Video & Transcript Research : 'AI integration'

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TX

Texas 89th Regular

Trade, Workforce & Economic Development Apr 9th, 2025

Trade, Workforce & Economic Development

Transcript Highlights:
  • We are in the era where realistic photos, videos and audios can be generated, altered by AI in seconds
  • data, metadata embedded in media files that shows when and how the content was created and whether AI
  • their image to include C2PA. 566 how the file was created, modified, including whether it was used, AI
  • More definitions were expanded to clarify, define artificial intelligence system or grid. generative AI
  • the provenance metadata is available and it exists as when the content was created, modified, which AI
TX
Transcript Highlights:
  • These requirements put our children at risk and undermine the integrity of investigations.
  • Students are using AI to generate sexually explicit photos of other students, and child predators are
  • A student used AI to generate nude photos of another student, a 14-year-old female.
  • Any photos—pictures from a past Instagram post—with my clothes stripped off using an AI tool.
  • An AI curriculum needs to be implemented in today's school systems all around the world.
TX
Transcript Highlights:
  • kind of siloed in child care or education whatever and so We appreciate you bringing us the more integrated
  • She was fired from her job and even after this was proven to be fake prior to AI images.
  • That's whether it's AI, that's whether it's real, that's whether they were distributed. voluntarily or
  • These additions strengthen the financial integrity of self-funded student health plans and ensure they
TX

Texas 89th Regular

State Affairs Mar 12th, 2025

State Affairs

Transcript Highlights:
  • on the integrity of the poles? They do, yes.
  • increase the loading on the pole, and the pole loading. is typically a factor in the structural integrity
  • We're typically assessing the structural integrity of the pole. shipping away at it.
  • If you see something bad, just carve a little bit out like a cancer. and weaken the structural integrity
  • from escalating cost by de-risking wildfire prone areas and third we should preserve the financial integrity
TX

Texas 89th Regular

State Affairs Mar 12th, 2025

State Affairs

Transcript Highlights:
  • If you're dealing with AI, I would ask you what AI is, but it's the new reality in this world.
  • AI is used. Free and fair elections form the bedrock of our Constitution.
  • and sounded the alarm about a lot of this stuff, especially AI.
  • AI in elections. The feds were mentioned a little while ago.
  • We talked a lot about AI deep fakes this morning.
HI

Hawaii 2026 Regular Session

CPC Public Hearing - Tue Apr 7, 2026 @ 2:00 PM HST

Consumer Protection & Commerce

Transcript Highlights:
  • the world's increasing waste stream is clearly unsustainable and detrimental to the environmental integrity
Summary: The committee heard several resolutions and one bill focused on energy reliability, utility infrastructure, insurance, tenant rights, and home health licensing. On the energy side, members heard HCR 203/HR 193 on a status update for the Hawaii Electric Reliability Administrator, HCR 204/HR 194 on a comprehensive PUC analysis of cost reduction and risk, and HCR 202/HR 192 creating a legislative task force on future energy pathways. Testimony on the energy measures was generally supportive from the PUC, DCCA’s Division of Consumer Advocacy, the Hawaii State Energy Office, and the Office of Hawaiian Affairs, with OHA urging that equity, native Hawaiian impacts, and public trust resources be considered alongside cost savings. The committee also heard HCR 125/HR 117 on coordinating with utilities to address aging utility poles and lines along Farrington Highway and other high-risk corridors; Hawaiian Electric supported the measure, Hawaiian Telcom and Charter Spectrum said much of the work is already underway and questioned whether the resolution was necessary, and committee questioning focused on existing double-pole tracking and the role of DOT and the PUC. The committee then took up HCR 137/HR 129 on timely reimbursement of health care claims under the clean claims statute. The DCCA Insurance Division and the Hawaii Insurers Council opposed the measure as drafted, saying it could be read to require payment beyond policy limits and could raise premiums or reduce market participation. United Policyholders supported the measure, arguing it would simply give policyholders more time to collect benefits they already purchased, and clarified that it was not intended to increase coverage beyond policy limits. The committee later amended the resolution to direct the DCCA Insurance Division to prioritize investigation and enforcement of clean claims complaints. In the decision meeting, the committee recommended and adopted passage of HCR 203/HR 193 as is, HCR 204/HR 194 with an amendment removing the eighth whereas clause, HCR 202/HR 192 with an amendment adding a committee representative to the task force, HCR 125/HR 117 as is, and HCR 137/HR 129 with amendments. The committee also heard SB 2960 SC1 on property insurance, which would extend the time policyholders have after a declared disaster to document replacement-cost claims. The Insurance Division and Hawaii Insurers Council opposed it, warning it could force coverage beyond policy limits and increase premiums, while United Policyholders supported it and said it would help disaster survivors recover benefits they already paid for; members questioned whether similar laws in other states had caused premium spikes and clarified that the bill was not intended to exceed policy limits. The committee also heard SB 2347 SD1 on multilingual tenant-rights notices, with OHA, Hawaii Appleseed, and others supporting the bill but urging restoration of language requiring landlords to directly provide the notice at lease signing. Finally, SB 2272 SD1 HD1 on home health licensing drew support from the Department of Health, SHPDA, and the Health Care Association of Hawaii, with the association requesting an effective date amendment; testimony explained that the bill would allow state licensing compliance to be demonstrated through CMS-approved accreditation or certification surveys, potentially reducing duplication and freeing state resources.
OK

