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Is using AI tools innovation or exploitation? 3 ways to think about the ethics
AI’s rapid evolution prompts ethical dilemmas across industries, raising questions about creators’ rights, societal impacts, and professional integrity, necessitating thoughtful reflection and balanced approaches.
Leo S. Lo, University of New Mexico
Artificial intelligence can be used in countless ways – and the ethical headaches it raises are countless, too.
Consider “adult content creators” – not necessarily the first field that comes to mind. In 2024, there was a surge in AI-generated influencers on Instagram: fake models with faces made by AI, attached to stolen photos and videos of real models’ bodies. Not only did the original content creators not consent to having their images used, but they were not compensated.
Across industries, workers encounter more immediate ethical questions about whether to use AI every day. In a trial by the U.K.-based law firm Ashurst, three AI systems dramatically sped up document review but missed subtle legal nuances that experienced lawyers would catch. Similarly, journalists must balance AI’s efficiency for summarizing background research with the rigor required by fact-checking standards.
These examples highlight the growing tension between innovation and ethics. What do AI users owe the creators whose work forms the backbone of those technologies? How do we navigate a world where AI challenges the meaning of creativity – and humans’ role in it?
As a dean overseeing university libraries, academic programs and the university press, I witness daily how students, staff and faculty grapple with generative AI. Looking at three different schools of ethics can help us go beyond gut reactions to address core questions about how to use AI tools with honesty and integrity.
Rights and duties
At its core, deontological ethics asks what fundamental duties people have toward one another – what’s right or wrong, regardless of consequences.
Applied to AI, this approach focuses on basic rights and obligations. Through this lens, we must examine not only what AI enables us to do, but what responsibilities we have toward other people in our professional communities.
For instance, AI systems often learn by analyzing vast collections of human-created work, which challenges traditional notions of creative rights. A photographer whose work was used to train an AI model might question whether their labor has been appropriated without fair compensation – whether their basic ownership of their own work has been violated.
On the other hand, deontological ethics also emphasizes people’s positive duties toward others – responsibilities that certain AI programs can assist in fulfilling. The nonprofit Tarjimly aims to use an AI-powered platform to connect refugees with volunteer translators. The organization’s AI tool also gives real-time translation, which the human volunteers can revise for accuracy.
This dual focus on respecting creators’ rights while fulfilling duties to other people illustrates how deontological ethics can guide ethical AI use.
AI’s implications
Another approach comes from consequentialism, a philosophy that evaluates actions by their outcomes. This perspective shifts focus from individuals’ rights and responsibilities to AI’s broader effects. Do the potential boons of generative AI justify the economic and cultural impact? Is AI advancing innovation at the expense of creative livelihoods?
This ethical tension of weighing benefits and harms drives current debates – and lawsuits. Organizations such as Getty Images have taken legal action to protect human contributors’ work from unauthorized AI training. Some platforms that use AI to create images, such as DeviantArt and Shutterstock, are offering artists options to opt out or receive compensation, a shift toward recognizing creative rights in the AI era.
The implications of adopting AI extend far beyond individual creators’ rights and could fundamentally reshape creative industries. Publishing, entertainment and design sectors face unprecedented automation, which could affect workers along the entire production pipeline, from conceptualization to distribution.
These disruptions have sparked significant resistance. In 2023, for example, labor unions for screenwriters and actors initiated strikes that brought Hollywood productions to a halt.
A consequentialist approach, however, compels us to look beyond immediate economic threats, or individuals’ rights and responsibilities, to examine AI’s broader societal impact. From this wider perspective, consequentialism suggests that concerns about social harms must be balanced with potential societal benefits.
Sophisticated AI tools are already transforming fields such as scientific research, accelerating drug discovery and climate change solutions. In education, AI supports personalized learning for struggling students. Small businesses and entrepreneurs in developing regions can now compete globally by accessing professional-level capabilities once reserved for larger enterprises.
Even artists need to weigh the pros and cons of AI’s impact: It’s not just negative. AI has given rise to new ways to express creativity, such as AI-generated music and visual art. These technologies enable complex compositions and visuals that might be challenging to produce by hand – making it an especially valuable collaborator for artists with disabilities.
Character for the AI era
Virtue ethics, the third approach, asks how using AI shapes who users become as professionals and people. Unlike approaches that focus on rules or consequences, this framework centers on character and judgment.
