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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.

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AI technology seems to be evolving faster than collective wisdom about how to use it ethically. Nutthaseth Vanchaichana/iStock via Getty Images Plus

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.

A man in a blue t-shirt points to the screen of a laptop opened on a white table in front of a large poster.
Tarjimly co-founder Atif Javed presents his app at the Google Impact Summit on Sept. 4, 2024, in Sunnyvale, Calif. AP Photo/Juliana Yamada

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?

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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.

Two male doctors in white coats and face masks stand looking at a complex graphic on two computer screens in front of them.
Medical care and drug development stand to benefit from AI – but not without problems. cofotoisme/E+ via Getty Images

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.

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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.

STM Daily News is a vibrant news blog dedicated to sharing the brighter side of human experiences. Emphasizing positive, uplifting stories, the site focuses on delivering inspiring, informative, and well-researched content. With a commitment to accurate, fair, and responsible journalism, STM Daily News aims to foster a community of readers passionate about positive change and engaged in meaningful conversations. Join the movement and explore stories that celebrate the positive impacts shaping our world.

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Gregory Outreach Services Expands Food Access with Addition of Third Refrigerated Van

Gregory Outreach Services expands its mission to fight food insecurity with the addition of a third refrigerated van, doubling food access for low-income seniors and veterans in Phoenix.

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Last Updated on January 8, 2026 by Daily News Staff

Gregory Outreach Services expands its mission to fight food insecurity with the addition of a third refrigerated van, doubling food access for low-income seniors and veterans in Phoenix.

Gregory Outreach Services’ newest refrigerated delivery van expands food access for low-income seniors and veterans across Phoenix.

Phoenix, AZ — Gregory Outreach Services has taken a major step forward in its mission to fight food insecurity with the addition of a third refrigerated delivery van, significantly expanding its capacity to serve low-income seniors and veterans across the Phoenix area.

The new refrigerated van was made possible through the support of a generous anonymous donor. The expansion is further strengthened by the continued generosity of the BHHS Legacy Foundation, who donated fresh produce to support the organization’s growing distribution efforts.

As rising food costs and inflation continue to place pressure on individuals living on fixed incomes, the need for reliable access to nutritious food has never been greater. This latest addition to the organization’s mobile fleet allows Gregory Outreach Services to double the number of individuals served, while maintaining strict food safety and quality standards.

“As the cost of living continues to rise, more seniors and veterans are struggling to afford nutritious food,” said Diana Gregory, Founder and CEO of Gregory Outreach Services. “This van allows us to bridge a widening gap for individuals living on fixed incomes, many of whom face mobility challenges and limited access to fresh food options.”

Meeting a Growing Community Need

Gregory Outreach Services works directly with seniors and veterans who are disproportionately affected by inflation, medical expenses, and transportation barriers. For many, simply reaching a grocery store can be a challenge. Refrigerated vehicles are essential to ensuring that fresh fruits and vegetables arrive safely and consistently at senior housing communities, veteran shelters, and community distribution sites.

“This third van complements the two already in operation and represents a critical milestone in our growth,” Gregory added. “We are deeply grateful to our anonymous donor for investing in our mission, and to BHHS Legacy Foundation’s Board of Directors and its CEO, Jerry Wissink for Legacy’s generosity in donating fresh produce. Together, this support allows us to scale our impact and respond to the increasing needs of our community.”

Expanding Impact While Preserving Dignity

With an expanded fleet and increased food supply, Gregory Outreach Services is better positioned to address food insecurity, promote healthier outcomes, and serve seniors and veterans with dignity, respect, and care. The organization’s mobile delivery model ensures help reaches those who need it most — directly and reliably.

About Gregory Outreach Services

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Gregory Outreach Services is a nonprofit organization dedicated to improving health outcomes for low-income seniors and veterans through mobile produce delivery, nutrition education, and community-based wellness programs. By bringing fresh food directly to those most in need, the organization works to reduce food insecurity and strengthen community wellness.

For more information, visit dianagregory.com.

