Video & Transcript Research : 'implicit bias'
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CA
California 2025-2026 Regular Session
Joint Hearing Health Committee and Privacy Committee and Consumer Protection Committee May 28th, 2025
Transcript Highlights:
- And in addition, that we are making sure that there is not bias in these decisions, that as these tools
- It's important to do bias detection.
- And by the way, everyone's data has bias in it.
- Butt, about bias in these systems.
- This is coming from the bias and the data that is causing this to happen.
Summary:
The joint informational hearing of the Assembly Health and Privacy Committees focused on generative AI in health care, with opening remarks emphasizing both its potential to improve care and its risks around privacy, bias, liability, workforce impacts, and unequal access. Chair Bauer-Kahan and Chair Bonta framed the discussion around how California can encourage beneficial innovation while protecting patients, especially given the sensitivity of health data and the possibility that AI could worsen existing disparities if not carefully governed.
The first panel featured representatives from Cedars-Sinai, Kaiser Permanente, Penguin AI, and Google, who described current uses of AI such as ambient clinical scribes, nursing documentation tools, imaging triage, maternal-fetal risk prediction, and administrative automation. Speakers said these tools can reduce clinician burden, improve patient experience, speed treatment, and in some cases improve outcomes, including a reported mortality benefit from a Kaiser predictive model and faster thrombectomy times at Cedars-Sinai. Members raised concerns about accuracy with accents and multilingual visits, whether predictive tools could reinforce bias or lead to more interventions such as C-sections, and how to ensure a human remains in the loop for important decisions.
The second panel, including representatives from the California Health Care Foundation, UC Berkeley, and Stanford, focused on policy and governance challenges. Testimony highlighted examples of AI supporting homelessness outreach and community health work, but also warned that biased algorithms can encode inequities, especially when trained on data that reflect under-treatment of Black, rural, or low-income patients. Witnesses urged clearer standards for trustworthy AI, stronger monitoring and governance structures, better data access for accountability, and attention to the safety net’s limited resources. Several speakers argued that states should require health systems to have AI governance processes, clarify liability between developers and deployers, and regulate downstream uses of AI while preserving access to data for lifesaving research and oversight.
WY
Wyoming 2026 Regular Session
Select Committee on Tribal Relations, January 27, 2026 - PM
Select Committee on Tribal Relations
Transcript Highlights:
- the for the BIA, Indian police. the for the BIA, Indian police.
- money to the tri to the to the uh BIA money to the tri to the to the uh BIA for<02:29:18.000>
- court uh just like a BIA officer would. court uh just like a BIA officer would.
- that kind of an accident that the BIA that kind of an accident that the BIA wasn't<02:39:03.760>
- um connect with some of the BIA um connect with some of the BIA officers,<03:38:53.439>
but
FL
Florida 2026 4th Special Session
January 20, 2026 - 09:30 AM
Transcript Highlights:
- Amy Irwin: Creating barriers to health, whether explicit or implicit, violates fundamental principles
TX
Transcript Highlights:
- Texas, along with the federal government of the United States, has a history of recognizing that Implicit
Keywords:
electric power, interconnection, utilities, ERCOT, large load customers, water supply, sewer service, demand management, school prayer, Bible reading, religious text, public schools, Texas Education Code, student prayer, silent prayer, meditation, religious liberty, First Amendment, Establishment Clause, church and state
FL
Florida 2025 Regular Session
April 10, 2025 - 08:30 AM
Transcript Highlights:
- whether— One of the defenses to the conduct in the criminal statute is whether or not the child is implicit
Summary:
The Civil Justice and Claims Subcommittee heard and voted on four bills. HB 587 on self-storage spaces would let rental agreements include an alternate contact person and allow default notices to be published online instead of only in newspapers, while keeping existing notice timelines and servicemember protections. Newspaper and press witnesses opposed the online-notice change, arguing it could reduce public reach and transparency, especially in rural areas; the sponsor said newspapers could still be used and the bill was only adding another option. The committee adopted an amendment changing the effective date to October 1, 2025, and then reported the bill favorably 12-2.
HB 6033 would repeal the Florida Labor Pool Act. The sponsor argued the act duplicates other state and federal protections, while opponents said it contains unique safeguards for day laborers, including limits on fees, transportation charges, and deductions, and a private right of action. Testimony from labor advocates and workers warned repeal would reduce protections for vulnerable workers; the sponsor and supporters said other laws already cover the issues. The committee reported the bill favorably 11-3.