Recent cases illustrate what’s at stake. A lawyer’s reliance on AI-generated legal citations led to court sanctions, highlighting how automation can erode professional diligence. In health care, discovering racial bias in medical AI chatbots forced providers to confront how automation might compromise their commitment to equitable care.
These failures reveal a deeper truth: Mastering AI requires cultivating sound judgment. Lawyers’ professional integrity demands that they verify AI-generated claims. Doctors’ commitment to patient welfare requires questioning AI recommendations that might perpetuate bias. Each decision to use or reject AI tools shapes not just immediate outcomes but professional character.
Individual workers often have limited control over how their workplaces implement AI, so it is all the more important that professional organizations develop clear guidelines. What’s more, individuals need space to maintain professional integrity within their employers’ rules to exercise their own sound judgment.
Beyond asking “Can AI do this task?” organizations should consider how its implementation could affect workers’ professional judgment and practice. Right now, technology is evolving faster than collective wisdom in using it, making deliberate reflection and virtue-driven practice more essential than ever.
Charting a path forward
Each of these three ethical frameworks illuminates different aspects of our society’s AI dilemma.
Rights-based thinking highlights our obligations to creators whose work trains AI systems. Consequentialism reveals both the broader benefits of AI democratization and its potential threats, including to creative livelihoods. Virtue ethics shows how individual choices about AI shape not just outcomes but professional character.
Together, these perspectives suggest that ethical AI use requires more than new guidelines. It requires rethinking how creative work is valued.
The debate about AI often feels like a battle between innovation and tradition. But this framing misses the real challenge: developing approaches that honor both human creativity and technological progress and allow them to enhance each other. At its core, that balance depends on values.
Leo S. Lo, Dean and Professor, College of University Libraries and Learning Sciences, University of New Mexico
This article is republished from The Conversation under a Creative Commons license. Read the original article.
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The Knowledge
Metrolink Offers Fare-Free Rides for Earth Day 2026 Across Southern California
Metrolink offers fare-free rides for Earth Day 2026 across Southern California, encouraging sustainable travel and reduced emissions.
Last Updated on April 21, 2026 by Daily News Staff
Metrolink Offers Fare-Free Rides for Earth Day 2026
LOS ANGELES — April 22, 2026 — In a continued push toward sustainable transportation, Metrolink will once again offer systemwide free rides on Earth Day, inviting commuters and travelers to leave their cars behind and explore a cleaner way to move across the region.
A One-Day Opportunity to Ride Free
On Wednesday, April 22, passengers can board any Metrolink train — including the Arrow service — without purchasing a ticket. The initiative is part of the broader celebration of Earth Day, encouraging environmentally conscious travel choices.
The fare-free program is designed to appeal to both regular riders and first-time users, particularly those navigating Southern California’s persistent traffic congestion and rising fuel costs.
Encouraging Sustainable Travel Habits
“Earth Day is a reminder that small changes, like choosing public transit over driving one day a week, can have a meaningful impact on our environment,” said Doug Chaffee, chair of the Metrolink Board.
With gas prices continuing to strain household budgets, the agency hopes the initiative will inspire more residents to consider rail as part of their regular commute.
Regional Connections Expand Access
Metrolink’s Earth Day promotion aligns with similar efforts by other Southern California transit providers. Riders can seamlessly connect to services operated by: LA Metro and the Orange County Transportation Authority, Riverside County Transportation Commission, San Bernardino County Transportation Authority and Ventura County Transportation Commission.
These partnerships extend the reach of fare-free travel across a six-county region, making it easier for riders to explore destinations without relying on personal vehicles.
Service Adjustments and Rider Tips
Passengers should note that trains will operate on a reduced weekday schedule, implemented earlier this spring. Despite the adjustment, all Metrolink lines and station cities remain in service.
For those planning a trip:
- No ticket is required — simply board the train
- Bikes are welcome, with capacity ranging from three bikes per standard car to nine in designated bike cars
- A curated destination guide highlights attractions within walking or biking distance of stations
Environmental and Economic Impact
Metrolink is also promoting its Personal Impact Calculator, a digital tool that allows riders to estimate how switching from driving to rail can reduce greenhouse gas emissions and lower fuel expenses.
A Broader Trend in Public Transit
Fare-free transit days have gained traction nationwide as agencies look to boost ridership and promote sustainability. Southern California’s expansive commuter rail network makes it particularly well-suited for such initiatives, offering a viable alternative to one of the country’s most car-dependent regions.