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Economy

How Bird Flu Upended the U.S. Egg Market — and Why Prices Are Finally Beginning to Stabilize

Egg Market: Egg prices surged during the U.S. bird flu outbreak as laying hen inventories collapsed. Here’s how flock recovery is helping stabilize egg prices today.

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The US Egg Market: A row of egg cartons on a grocery store shelf with price tags showing stabilized prices following the U.S. bird flu outbreak.

How Bird Flu Upended the U.S. Egg Market — and Why Prices Are Finally Beginning to Stabilize

Few grocery items frustrated American consumers over the past two years quite like eggs. Once an inexpensive staple, egg prices surged to historic highs following a prolonged outbreak of highly pathogenic avian influenza (HPAI), commonly known as bird flu. Today, however, prices appear to be stabilizing. Here’s how the crisis unfolded — and why relief is finally showing up at the checkout line.

The Bird Flu Crisis and Its Impact on Egg Supply

Beginning in 2022, the United States experienced one of the most severe bird flu outbreaks in modern history. The virus spread rapidly through poultry farms, forcing producers to cull millions of birds to prevent further transmission. Egg-laying hens were hit especially hard, leading to a sharp drop in egg production nationwide. By 2024 and into early 2025, the cumulative losses totaled well over one hundred million birds. With fewer hens producing eggs, supply tightened dramatically, and prices soared. At the peak of the crisis, consumers in some regions saw egg prices climb above six dollars per dozen.

Why Egg Prices Stayed High for So Long

Unlike other agricultural products, egg production cannot rebound quickly after a disruption. When laying hens are lost, they must be replaced with young birds known as pullets. These pullets require approximately four to six months to mature before they begin producing eggs. Even after farms were cleared to restock, producers faced additional challenges. Strict biosecurity measures, concerns about reinfection, and the logistical complexity of rebuilding flocks slowed the recovery process. As a result, egg supplies remained tight long after the initial outbreaks subsided.

Laying Hen Inventory Recovery Takes Shape

By mid to late 2025, signs of recovery became more apparent. Producers gradually increased pullet placements, and national laying hen inventories began to grow. While the total number of hens had not yet returned to pre-outbreak levels, the upward trend marked an important turning point. This steady rebuilding of flocks meant more eggs entering the supply chain. Wholesale markets responded first, with prices easing as inventories improved. Retail prices soon followed, signaling that the worst of the supply shock was beginning to fade.

Egg Prices Begin to Stabilize

As laying hen inventories recovered, egg prices moved away from their record highs. By late 2025 and into early 2026, prices at many grocery stores had fallen noticeably compared to peak levels. While costs remain somewhat higher than pre-pandemic norms, the extreme volatility seen during the height of the bird flu crisis has largely subsided. Additional factors also helped stabilize the market. Federal and state efforts to strengthen biosecurity, limited egg imports to supplement domestic supply, and improved disease monitoring all contributed to a more balanced egg market.

What This Means for Consumers

For consumers, the stabilization of egg prices offers a welcome sense of normalcy. Shoppers are less likely to encounter sudden price spikes, and eggs are once again becoming a predictable part of grocery budgets. While prices may not return to the ultra-low levels seen years ago, the recovery of laying hen inventories suggests that the egg market is on firmer footing. Continued vigilance against future outbreaks will be critical, but for now, the outlook is far more stable than it was during the height of the bird flu crisis.

Looking Ahead

The bird flu outbreak served as a reminder of how vulnerable food systems can be to disease disruptions. Thanks to gradual flock rebuilding and improved supply conditions, egg prices are stabilizing — a sign that recovery, while slow, is real. If current trends continue, consumers and producers alike may finally be moving past one of the most turbulent chapters in the modern egg market.

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    Rod: A creative force, blending words, images, and flavors. Blogger, writer, filmmaker, and photographer. Cooking enthusiast with a sci-fi vision. Passionate about his upcoming series and dedicated to TNC Network. Partnered with Rebecca Washington for a shared journey of love and art.