Oklahoma 2026 Regular Session

Senate Legislative Session Apr 16th, 2026

Oklahoma Senate Floor Meeting

Summary: The Senate opened with roll call, prayer, and several gallery introductions recognizing guests and honorees, including the Medford Cardinals football team for their academic and athletic success, Guthrie Day, the Oscar J. Upham post office designation, the OKC Spark professional softball team, the Elks organization, and the YMCA’s 175th anniversary. Senators also welcomed a new intern and acknowledged Senator Carl McDowell’s return to the chamber. Most of the early floor time was devoted to ceremonial citations and concurrent resolutions, all of which were adopted without recorded opposition. The chamber then moved through a series of Joint Committee Reports and third-reading votes on appropriations and related measures. HB 4031 reauthorized $41 million for previously approved ODAA projects and passed 36-8, declared an emergency. HB 4032 redirected industry fees to the Department of Mines and passed 34-11, emergency. HB 4034 appropriated $142,137 for salary increases for certified shorthand reporters and passed 45-0, emergency. HB 4036 transferred $5 million from the Film and Oklahoma revolving fund to a new sitcom-related revolving fund and passed 30-15. HB 4037 raised the Ethics Commission Fund retention cap from $150,000 to $250,000 and passed 45-0, emergency. Several transportation, health, and public safety measures also advanced. HB 4038 moved $5 million for the eight-year road plan and additional project funding, passing 28-17 and then as an emergency measure after vote changes. HB 4040 set up cash-flow funds for the State Department of Health’s $223 million federal award and passed 45-0, emergency. HB 4041 appropriated $2.25 million to the Attorney General, including $2 million for a trafficking victim pilot program and $250,000 for a public safety technology fund, and passed as an emergency. HB 4042 appropriated $500,000 for the Commerce census revolving fund and passed 35-9. HB 4043 transferred $1 million to Emergency Management for Oklahoma Task Force 1 and passed 44-0, emergency. The most extended debate centered on HB 4045 and HB 4046, which expanded and funded the Military Readiness, Innovation, Education, and Aviation program. Supporters said the measures would help military bases, schools, infrastructure, simulation training, and defense-related economic development; critics questioned the broad language, lack of detail, and whether the projects fit a broader strategy. HB 4045 passed 37-7 and HB 4046 passed 39-7, both as emergency measures. HB 4047 funded Commerce projects including housing for aged-out foster youth, the State Fair, a university upgrade, and a COG-related economic development request; it passed 30-16 and then 40-6 as an emergency. HB 4048 appropriated $13 million for transportation infrastructure, drew criticism for bypassing the eight-year plan, and passed 36-10 before being declared an emergency. Finally, HB 4030, the Education Budget Limits Bill, was explained in detail, including $43.75 million for the Strong Readers formula, $5 million for literacy coaches, and $5 million for a charter school revolving loan fund; after questions about bonds, charter schools, and the revolving fund, it passed 39-5 and was declared an emergency measure.
CA
Transcript Highlights:
  • I'm going to learn larger AI integration that will be exploring this afternoon.
  • integrate AI fluency into curricula, strengthen critical thinking, and promote ethical use of AI.
  • State will further help them consider how to integrate AI into critical courses.
  • The integration of AI from a student perspective, working with the AI faculty fellows.
  • , there'd been a report from the Gen AI Committee, that integration was great.
Summary: The Assembly Committee on Higher Education and the Assembly Privacy and Consumer Protection Committee held an oversight hearing on the California State University’s AI-empowered initiative, including the systemwide rollout of ChatGPT EDU and broader AI integration across CSU campuses. Opening remarks emphasized both the promise of AI for student success, workforce preparation, and access, and the need to address risks such as bias, privacy, misinformation, environmental impacts, and mental health harms. CSU representatives said the initiative grew out of Academic Senate recommendations and a systemwide generative AI committee, and that the goal was to provide equitable access, training, governance, and workforce alignment across the 23-campus system. CSU officials described systemwide contracts for AI tools, the AI Commons training hub, and faculty grant programs supporting AI-related curriculum innovation. They said more than 93,000 ChatGPT EDU accounts had been activated, over 4,300 faculty had taken voluntary training, and $3 million had been awarded to 63 faculty-led projects from more than 400 submissions. San Jose State University highlighted its own AI-focused programs, courses, orientation training, faculty fellows, student ambassadors, and interdisciplinary efforts to build AI literacy and responsible use into instruction and co-curricular programs. CSU also said it was tracking metrics on adoption, academic outcomes, workforce outcomes, and environmental impacts. Faculty, staff, and student representatives welcomed the educational potential of AI but raised concerns about the rollout, saying it had moved quickly and without enough consultation or consistent systemwide policy. They urged stronger protections for academic freedom, intellectual property, privacy, equity, and worker input, and warned about bias, surveillance, job displacement, and the environmental cost of AI. Legislators pressed CSU and OpenAI representatives on training requirements, data privacy, bias reporting, discipline for misuse, liability, sycophancy, and safeguards against harmful uses such as non-consensual imagery or self-harm-related interactions. CSU said interactions in the licensed tool are private, data are not used to train models, and campuses retain their own conduct processes; members also asked CSU to follow up on systemwide training, policy consistency, and additional safeguards.
FL

