a presentation on SB 253, focused on expanding support for teacher apprenticeship and teaching-and-learning pathways. Senator Hickman and staff from the Kentucky Department of Education and Nelson County Schools described how the program uses dual credit, work-based learning, and registered apprenticeship to help students earn an associate degree in high school and continue toward a teaching degree. They said the goal is to address the teacher shortage by creating a sustainable pipeline into the profession.
Witnesses emphasized that the main barrier is cost. Mary Taylor said Kentucky’s youth apprenticeship model has been successful in other fields and that education should be added as an in-demand sector, but an associate degree alone will not solve the teacher shortage because teachers still need a bachelor’s degree and certification. Laura Arnold of Nelson County Schools described the district’s Lead Nelson program, saying the district has invested more than $800,000 since 2021, currently has 37 students in the pathway and seven committed apprentices, and spends about $85,000 per apprentice from freshman year through certification. She said district staffing, planning, and university partnerships are also significant hurdles. Members asked about job guarantees, tenure, and retirement; Arnold said employment is performance-based and retirement issues are being considered.
Senator Hickman said the bill would use lottery funds to help cover tuition and dual credit costs so more districts can participate, noting that a prior version died because of a high fiscal note. Representative Payne and Representative Tipton praised the program but stressed the need for funding and noted inconsistencies between statute and budget language on Work Ready Kentucky and dual credit support. Representative Tipton also cautioned that lottery revenue may not keep pace with demand and said the General Assembly may need to make broader funding decisions. After the apprenticeship discussion, the chair moved the committee to the next agenda item on computer science and AI literacy, where Code.org began a presentation on the importance of computer science for all students.
TX
Bills:
HB 12, HB 149, SB 229, SB 1361, SB 1749, SB 1897, SB 2113, SB 2566, SB 2677, SB 1652, SB 2327, SB 2344, SB 2696
Keywords:
artificial intelligence, regulation, biometric data, ethical AI, consumer protection, AI governance, automobile sales, finance, retail seller, motor vehicle purchase, motor vehicle sales, pricing restrictions, third-party financing, education, funding, student assessment, accountability, standards, motor vehicle, financing
KY
Kentucky 2025 Regular Session
Artificial Intelligence Task Force 2025 (8-14-25) - Reupload
Transcript Highlights:
- <00:25:22.400>
uh lot I've been going to several AI uh lot I've been going to several AI uh - <00:41:49.200>
So, <00:41:49.280>a and invented AI. So, so open AI. - So, a and invented AI. So, so open AI.
- and AI data centers.
- At the end of the day, the cost of AI is the cost of power. The cost of AI is the cost of power.
Keywords:
Meeting Start - 00:00
Roll Call – 00:15
Approval of Minutes of the July 15, 2025, Meeting 00:55
Helping Power Kentucky’s Growth – 01:25
Powering and Deploying AI – 41:00
Fueling America’s Intelligence – 56:12
Adjournment – 01:10:37, 958, all
Summary:
The Artificial Intelligence Task Force met with a quorum, adopted prior meeting minutes, and then focused on energy policy and economic development as they relate to AI and data centers. John Bevington of LG&E and KU, introduced by Caroline Clark of LG&E/KU and PPL, described the utility’s Kentucky-only service territory, vertically integrated system, 1.3 million customers, and about 7.5 gigawatts of generating capacity. He said the company has supported 76 Kentucky projects in 2024 totaling about $3 billion in announced investment and roughly 3,000 jobs, with a large share of statewide announcements occurring in its service area.
Bevington said LG&E and KU’s current project pipeline is unusually strong, totaling about 170 projects and 8.5 gigawatts of requested power, with data centers accounting for about two-thirds of that demand. He broke the pipeline into existing customer expansions, new-to-Kentucky projects, and 20 data center projects representing about 5.6 gigawatts of potential load. He highlighted a Louisville data center project by PO Development Company and Powerhouse Data Centers that has announced a 400-megawatt facility and may expand to 525 megawatts, estimating that such a project could represent about $4 billion in investment. He also explained that large data centers generally must locate near transmission lines and that utilities must conduct studies, order long-lead equipment, and secure reimbursement commitments before proceeding so other customers are not harmed.
Members asked about how Kentucky compares with other states, the size of data center projects, and whether regulatory reform is needed. Bevington said the 20 projects reflect current Kentucky interest, which he attributed in part to the state’s sales tax exemption for data centers, and noted that states like Ohio have had similar incentives for years. In response to questions from Senator Thomas, he confirmed that data centers can vary in size and said the state should have a regulatory environment that supports economic development, while emphasizing that the benefits would flow to the state, local communities, and schools rather than just the utility. He also cited national and regional data suggesting data centers generate indirect jobs and tax revenue, and said LG&E and KU are investing in transmission, reliability, solar, and gas generation projects, including proposed additional 645-megawatt natural gas units and other system upgrades, to meet expected demand.
KY