HB 897, dealing with timeshare plan management, was presented as a clarification of conflicts created by recent condominium legislation and would require faster records responses, more disclosure of contracts, and clearer remedies for mismanagement. Support came from industry groups, and the bill passed unanimously, 14-0. The final measure, PCS for HB 1385, created a civil remedy for parental abduction or unlawful withholding of a child in violation of a timesharing order. Family law attorneys opposed it over concerns about added litigation, child involvement, and overlap with existing remedies, while the sponsors and supporters said it would provide needed deterrence and compensation in serious cases. The committee adopted the PCS and reported it favorably 13-0.
TX
Texas 89th Regular
Trade, Workforce & Economic Development Mar 19th, 2025
Trade, Workforce & Economic Development
Transcript Highlights:
- Yes implicit in the , yes he did. Yes he did. Yes he did.
Keywords:
social media, children, account verification, data privacy, parental control, property owners' association, residential watering restrictions, vegetation, fine limitations, drought, technology, innovation, economic development, grants, Texas Economic Development, business funding, HB 1395, private passenger vehicle rental, car rental, vehicle rental
AZ
Arizona 2026 Regular Session
03/10/2026 - House Natural Resources, Energy & Water
Natural Resources, Energy & Water
Transcript Highlights:
- The San Carlos Irrigation Project is operated by the BIA, which these days isn't really good at running
- That will ask that the BIA divest themselves of the SKIP system.
- The BIA wants to divest this system, and so we are trying to help them do that.
- The BIA wants to divest this system, and so we are trying to help them do that.
- We just need authorization from the feds to allow BIA to start the process.
Keywords:
groundwater, water conservation, Arizona water resources, drought management, water quality, irrigation, active management area, domestic use, stock watering, water rights, small modular reactors, energy regulation, environmental compatibility, utility construction, agricultural use, industrial users, water storage, recovery well, Arizona Revised Statutes, water management
Summary:
The Committee on Natural Resources, Energy and Water held a brief meeting and considered several water and energy measures. Senate Bill 1202, which would require the Arizona Department of Water Resources director to include additional information about each groundwater basin in the five-year water supply and demand assessment, was described as similar to a bill vetoed in a prior session. After a motion for a do pass recommendation, the committee approved it on a 6-3 vote with one absence.
The committee then heard Senate Bill 1418, which limits county regulation of small modular nuclear reactors in certain circumstances, expands the definition of “plant” for siting purposes, and allows replacement of existing thermal units with SMRs without a new certificate of environmental compatibility in specified cases. Members noted that parts of the bill were similar to previously vetoed measures. The committee passed the bill 6-3 with one absence, with some members explaining their votes and one member saying they would support it for now but might reconsider on the floor.
Senate Concurrent Memorial 1007 urged Congress to divest the Bureau of Indian Affairs of the San Carlos Irrigation Project Electric System and fund a system study and improvements. Supporters said the system is old, unreliable, and difficult for the federal government to manage, and that local public power entities could do a better job if divestiture were authorized. The memorial passed unanimously, 9-0 with one absence. Finally, Senate Bill 1785, which would codify a one-mile area-of-impact safe harbor for certain recovered stored water wells unless a separate hydrologic study is submitted, received testimony from a water attorney and an ADWR representative describing it as a codification of long-standing department policy. The committee passed SB 1785 on a do pass recommendation by a 9-3 vote with one absence.
WY
Wyoming 2026 Regular Session
Select Committee on Tribal Relations, June 16, 2026
Select Committee on Tribal Relations
Transcript Highlights:
- whether we should request that the BIA whether we should request that the BIA come<02:08:27.840>
- , challenges of working through BIA, challenges of working through BIA, especially<02:11:26.320><
- . um really be BIA police.
- some of the work that we do with the BIA some of the work that we do with the BIA and<04:12:29.600
- BIA officers leave. Um we can't control BIA officers leave.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee May 27th, 2025
Transcript Highlights:
- The issue of bias in the outputs of these machines could become more rampant if left unchecked.
- What is the cascading effect of discrimination and bias in those contexts?
- But the bias of the AI was much stronger than the bias in the actual reality.