Florida 2025 Regular Session

March 5, 2025 - 10:15 AM

Transcript Highlights:
  • So a little bit about the way that AI is great, right? AI is a pretty cool thing.
  • AI is there to supplement, right? AI is there not to replace.
  • And that comes back to AI fluency and AI literacy, making sure the adoption of AI happens across the
  • And that comes back to AI fluency and AI literacy, making sure the adoption of AI happens across the
  • And now this is the next iteration of projects that we'll see coming down the line with AI integration
Summary: The subcommittee met to hear a panel discussion on artificial intelligence and automation in Florida government. Panelists from Worldwide Technology, OpenAI, the James Madison Institute, and the Florida Digital Service described AI as a tool to improve efficiency, constituent services, fraud detection, translation, HR workflows, public safety, and regulatory review, while emphasizing that AI should supplement rather than replace workers. They also stressed the importance of data readiness, workforce training, governance, and having existing technology systems and policies in place before broader deployment. Members asked about public records concerns, vendor vetting, model integrity, and how to balance innovation with privacy and security. Chief Schoonover said agencies are already using or exploring AI in areas such as Medicaid analysis, environmental data, emergency management, tax forms, and child support, and noted that the Digital Service publishes prohibited vendor and application lists. OpenAI discussed its red teaming, safety evaluations, privacy controls, and government products such as ChatGPT Gov, and said it does not train on personal data or target users with ads. The committee also discussed concrete examples of efficiency gains, including reduced call times, faster translation turnaround, and streamlined HR classification work, as well as concerns about job disruption and constituent access. In closing, members raised data center infrastructure and energy needs, with panelists noting that AI depends on substantial compute, power, cooling, and utility capacity. The chair concluded by encouraging continued dialogue and noting that future AI legislation should be targeted to specific problems rather than overly broad.
WA
Transcript Highlights:
  • hones in on integrating AI in the classroom.
  • As we integrated AI into our standards, there was a holistic approach to...
  • AI into our standards, there was a holistic approach to integrating the guidance into the standards.
  • Our team participates in many different efforts to support AI integration, including we have folks on
  • We are here to tell you about our AI integration journey.
Summary: The committee met to hear an overview of Washington’s alternative learning experience (ALE) programs and then an update on artificial intelligence in schools. OSPI’s Anissa Sherritt explained that ALE is a course-level funding designation for instruction that occurs partly or wholly away from the traditional seat-time model, with online, site-based, and remote course types. She emphasized that ALE is still basic education, subject to the same public school requirements, and that OSPI provides technical assistance, annual reporting review, and program reviews. Representatives from several programs described different models: Washington Virtual Academy (a large online ALE operated through Omak School District and partnered with for-profit Stride), Columbia Virtual Academy in Valley School District (a district-run, nonprofit online/remote program), Pearl in Quilcene (a K-8 remote parent partnership program), and River Home Link in Battleground (a site-based hybrid program). They discussed student supports, special education, enrichment, family choice, transportation, and how they measure outcomes. Members asked for follow-up information on funding, demographics, racial and ethnic data, multilingual learners, and post-graduation outcomes, and OSPI agreed to provide additional data where available. The committee then heard from OSPI and several districts about AI guidance and implementation. OSPI’s Holly Ryan Calloway described the agency’s human-centered AI framework, three guidance documents for