Bottom Line
Metrolink’s Earth Day promotion is more than a one-day free ride — it’s a strategic effort to shift commuter behavior, reduce environmental impact, and showcase the convenience of regional rail. For Southern Californians, April 22 presents a low-risk opportunity to rethink how they travel.
Source: Metrolink
https://metrolinktrains.com/news/metrolink-goes-fare-free-for-earth-day-on-april-22
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Money Management: The Importance of Financial Literacy
You may have mastered the core subjects like math and grammar in school, but financial literacy – or understanding the basics of money management in order to help you make better financial decisions – often goes overlooked before adulthood. It’s not so much a course of study as it is a plan of action. When you understand how to earn, save, spend and invest wisely, you aren’t just building a stable future for yourself, but your family and community as well.
(Feature Impact) You may have mastered the core subjects like math and grammar in school, but financial literacy – or understanding the basics of money management in order to help you make better financial decisions – often goes overlooked before adulthood. It’s not so much a course of study as it is a plan of action.
Financial literacy in the United States has remained stagnant at generally low levels for several years, according to research from TIAA Institute and the Global Financial Literacy Excellence Center, with even lower levels among Gen Z. Yet greater financial literacy – including key aspects such as goal-setting, budgeting, saving, credit management and investing – is strongly linked to better financial outcomes, including lower rates of debt constraint and financial fragility.
While emboldening yourself to understand financial terms can be a little overwhelming at first, once you have a grasp of basic concepts you can begin to get a handle on your money and make better financial decisions. Simply put: When you understand how to earn, save, spend and invest wisely, you aren’t just building a stable future for yourself, but your family and community as well.
From nonprofit partnerships to volunteer-led programs and fee online resources, Schwab and its employees help millions of people every year build the knowledge and confidence to take charge of their financial futures by serving as board members, mentors, role models and educators.
Because financial health is a lifelong journey, the earlier people learn vital money skills, the better. That’s why the financial advisory services provider develops education programs geared toward kids that continue into adulthood, helping people no matter where they are on their journeys.
Talk Money
It’s never too early to start a conversation about financial literacy. Having teens identify goals that are important to them – such as concert tickets or a first car – can kickstart coversations about money. Working with your child (and a financial advisor, if necessary) on a plan for saving to realize those goals can serve as a jumping off point. After achieving some success, their enthusiasm may grow, which is a powerful motivator to keep saving.
Support School Initiatives and Programs
Outreach programs that empower young people to make smart financial decisions is key to a bright future. Programs like Money Matters – Schwab’s flagship financial education program utilized by the Boys & Girls Clubs of America – gives young people hands-on experience with all aspects of money and investing.
This example, and others, don’t just include program funding – they build partnerships that create impact and opportunity with national collaborations that reach more than 17 million youth annually, empowering young people with the tools and confidence to make smart financial decisions for life.
Spread the Financial Love
Championing financial literacy empowers everyone – individuals, families and communities. By serving as a board member, mentor, role model or educator to help bring financial literacy to others in your community, you can supply the tools and knowledge to lead programs that focus on giving back, empowering future generations in countless ways.
To learn more about financial literacy and find resources to empower your local community, visit SchwabMoneywise.com.
Photo courtesy of Shutterstock
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SUVs and EVs Take Center Stage at the 2026 New York International Auto Show
(Feature Impact) The 2026 New York International Auto Show is shining a spotlight on the latest in automotive innovation, from advanced technology to the growing shift toward electric vehicles. One automaker, Kia, is using the show to highlight two versatile SUVs designed to offer more space, capability and flexibility for modern drivers.
Watch this video to learn more
The all-new 2027 Kia Seltos has grown in size, offering a roomier interior with additional legroom, headroom and cargo space. It also adds a hybrid powertrain, making it the only vehicle in its class with three powertrain options. The SUV comes packed with advanced safety features, a more capable all-wheel-drive system and premium interior touches, including dual 12.3-inch display screens and an available panoramic sunroof.
The automaker is also showcasing the all-electric EV3, a compact SUV designed to make electric vehicle ownership more practical. With an estimated range of up to 320 miles, fast-charging capability and optional all-wheel drive, it balances performance, technology and everyday usability. Its intuitive features and flexible design make transitioning to electric simpler for a wider range of drivers.
Both models represent Kia’s commitment to providing options that blend capability, innovation and style. To learn more, visit Kia.com.
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