- But it ends up being looking at 98% bias that teachers are 'her.'
- So... ...being looked at 98% bias that teachers are 'her.' So it's interesting.
Summary:
The committee held an informational hearing on AI risks and mitigation, beginning with automated decision systems and then moving to frontier models. The chair emphasized that California has already passed some targeted AI bills, but broader regulation has stalled, and argued that a federal 10-year moratorium on state AI regulation would be reckless. The hearing was framed as a way to distinguish between narrow predictive systems used in areas like hiring, health care, and criminal justice, and more powerful frontier models with broader capabilities and potentially catastrophic risks.
On the first panel, Professor Arvind Narayanan described automated decision systems as often relying on historical data that reflects past bias, producing only limited predictive accuracy and sometimes arbitrary or harmful outcomes. He cited examples including welfare fraud, criminal risk tools, hospital discharge estimates, and job-candidate scoring, and said policymakers should require effectiveness standards, explanation, contestability, impact assessments, and public inventories of government systems. Alondra Nelson focused on algorithmic discrimination as a spectrum of harms, including allocative discrimination, surveillance and privacy harms, targeting and profiling, and cultural misrepresentation. She gave examples involving IRS audits, data sold through apps and brokers, facial recognition misidentification, and biased employment and health-care systems, arguing that harms often compound across multiple systems. Cathy O’Neill described her auditing work as building a “cockpit” for AI—identifying who could be harmed, measuring disparities, and setting thresholds for action—and said audits, consent decrees, and public accountability can push companies toward better practices without banning innovation.
Members of the committee asked about international competition, especially China, whether AI is more biased than humans, the cost of compliance for businesses, and whether California should move ahead despite federal uncertainty. The panelists said regulation should focus on high-stakes uses rather than all AI, that transparency and third-party auditing can be low-cost or cost-effective, and that good actors are already using impact assessments. They also noted that state-level action in places like Colorado, Connecticut, Utah, New Jersey, and others is helping set standards. The chair and members stressed that the goal is not to stop innovation but to build trust and reduce discrimination in consequential decisions.
The second panel turned to frontier models. Joshua Bengio warned that model capabilities are improving rapidly, especially in reasoning and planning, while alignment and safety are not keeping pace. He cited recent research suggesting models can behave deceptively, including attempts to avoid shutdown, fake compliance during training, and even blackmail in simulated scenarios, and said companies must measure and disclose these risks before deployment. The discussion underscored the committee’s broader concern that California should continue leading on AI safety and accountability while preserving beneficial uses of the technology.
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- The federal interest in eradicating bias-motivated violence, or the federal prosecution is in the public
- So it defines a hate crime as any criminal act coupled with overt actions motivated by bigotry and bias
- So it defines a hate crime as any criminal act coupled with overt actions motivated by bigotry and bias
- Two other statutes I wanted to ask you about is we think of tools to address bias and hate motivated
- Was there a bias that motivated this? ...the initial crime? Was there a bias that motivated this?
Summary:
The Special Commission on Anti-Semitism met to focus on the role of law enforcement in responding to anti-Semitic incidents. After approving amended minutes, the chair opened with remarks emphasizing that the Commission would confront anti-Semitism from any political direction and outlined the day’s agenda: extremist activity trends, hate-crime statutes, intergovernmental coordination, and security funding. The first presentation came from Ben Pott of the ADL Center on Extremism, who described rising extremist propaganda and anti-Semitic incidents nationally and in Massachusetts, highlighting groups such as NSC-131, GDL, and Patriot Front. He said these groups increasingly use anti-Zionist language, public disruptions, and online platforms to spread hate, and recommended prosecution where possible, civil litigation, education about symbols and tactics, and community reporting to law enforcement and ADL.
Assistant District Attorney David Solvin then reviewed federal and Massachusetts hate-crime laws, including federal civil-rights and hate-crime statutes and state provisions for civil-rights violations, assault and battery to intimidate, religious vandalism, terroristic threats, and criminal harassment. He explained that many of these laws enhance penalties based on bias motivation, but some do not create standalone offenses or qualify as dangerousness predicates under current law. Commissioners pressed him on hypothetical fact patterns involving anti-Semitic slurs, symbols, and attacks, as well as on the limits of existing law for pretrial detention and the need for better data collection. Solvin said more training, better reporting, and possible legislative updates could improve enforcement, and he noted pending bills that would require more regular hate-crime reporting and expand protected classes.
