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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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A national, nonpartisan study of the Los Angeles fires could improve planning for future disasters
The article discusses the catastrophic Los Angeles wildfires, emphasizing the need for an independent, comprehensive investigation into their causes, focusing on human factors and systemic issues affecting disaster response and planning.
Najmedin Meshkati, University of Southern California
The Los Angeles fires are a national disaster of epic proportions. City officials, California Gov. Gavin Newsom and President-elect Donald Trump have traded accusations about what caused this crisis. But as an engineering professor who lives in Los Angeles and has studied extreme events and natural and human-caused disasters for over 40 years, I believe an event with so many lives lost and damages estimated at hundreds of billions of dollars demands a more substantive response.
Many problems have been cited as alleged root causes of this massive wildfire outbreak. They include mismanaged water resources, misallocation of firefighting resources, fire department funding cuts, poor risk management, reignition of past fires, and climate-driven dry conditions. Rumors and conspiracy theories have also abounded. https://www.youtube.com/embed/E2_KvbLgHlY?wmode=transparent&start=0 Damage from the Los Angeles wildfires, estimates at $135 billion or more as of mid-January, could affect homeowners insurance rates across the U.S.
I have served as a member or adviser to national- and state-level investigations of events including gas leaks, oil spills, nuclear reactor accidents, refinery explosions and, most recently, aviation mishaps.
In my view, the Los Angeles fires call for a similar investigation that is technically sound, multidisciplinary, unbiased, apolitical and independent. U.S. Sen. Adam Schiff of California has called for convening such a review.
To quote a saying often attributed to Albert Einstein: “Condemnation without investigation is the height of ignorance.”
Natural events + human responses
Natural disasters such as wildfires, earthquakes and tsunamis often serve as triggers. Devastating on their own, these events can have far more catastrophic aftermaths that are shaped by human choices. Nature delivers the initial blow, but a complex interplay of human, organizational and technological factors can either mitigate or worsen the consequences.
I believe human operators and first responders constitute society’s first and the very last layer of defense against death and destruction in the crucial moments following natural disasters and technological systems failures – serving as our immediate shield, intermediate mitigator and ultimate savior.
I saw this when I served on a National Academy of Sciences committee that studied the 2011 Fukushima nuclear accident in Japan. The explosions and radioactive releases at the Fukushima Daiichi plant were triggered by an earthquake and tsunami, but a Japanese high-level review concluded that this event was a “manmade disaster” – one born of human and organizational failure at the utility and governmental levels.
The fate of the Onagawa Nuclear Power Station, just 39 miles from Fukushima, was also notable. Although Onagawa was closer to the earthquake’s epicenter and faced an even more powerful tsunami, the reactors there – which were identical in type and age to Fukushima’s and subject to the same regulations – emerged almost unscathed. This stark difference demolished any argument that Fukushima’s failure was inevitable, an act of God or purely nature’s fault.
High-level commissions have reviewed similar disasters in the United States. For example:
– The President’s Commission on the Three Mile Island nuclear accident in 1979 produced the landmark Kemeny Report, which concluded that the accident was primarily caused by human factors, including inadequate operator training and confusing procedures, rather than equipment failures alone. The report strongly criticized the Nuclear Regulatory Commission, which regulates the nuclear power industry, and recommended a complete restructuring of the agency. It also called for better safety measures, operator training and emergency preparedness in the nuclear industry.
– Independent commissions investigated the explosions of the Challenger space shuttle in 1986 and the Columbia space shuttle in 2003. They identified similar systemic issues behind these incidents, even though they occurred 17 years apart, and provided overlapping recommendations to improve NASA’s safety culture and decision-making processes.
– Two national reviews – one by a blue-ribbon commission and the other by the National Academy of Engineering and National Research Council – investigated the 2010 BP Deepwater Horizon explosion and oil spill. This disaster killed 11 workers, seriously injured 16 others and released an estimated 134 million barrels of oil into the Gulf of Mexico.
Both reports concluded that BP’s poor safety culture and practices, along with technical failures, lax regulation and inadequate inspections, had contributed to the well blowout. Both commissions made recommendations for improving the safety of offshore drilling. https://www.youtube.com/embed/I9aSUQmwUgA?wmode=transparent&start=0 President Barack Obama announces the formation of an expert commission to analyze causes and lessons from the BP Deepwater Horizon oil spill, May 21, 2011.