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Stories of Change

Senior Assist Day Marks Four Years of Supporting Seniors in South Phoenix

Senior Assist Day celebrates four years of serving seniors at Tanner Gardens in South Phoenix, led by Assistory Outreach Services and founder Jon Taylor.

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Senior Assist Day celebrates four years of serving seniors at Tanner Gardens in South Phoenix, led by Assistory Outreach Services and founder Jon Taylor.

Senior Assist Day Marks Four Years of Supporting Seniors in South Phoenix

PHOENIX, AZ — Senior Assist Day reached a meaningful milestone this year, marking four years of service to seniors living at Tanner Gardens in South Phoenix. Hosted by Assistory Outreach Services, the annual event continues to provide dignity, connection, and practical support to an often-overlooked population.

A Personal Beginning

The origins of Senior Assist Day are deeply personal for Assistory Outreach Services founder and CEO Jon Taylor.
“The origin of me going to Tanner Gardens was when I was with the 100 Black Men of Phoenix. We used to do a luncheon for seniors around December.”
That early connection took on new meaning as Taylor’s mother began showing signs of dementia, inspiring him to create an event rooted in empathy and care.
“I got a great feeling from being around those senior citizens. Senior Assist Day is roughly based on my mother.”

An Event That Continues to Grow

What began as a small gathering has grown into a full community experience. Seniors now enjoy catered meals, live music, personal care services, and gifts tailored to their needs. This year’s event included authentic Mexican food, live holiday music, haircuts provided by AJ’s Barbershop, and the donation of new shoes — a moment that stood out for many attendees.
“Seeing the excitement and how they were reacting to the new shoes was incredible,” Taylor said.

Beyond a Single Day

Senior Assist Day also helps build trust between Assistory Outreach Services and the residents of Tanner Gardens, opening the door to additional programs throughout the year. Through initiatives like the Digital Access Program for Seniors (DAPs), the organization helps seniors develop basic phone and computer skills, empowering them to stay connected and informed.

Challenges and Purpose

Keeping the event going year after year requires dedication and resources. Taylor personally raises funds and helps purchase gifts for more than 130 residents annually. Despite the challenges, his motivation remains strong.
“I do feel as though this is my ministry. I’m providing services, and I’m being fulfilled at the same time.”

Looking Ahead

Looking to the future, Taylor envisions Senior Assist Day becoming an all-day celebration, offering expanded services, entertainment, and meals — all focused exclusively on the residents of Tanner Gardens. As the event enters its fifth year, Senior Assist Day stands as a testament to what consistent community engagement and compassion can achieve.   About Assistory Outreach Services Assistory Outreach Services is a community-based nonprofit organization dedicated to empowering seniors, low-income residents, and individuals experiencing homelessness. Assistory helps senior citizens embrace technology by teaching basic cell phone and computer skills, using a formula rooted in education, love, and patience to remove fear and build confidence. In addition to senior programming, the organization focuses on serving low-income and homeless populations by providing food boxes, holiday meals, and homeless care packages known as Assist Packs. This year, Assistory Outreach Services is expanding its impact by partnering with other nonprofits and religious organizations to coordinate food distribution through its community food pantry. Coverage by STM Daily News.

STM Daily News is a multifaceted podcast that explores a wide range of topics, from life and consumer issues to the latest in food and beverage trends. Our discussions dive into the realms of science, covering everything from space and Earth to nature, artificial intelligence, and astronomy. We also celebrate the amateur sports scene, highlighting local athletes and events, including our special segment on senior Pickleball, where we report on the latest happenings in this exciting community. With our diverse content, STM Daily News aims to inform, entertain, and engage listeners, providing a comprehensive look at the issues that matter most in our daily lives. https://stories-this-moment.castos.com/

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  • Rod Washington

    Rod: A creative force, blending words, images, and flavors. Blogger, writer, filmmaker, and photographer. Cooking enthusiast with a sci-fi vision. Passionate about his upcoming series and dedicated to TNC Network. Partnered with Rebecca Washington for a shared journey of love and art.

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