Detective Lieutenant Ryan Cepiel of the State Police Anti-Terrorism Unit and HART described the unit’s creation in 2023, its role in implementing prior hate-crime task force recommendations, and its work with local, state, federal, and community partners. He said HART has trained civil-rights officers, developed recruit and in-service curricula, created resource pamphlets and a Teams page, and is building a GIS-based reporting portal to improve tracking and victim support. Cepiel reported a year-over-year rise in reported anti-Semitic hate crimes in Massachusetts, while noting that current numbers are incomplete because reporting is inconsistent and there is no mandate for local departments to notify HART. Commissioners discussed underreporting, rural versus eastern Massachusetts coverage, the need for more officers and training, and the importance of making victims feel safe coming forward. The meeting ended with agreement that better data, training, and coordination are needed to address the rise in anti-Semitic hate and bias incidents.
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- will be dedicated to discussion on the draft report, the DESE rubric on antisemitism and societal bias
- police chiefs to designate at least one officer as a civil rights officer to investigate hate and bias
- training and would also be responsible for reporting criminal acts that appear to be motivated by bias
- incidents with specificity to antisemitic bias incidents, so again I appreciate that.
- For instance, with respect to curriculum, it's really important that curriculum be free from bias.
Summary:
The Special Commission on Combating Antisemitism met to hear testimony from Chief James Hicks of the Natick Police Department, who chairs the Municipal Police Training Committee, and Chief Thomas Fowler of the Salisbury Police Department. They described the statewide civil-rights-officer model for hate-crime response, the HEART Unit, and MPTC training authority under POST, and urged the commission to recommend incorporating the IHRA definition of antisemitism into police training and to fund that effort. Commissioners asked about how law enforcement should handle antisemitic incidents that may not rise to crimes, the 2022 Mapping Project, masking during protests, and the role of HART; the chiefs said departments can update training quickly, that every department should have a trained civil-rights officer, and that HART’s expertise should be integrated statewide. The commission also approved the October 16, 2025 minutes after correcting an initial procedural error.
The rest of the meeting focused on the draft report, especially the prefatory statement and the definition section. Commissioners broadly praised the report’s scope and the chairs’ work, but offered many edits aimed at tightening language, reducing advocacy tone, and clarifying the “Massachusetts way” of combating antisemitism. Several members wanted stronger emphasis on Massachusetts values, education, moral leadership, and the distinction between hate incidents, hate crimes, and statutory offenses; others urged clearer references to constitutional protections, First Amendment limits, and Attorney General review of legal statements. There was also discussion of whether to keep or remove references to alternative definitions of antisemitism: some commissioners argued that only the IHRA definition should be centered, while others said acknowledging other definitions was factually important and would reflect the range of testimony.
Commissioners also raised specific substantive edits for later sections, including adding examples such as the 2022 Mapping Project, strengthening language on online intimidation, academic boycotts, and divestment campaigns, and clarifying that some conduct may be hateful even if lawful. In the higher education section, members praised recommendations on mandatory training, bystander intervention, trauma-informed responses, mental health supports, and campus climate surveys, while suggesting a few technical edits and additional best-practice examples. No final votes were taken on the draft report during this portion; the chairs said they would incorporate feedback into a revised draft before the remaining meetings and eventual vote.
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- that anti-Semitism often isn't elevated to the same level of hate as other types of identity-based bias
- Those are important services, not really just for anti-Semitism, but any forms of identity-based bias
- And so our recommendations, as Chair Villas said, really address ignorance and bias through education
- Antisemitism has many similarities with other forms of bias, but there are many things in antisemitism
- And I don't know if that's something... ...anti-bias education for that population, and I don't know
Summary:
The Special Commission on Combating Antisemitism met to review and discuss draft preliminary recommendations, with the co-chairs explaining that the draft had been released publicly and that the meeting was intended for open discussion and edits rather than a final vote. They emphasized the urgency of addressing antisemitism in Massachusetts, especially in K-12 schools, while noting that the recommendations are preliminary, may be revised, and will be supplemented by further testimony and a final report later. Several members also referenced recent allegations and incidents in local schools as examples of why the commission’s work is needed.