schools, statewide professional learning, an AI innovation summit, and new AI literacy and informatics course frameworks and CIP codes. Quincy School District described a multi-year effort to integrate AI by centering student needs, creating district policy and classroom guidance, and training teachers to use AI responsibly while building an AI readiness plan from elementary through high school. Peninsula School District described its AI action research team, teacher professional learning, and classroom uses of generative AI to support science instruction, communication, and prompt engineering, while stressing that AI should enhance rather than replace learning. Members raised questions about privacy, energy and water use, prompt engineering, workforce and university connections, and the need for clear standards and ongoing educator training. No votes were taken.
KY
Transcript Highlights:
  • AI or how to support AI or how integrate AI or how to support AI or how to<00:08:57.520><c> provide<
  • that integrate AI.
  • And so, and and also, one integrate AI.
  • </c> that AI concepts are being integrated that AI concepts are being integrated into<00:25:11.280><c
  • Now, integrating AI into the classroom.
Keywords: 958, all
Summary: The Artificial Intelligence Task Force met and adopted the prior minutes before turning to AI in education. Jeff Gagne of the Southern Regional Education Board described SREB’s Commission on AI in Education, which has organized its work into committees on policy, K-12 instruction, postsecondary instruction, and skills development. He highlighted eight commission recommendations covering statewide AI networks, targeted guidance for different user groups, professional development, standards and curricula, local capacity assessments, risk management, procurement, and AI-ready workforce skills. He also emphasized that states need more specific guidance for students, teachers, faculty, administrators, and parents, and that training is essential because many educators have not been prepared to use AI in instruction. Gagne also summarized two recent SREB reports: one on AI-ready workforce skills and one on AI use in K-12 classrooms. The workforce report recommends embedding AI across standards, strengthening computer science and digital learning standards, collaborating with industry and workforce agencies, building AI competencies into training and upskilling, providing educator professional development, and monitoring readiness. He said the report identifies three skill areas: success skills, industry baseline skills, and technical skills. The classroom guidance report promotes responsible AI adoption, with four pillars focused on increasing cognitive demand, streamlining teaching and administrative work, supporting personalized learning, and developing ethical AI users. He also noted that the report includes an AI procurement tool for school districts. Members thanked Gagne for providing outside examples and resources. One member noted JCPS has an introductory AI professional development offering for educators. Gagne said Kentucky’s David Couch serves on the SREB commission and that the commission’s member list and reports are available on SREB’s website. The committee then heard from Travis Powell of the Council on Postsecondary Education, who said CPE had surveyed campuses and found that Kentucky institutions have broadly embraced AI in teaching, research, student services, and administrative operations. He said all institutions have AI-focused degrees, minors, or courses, and many are integrating AI into general education and across disciplines. Powell also said CPE is considering an AI consortium and that campuses are using AI in research partnerships and applied work, while continuing to focus on ethical and effective use.
FL

Florida 2025 Regular Session

December 10, 2025 - 03:30 PM

Transcript Highlights:
  • What happens with AI with your acceptable use policy? Everybody has academic integrity policies.
  • be already integrated.
  • If we're integrating AI, we take into consideration that our kids and I appreciate Mr.
  • So is there actual AI coursework that teaches you how to learn AI and actual AI coursework that teaches
  • you how to learn AI and use it?
FL