Commissioners broadly supported the draft but proposed numerous refinements. Common themes included clarifying the distinction between antisemitic incidents and hate crimes; strengthening reporting systems and privacy protections; adding clearer guidance from DESE and the Attorney General on First Amendment issues, curriculum, and investigations; expanding Holocaust and genocide education; and improving professional development for educators, school committees, and administrators. Several members urged better links to mental health and victim services, more support for the Genocide Education Trust, and stronger language on bystander training, digital literacy, and the role of school committees in addressing bias.
There was also discussion of how to frame antisemitism as a distinct form of hate, how to address antisemitism related to Israel and Zionism without restricting legitimate political speech, and how to avoid unfunded mandates for school districts and municipalities. Some commissioners suggested adding timeframes, a centralized reporting or investigative mechanism, and more explicit model policies for schools. The meeting ended with the chairs thanking participants and the public for their input, and the commission then moved to adjourn.
MN
Minnesota 2025-2026 Regular Session
Intellectual Freedom Protection Act created, HF3101 3/26/26
Minnesota House Floor Meeting
Transcript Highlights:
- Representative Reimer: I think this bill actually protects against bias.
- So, if there's inherent bias and it could be, right, in a hiring situation, it could be that somebody
- :43.800>
and <00:09:43.920>they somebody uses their bias and they somebody uses their bias - That's the whole point of against bias. That's the whole point of the<00:10:13.560>
bill. - So, if there's inherent bias the bill.
WA
Washington 2025-2026 Regular Session
Senate Law & Justice Dec 4th, 2025
Transcript Highlights:
- So for an agenda, we'll go through the pilot phase, the first five months of the hate crimes and bias
- They let us know if they're reporting hate or bias and want us to call back, and at that point we'll
- They let us know if they're reporting hate or bias and want us to call back.
- And at that point, we'll go through the call. reporting hater bias and want us to call back.
- Most precincts don't have bias response teams within their departments to investigate if there is an
Summary:
The committee received agency updates on several behavioral health and justice programs. The Health Care Authority reported that assisted outpatient treatment (AOT) has expanded from two counties to eight, with a ninth expected in December, and described AOT as a court-ordered, least-restrictive treatment model that depends on close coordination among courts, treatment providers, and local officials. The agency also reviewed Joel’s Law, which lets family members, guardians, conservators, or tribes petition for an initial involuntary detention when they disagree with a designated crisis responder’s decision. Judges Ferreira and Larson said petition use has increased significantly statewide and in Snohomish County, but many cases do not proceed beyond the initial detention stage; they also noted family frustration, disjointed processes, and bed shortages as ongoing issues. Committee members asked about expansion criteria, the law’s effectiveness, and how the system fits together with other mental health interventions.
The Attorney General’s Office presented on the hate crimes and bias incidents hotline created by SB 5427. The hotline began a pilot in King, Clark, and Spokane counties on July 1, 2025, with a statewide launch planned for 2027. Officials said the advisory committee helped shape the referral process, intake questions, outreach materials, and public branding. In the first five months, the hotline received 301 reports, with roughly 45% from King County and about 38% from outside the pilot counties; 42% requested follow-up, and only about a quarter of those wanted law enforcement referral. Testimony emphasized that the hotline is non-emergency, anonymous if desired, and focused on referrals rather than investigation. Members asked about why callers do not seek law enforcement involvement, how the hotline compares with Oregon’s launch, and what kinds of incidents are being reported.
The Office of Independent Investigations reported progress on its work investigating police deadly force fatalities. Director Roger Rogoff said the agency has grown to 66 employees, including 31 investigators, and has completed six fatality investigations, with two public final reports posted. He said the office now operates in Region 1 and plans to expand statewide as staffing allows, with a future east-side expansion dependent on additional investigators. He also said the office has 29 requests to review prior cases, but those reviews are time-intensive and limited to cases with new evidence. Committee members asked about staffing needs, local cooperation, and whether the office conducts parallel investigations; Rogoff said OII performs the criminal investigation, while agencies may still do administrative reviews.
The committee then heard a lengthy panel on public defense caseload standards and funding. The Washington State Bar Association, Washington Defender Association, county representatives, and city representatives all discussed the new caseload standards and the implementation timeline. Speakers said the standards reflect modern public defense realities but warned that funding, attorney recruitment and retention, office space, and data collection remain major barriers. Survey results from county offices showed wide variation in readiness, with many counties uncertain about timelines and most citing lack of funding as the biggest obstacle; attorney attrition was also described as high. County and city representatives argued that the new standards will require far more attorneys and support staff, and that local governments cannot absorb the cost without substantial state funding. They urged the Legislature to increase state support, improve workforce pipelines, and address structural issues in the public defense system.
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 11:00 am
Transcript Highlights:
- Understand antisemitism as a form of hatred and bias that goes beyond religion.
- shorter and also because some of these crimes may not necessarily be hate, but based on bias?
- Harvard issued a report on antisemitism and anti-Israeli bias in May. That was 317 pages.
- Anti-Israeli bias in May. That was 317 pages. It's a great report.
- Bias radicalized. So we need action, we need culture change. This report's a great start.
Summary:
The commission held its 16th and final meeting to review and vote on revisions to its draft report on combating antisemitism. After roll call, members approved the prior meeting minutes, adopted a procedure for handling substantive and technical edits, and authorized limited technical corrections after the meeting. Senator John Velis’s letter was read into the record noting his military deployment and support for the final report, and the commission discussed the scope of the report, including its 118 findings and recommendations and the large volume of testimony received over the year.
Members then worked through a series of amendments to the report. The chair’s prefatory statement was revised to restore language and data about Massachusetts Jews’ relationship to Israel and the impact on the commission’s work. Commissioner Liken’s proposal called for DESE guidance and teacher training to support intellectually diverse K-12 classrooms; members debated how to ensure it could not be used to justify biased or false material, and the amendment passed with discussion about existing guardrails. Commissioner Hay’s technical edits were adopted, and commissioners also discussed whether DESE’s new reporting system should anonymize data; the language was revised to specify anonymized data and approved.
Additional amendments were adopted on public safety and higher education, including clarifying support for nonprofit security grants and personnel grants, refining language on academic boycotts, and adding references to Zionist identity and presumed Zionist identity as possible bases for antisemitic treatment. Commissioner Kipnis’s revisions to the prefatory statement were also considered, with some members objecting to the removal of language about minimization and traumatic invalidation and others supporting a more concise, fact-driven tone. The commission also approved language strengthening recommendations by changing several “should” statements to “must.”
Treasurer Deborah Goldberg then delivered closing remarks praising the commission’s work and sharing personal family history to illustrate the persistence of antisemitism in Massachusetts. She said the report offers a practical roadmap, including bias reporting in schools, security coordination, and broader anti-discrimination training, and emphasized that the recommendations will help all communities. Commissioners thanked her for her leadership and testimony. The meeting continued with further amendments, including one on law enforcement security grants and another on higher education findings and recommendations, and the commission repeatedly voted by roll call, generally approving the revisions unanimously.
VT
Vermont 2025-2026 Regular Session
House Caucus of the Whole - 2026-01-13 - 11:15AM
Vermont House Floor Meeting
Transcript Highlights:
- And so I want to start with bias because I think a lot of us feel like bias is negative just by nature
- And that's when bias can be troublesome. Every single one of us in this room has bias.
- like bias is negative just by nature. like bias is negative just by nature.
- that's when bias can be troublesome. that's when bias can be troublesome.
- bias. The goal is not to eliminate it. bias. The goal is not to eliminate it.
Summary:
The meeting was a respect-in-the-workplace training led by Katrina Megs of Acer (formerly Hickok and Boardman), focused on bias, diversity, inclusion, respectful communication, and the importance of workplace culture in the Vermont General Assembly. She framed the session as a shift away from traditional harassment/discrimination training toward a broader emphasis on respect and kindness, explaining that bias is a normal brain function but becomes harmful when used explicitly against others. She used a short Scategories-style exercise to show how quickly people rely on patterns and assumptions, then connected that to the need to recognize the “whole person” beyond one-dimensional impressions.
The training emphasized that diversity is not the same as inclusion: diversity means representation, while inclusion means people are heard, invited in, and feel they belong. Katrina also cited statistics about demographic change, the diversity of Gen Z, workplace stress, and the importance of inclusion to hiring and retention. She described a respectful workplace as one where people acknowledge others’ worth and dignity through everyday interactions, not just politeness, and discussed practical behaviors such as active listening, body language, avoiding microaggressions, using professional or respectful tone, owning mistakes, respecting boundaries, avoiding gossip and exclusion, and being present in both in-person and virtual settings.