Florida 2025 Regular Session

December 10, 2025 - 01:00 PM

Transcript Highlights:
  • GENERATIVE AI TOOLS.
  • ULTIMATELY, THE GOAL IS TO PROVIDE CLEAR PRACTICAL GUIDANCE SO STATE AND DISTRICTS CAN INTEGRATE AI IN
  • FOURTH, INTEGRATE AI CONCEPTS INTO LEARNING STANDARDS AND CURRICULUM SO STUDENTS GRADUATE READY FOR AN
  • INTEGRATING AI WITHOUT STRONG RISK MANAGEMENT CAN EXPOSE SCHOOLS AND STUDENTS TO SIGNIFICANT CHALLENGES
  • IN CLOSING, THE COMMISSION ON AI AND EDUCATION PROVIDES A SOLID POLICY ROADMAP FOR INTEGRATING AI INTO
ND

North Dakota 2026 1st Special Session

Advanced Nuclear Energy Committee Apr 22nd, 2026

Transcript Highlights:
  • AI as a support mechanism.
  • On like the AI or the BP planning.
  • We’ve got another 45-minute talk on AI for Nuclear, nuclear for AI, our colleague here, Ashley Shields
  • But really what our AI focus here...
  • And so what we'd like to do is find ways to integrate AI into these systems so that we're able to take
Summary: The meeting opened with remarks about the value of public engagement and the availability of presentation materials, then moved into a series of technical briefings from Idaho National Laboratory staff. Joe Renovitz described recent federal and DOE efforts to streamline nuclear regulation for advanced reactors, including NRC Part 53 and upcoming Part 57 rulemaking, DOE authorization updates, crosswalks between DOE and NRC requirements, and use of AI to speed licensing communications and document review. He emphasized that the goal is to align safety standards for advanced technologies, reduce rework for developers, and support deployment for commercial, defense, and research uses. In response to questions, he said there is no current plan to merge agencies, but there is more information-sharing and embedded NRC staff at DOE facilities; he also noted public outreach is supported through groups like GAIN and NEI. David Tolman then discussed the nuclear fuel cycle, covering uranium mining, conversion, enrichment, fuel fabrication, spent fuel storage, transportation, disposal, and recycling. He explained high-assay low-enriched uranium (HALEU), DOE’s HALEU Availability Program, and the need to expand domestic enrichment, deconversion, and transportation capacity to support advanced reactors and the 2050 nuclear growth goal. He also reviewed used fuel management, including on-site storage at operating and shutdown reactors, the Center for Used Fuel Research at INL, a high-burnup research cask project, and the long-term repository question, which he said is ultimately political as well as technical. He outlined reprocessing approaches—aqueous/Purex, pyrochemical, and fluoride volatility—describing INL’s work on electrochemical processing of EBR-II fuel and noting industry interest from several companies in recycling technologies. Ashley Shields presented on AI for nuclear applications, describing INL’s use of generative AI, high-performance computing, and digital-twin tools to accelerate reactor design, licensing, operations, and materials development. She highlighted the Prometheus effort to pursue highly automated reactor design and operation, the large documentation burden for reactor licensing, and ongoing work on autonomous control, remote operation, and AI-assisted materials qualification through the Vulcan challenge and related data platforms. In questions, she said AI tools are used under data-governance and security controls, with different models chosen for different tasks, and argued that software engineers and human oversight remain necessary. The session ended with a brief recess announcement and a transition to a later presentation on critical minerals and materials.
FL