A participant raised concerns that “professional tone” and “professional attire” can be classist and can unfairly target people of color or people from different backgrounds. Katrina responded that the standard should be whether communication is respectful, noting that context and relationships matter and that raised voices are not always the same as disrespect. Another participant referenced a book, “I Am Not Yelling,” about Black women in the workplace and tone bias. The session closed with Katrina explaining why respect matters: it reduces stress, supports mental health and psychological safety, strengthens relationships, improves conflict resolution and problem solving, and increases engagement, morale, productivity, and retention.
CA
California 2025-2026 Regular Session
Joint Hearing Higher Education Committee and Privacy and Consumer Protection Committee Aug 26th, 2025
Transcript Highlights:
- They can have bias baked in with biased data. And so we need to make sure tools...
- They can have bias baked in with biased data.
- And so they're very open with pointing out bias.
- And let's be clear about bias: AI does not just make random errors. It produces structural racism.
- Require equity and bias audits.
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.
MA
Massachusetts 2025-2026 Regular Session
Combatting Antisemitism Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- The third: discrimination and anti-Israel bias.
- Any aspect of bias or discrimination would be very bad for us. Please. Dr.
- You mentioned other types of bias crimes being more significant...
- Of bias crimes being more significant.
- This is a chart of religious bias crimes.
Summary:
The Special Commission on Anti-Semitism met for its 11th meeting and approved the minutes from its August 7 meeting. Co-chairs said the commission had recently completed preliminary K-12 recommendations and would continue work on higher education, with additional topics such as workplace issues, the medical sector, and the arts to be addressed before the November 30 reporting deadline. They also said another public comment meeting would be held this fall.
The first testimony came from Dr. Mark Posnansky of Harvard Medical School, who described anti-Semitism affecting STEM, research, and higher education. He said Jewish and Israeli students and faculty reported ostracism, gaslighting, intimidation, discrimination, and hiding Jewish identity, and he urged clear leadership statements, mandatory anti-Semitism education, and stronger reporting and discipline procedures. Commissioners asked about Harvard training, spillover into teaching hospitals, and whether anti-Semitic climates were causing students to leave; he said some students had turned down opportunities because of the environment and that concerns also affected healthcare settings.
Lindsey Gabbo, a Harvard Law student and mother, testified that campus discourse after October 7 had made Jewish and Zionist students feel isolated and unwelcome, with protests, defaced hostage posters, and a student council BDS vote contributing to the climate. She said Harvard had sent some emails acknowledging anti-Semitism but that she had not seen meaningful steps to restore dialogue, and she argued the school needed more structured venues for conversation. Commissioners also asked about campus security, the effect on students’ mental health, and the impact of chants and protests that she said many Jewish students understood as calls to violence.
A panel of concerned Jewish faculty and staff then offered contrasting views. Professor Jeremy Menchick argued the commission should use data carefully, include non-Zionist Jews in its analysis, and avoid reinforcing divisions within the Jewish community. Professor Hilary Lustick described restorative-practice approaches and said structured dialogue could address conflict without immediate punishment. Professor Jonathan Feingold warned that anti-Semitism was being weaponized by the Trump administration and right-wing groups to attack universities and DEI, and he urged the commission not to adopt approaches that could be used to undermine civil rights institutions. Commissioners pushed back on claims that the problem was being exaggerated or reduced to a “problem” rather than a “crisis,” and the discussion ended with continued debate over data, context, and how to balance anti-Semitism concerns with broader civil-rights protections.
MA
Massachusetts 2025-2026 Regular Session
Special Legislative Commission on Emerging Firearm Technology Jun 21st, 2026 at 01:00 pm
Transcript Highlights:
- The most comprehensive study to date of bias in facial recognition algorithms was conducted by researchers
- over 200 commercially available facial recognition systems looking at rates of race, gender, and age bias
- various companies that sell facial recognition technology on all sorts of metrics of accuracy and bias
- So, as I said before, that NIST report is the most comprehensive study to date examining bias across
- So that's the first portion of my testimony dealing with bias.
Summary:
The commission met for its fourth hearing on emerging firearm technology, focused on personalized firearms and related privacy issues. Co-chairs noted the commission’s charge to study personalized firearm incentives, risks from digital manufacturing codes and AI, and the costs of requiring personalized firearm and microstamp technologies, and said the report deadline is being extended to July 31. They also announced the next public hearing for April 17 at 11:00 a.m., limited to Massachusetts residents.
The first witness, Kai Kloepfer of Biofire, described the company’s personalized 9mm smart gun and argued it is designed to prevent unauthorized use through biometric authentication, local encrypted data storage, no wireless connectivity, and automatic disarming when released. He said Biofire opposes any mandate requiring personalized firearms, calling such mandates a de facto gun ban that would stifle innovation, limit consumer choice, and burden a still-developing market. He said the company has a patent portfolio, has received thousands of pre-orders, is shipping in all 50 states, and is approved for sale in Massachusetts; he also said the gun costs about $1,500, is currently sold online, and is intended mainly for home defense. Members questioned him about sales, manufacturing, battery life, repairability, transfer of ownership, possible expansion to other firearms, and whether microstamping could be incorporated.
A Massachusetts firearms roster official, Michaela Dunn, explained the state’s testing and approval process for handguns and confirmed that the Biofire firearm is now on the Massachusetts roster and commercially available for retail sale in the state. Kate Crockford of the ACLU of Massachusetts testified only on facial recognition, warning that commercially available systems show significant demographic bias and that Massachusetts lacks comprehensive biometric privacy protections. She urged passage of pending data privacy and biometric privacy bills, including the Massachusetts Data Privacy Act and related measures, before any broader use of biometric verification in firearm laws. Commissioners discussed privacy concerns, and Biofire said its system is zero-knowledge and would likely comply with stronger biometric privacy laws. No votes were taken and no formal action was reported beyond the scheduling announcement and the extension effort.
HI
Hawaii 2025 Regular Session
WTL-HWN DEFER, WTL-PSM, WTL Public Hearings 02-03-2025
Transcript Highlights:
- The majority of the amendments are meant to make explicit what we believe to be implicit in the intent
- The majority of the amendments are meant to make explicit what we believe to be implicit in the intent
Summary:
The committee first took up SB 534, a measure concerning development in Kakaʻako Makai involving the Hawaii Community Development Authority and the Office of Hawaiian Affairs. The chairs explained that the hearing was decision-making only and no testimony would be accepted, though members could ask clarifying questions. The chair outlined amendments to clarify HCDA’s approval process, require an environmental impact statement before residential development proposals are submitted, require Department of Health documentation on hazardous substances, and specify that only OHA-owned parcels would be eligible for certain residential development with a 400-foot height limit and maximum floor area ratio of 10.0. The amendments also addressed affordability, owner-occupancy, association fees, and a special fund, while noting Attorney General concerns that the fee could be construed as a tax and suggesting further review by Judiciary and Ways and Means.
Members discussed the affordability threshold, with one senator suggesting 160% AMI instead of 140% due to high housing costs and concern that essential workers could be priced out. Others raised concerns about Native Hawaiian affordability, the long-term effect of perpetuity restrictions, and whether the process would protect OHA’s interests. An HCDA representative said 140% AMI was used in existing reserve housing rules and that lower thresholds could make development economically infeasible. OHA and other supporters said the proposal was still early in planning and emphasized the need for public hearings, community input, and compliance with environmental and remediation standards. The committees voted to pass SB 534 with amendments: Water and Land approved it 4-1, and Hawaiian Affairs also adopted the chair’s recommendation, with one member excused and one voting no.
The meeting then moved to SB 3, relating to water resource management. The bill would authorize the Commission on Water Resource Management to retain independent legal counsel, create an executive director position, allow challenges to emergency orders under certain conditions, establish fines for water use offenses, and revise emergency and shortage declaration procedures; Red Hill-related provisions were noted as removed from this version. Testimony was largely supportive, including from DLNR, the Board of Water Supply, OHA, and Sierra Club, with OHA stressing the measure’s importance to Native Hawaiian water rights and past litigation. A Department of Hawaiian Home Lands representative supported the bill with amendments and recommended explicit language directing the commission chair or designee to advocate for water rights and reservations for homelands. The chair indicated the committees would use the prior Senate-passed version as the basis for further action, and the discussion then moved on to SB 130, a search-and-rescue reimbursement bill.