Florida 2026 5th Special Session

Education Pre-K - 12 Oct 15th, 2025

Transcript Highlights:
  • There's teaching with AI and there's teaching about AI.
  • There's a teaching with AI and there's the teaching about AI.
  • AI literacy and AI readiness into teacher preparation courses.
  • technology—not generative AI, but AI technology.
  • of AI.
Summary: The Committee on Education Pre-K through 12 held a panel discussion on artificial intelligence in K-12 education. Dr. Maya Israel of the University of Florida gave an overview of AI literacy, emphasizing that AI can support personalized learning, school operations, and teacher efficiency, but also raises concerns about data privacy, overreliance, mental health, and the need for human oversight. She described the Florida K-12 AI Task Force, which has produced guidance on policy, ethics, privacy, cybersecurity, classroom integration, and professional development, and is now working on district surveys, webinars, case studies, and teacher/family resources. Superintendents Van Ayers of Hillsborough County and Kevin Hendrick of Pinellas County described district-level implementation. Hillsborough outlined a governance council, a district AI policy, and an implementation guide; it prohibits generative AI for students below eighth grade, allows limited use for older students with teacher permission and district-vetted tools, and uses models for classroom AI expectations. The district also reported growing student enrollment in AI courses, teacher training through summer academies and quick learns, and pilots with tools such as Magic School and Microsoft Copilot. Pinellas emphasized academic integrity, student data privacy, digital responsibility, and the importance of human interaction in learning; it said state assessments already limit technology use and that districts need clear governance and parent transparency. Committee members asked about whether AI improves academic performance, the risk of student dependence, the possibility of returning to more paper-based testing, and who should set guardrails. Witnesses said reliable achievement data is still limited because the technology is new, though districts reported anecdotal gains in tutoring and early literacy. They also said there is no established statewide baseline for teacher AI training yet, so districts are using professional development, stipends, and partnerships with universities to build capacity. The committee also heard from Drew Andrew of FSU’s Inspire program, who argued that industry is moving faster than schools and that education should focus on teaching how AI works, building teacher confidence, and aligning training with workforce needs. No bills were considered and the meeting ended with a motion to adjourn, which was adopted.
NM
Transcript Highlights:
  • Artificial intelligence, basically according to AI...
  • They're very near obsolete technologies, where AI and the power of AI and quantum computing have provided
  • We're not using AI to come in and run different models because it's all about safety with our AI and
  • Technology, whether it be from AI, utilizing that from a safety perspective, to the integrations.
  • How do you integrate that? Are those related? Yes, Mr.
MO

Missouri 2026 Regular Session

Subcommittee on Appropriations - General Administration Mar 2nd, 2026 at 08:00 am

Subcommittee on Appropriations - General Administration

Transcript Highlights:
  • It's now called AI, as you might imagine; everything's called AI now.
  • So there's open AI and not the company, open AI and closed AI.
  • AI or air-based or ground-based.
  • I mean, there's a whole other area of AI that could be unlocked there with geospatial AI also.
  • it is one integrated system.
Keywords: 959, house, all
ND

North Dakota 2025-2026 Regular Session

Advanced Nuclear Energy Committee Apr 22nd, 2026

Transcript Highlights:
  • On like the AI or the BP planning.
  • We've got another 45-minute talk on AI for Nuclear, nuclear for AI, our colleague here, Ashley Shields
  • But really what our AI focus here...
  • AI is power-, like electricity-hungry.
  • So what we'd like to do is find ways to integrate AI into these systems so that we're able to take these
Summary: The meeting opened with remarks about the value of public engagement and the quality of questions from the group, followed by a series of technical presentations from Idaho National Laboratory staff. Joe Renovitz described recent nuclear regulatory changes tied to presidential executive orders, including NRC Part 53 for advanced reactors, the forthcoming Part 57 for very small reactors, and DOE updates to reactor authorization standards. He emphasized efforts to align DOE and NRC processes, use risk-informed and performance-based licensing, support reactor deployment for AI/data centers and national security, and use AI to speed communications and crosswalks between DOE and NRC requirements. In response to questions, he said there was no plan to merge agencies, but rather to improve coordination and public outreach through groups like GAIN and NEI. David Tolman then discussed the nuclear fuel cycle, including uranium mining, conversion, enrichment, fuel fabrication, spent fuel storage, transportation, disposal, and reprocessing. He explained high-assay low-enriched uranium (HALEU), why it is needed for advanced reactors, and DOE’s HALEU Availability Program and related investments in enrichment, transportation, deconversion, and supply chain development. He also covered spent fuel management, the possibility of centralized storage or a fuel-cycle campus, the Center for Used Fuel Research, and ongoing work on high-burnup cask testing and reprocessing technologies. Tolman described aqueous, pyrochemical, and fluoride-volatility reprocessing approaches, noting the advantages and waste characteristics of each, and said several companies are working with INL on these technologies. Ashley Shields presented INL’s AI and nuclear work, focusing on the Genesis initiative and the Prometheus effort to use AI to design, license, build, and operate reactors with far less human intervention. She described INL’s broad use of generative AI tools, the need to manage large volumes of legacy technical data, and applications in reactor design, materials discovery, autonomous laboratories, and digital twins. Shields said AI is being used to reduce the enormous documentation burden in nuclear licensing and to support autonomous or remotely operated reactor demonstrations, while stressing that humans remain in supervisory roles. In discussion, she addressed data security, model access, and the continued need for software engineers. The session then recessed briefly and resumed with Mitch Kerman beginning a presentation on critical minerals and materials.