Analyzing the Los Angeles fires
Based on my research and experience, I believe only a high-level independent investigative commission can fully unravel this disaster’s interconnected causes. Government agencies, regulatory bodies and legislative committees inevitably fall short in such investigations. They are constrained by jurisdictional boundaries and bureaucratic interests. Their efforts remain too narrow and inward-focused. And, crucially, they lack true independence.
Gov. Newsom has directed the Los Angeles water and public works departments to review why hydrants ran dry, which hampered firefighting efforts. But this inquiry focuses narrowly on water supply issues in the Pacific Palisades neighborhood. It does not address other blazes like the Eaton fire near Pasadena, which has caused even more damage.
The most straightforward way to set up a high-level review of the Los Angeles wildfires would be for the Trump administration and Congress to direct the National Academies of Sciences, Engineering, and Medicine and the National Research Council to establish an independent commission. The National Academies are private, nonprofit organizations created by President Abraham Lincoln in 1863 to provide the nation with independent, objective advice on complex problems. The National Research Council is the National Academies’ operating arm.
Typically, such studies are led by a prominent person of national distinction or a renowned scholar, and are carried out by a panel of national experts from academia, business, the public sector and nongovernmental organizations.
The National Academies have a reputation for producing independent, rigorous and nonpartisan studies. They screen members thoroughly for technical expertise and conflicts of interest. All of their studies go through formal peer review, which helps ensure that they are scientifically accurate and credible.
When the federal government requests a study from the academies, Congress provides funding through a relevant federal agency. For the Los Angeles fires, the federal sponsor might be the U.S. Department of Housing and Urban Development or the Federal Emergency Management Agency.
Could a study proposed and sponsored by Congress and the Trump administration be balanced and nonpartisan? In my view, if the National Academies produced it, the answer is yes. The academies have a strong track record of reviewing complex issues, including disaster planning, response and recovery, risk assessment and wildfires. And their recommendations have improved public policy. https://www.youtube.com/embed/raMmRKGkGD4?wmode=transparent&start=0 In a televised 1986 hearing, physicist Richard Feynman, a member of a presidential commission that investigated the explosion of the space shuttle Challenger, demonstrates the commission’s finding that critical seals on the shuttle became brittle at low temperatures. The report showed that NASA and its key contractor knew this flaw existed and could cause a catastrophic failure, but still approved the launch. The explosion killed all seven crew members.
Lessons for future disasters
I see the Los Angeles fires as a stark warning to communities nationwide. There is a widening gap between intensifying climate-induced extreme events that are becoming Earth’s new normal, and municipal planning, preparedness and response capabilities.
Meeting these unprecedented challenges requires a paradigm shift in public policy. To protect public safety, officials and planners will have to proactively confront scenarios that may recently have seemed unthinkable.
For example, while Southern Californians are accustomed to wildfires, Los Angeles County agencies were unprepared to fight several major fires simultaneously. Flooding in North Carolina from Hurricane Helene in September 2024 is another example. Rainfall totals across the southern Appalachians reached levels that would only be expected once in 1,000 years based on past records.
To be prepared for such events, government agencies at all levels will need to reimagine their approaches to hazard assessment, risk management and emergency response. I believe a balanced and thorough investigation of the Los Angeles fires could help communities across the U.S. reframe their thinking about planning for emergencies.
Najmedin Meshkati, Professor of Engineering and International Relations, University of Southern California
This article is republished from The Conversation under a Creative Commons license. Read the original article.
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How constitutional guardrails have always contained presidential ambitions
The article discusses concerns regarding Trump’s second term and potential threats to American democracy, highlighting historical presidential power expansions and emphasizing the resilience of democratic institutions against authoritarianism in the U.S.
Victor Menaldo, University of Washington
As Donald Trump’s second inauguration fast approaches, concerns he threatens American democracy are rising yet again. Some warnings have cited Trump’s authoritarian rhetoric, willingness to undermine or malign institutions meant to constrain any president, and a combative style that strives to stretch executive power as far as possible.
Authoritarianism erodes property rights and the rule of law, so financial markets typically respond with alarm to political unrest. If major investors and corporations really believed the United States was on the brink of dictatorship, there would be large-scale capital flight, equity sell-offs, spikes in U.S. credit default swaps or rising bond yields unexplained by typical macroeconomic factors such as inflation forecasts.
Instead, there have been no systematic signs of such market reactions, nor an investor exodus from American markets. Quite the contrary.
This absence of alarm is not conclusive proof that democracy is safe forever, nor that Trump cannot damage American democracy at all. But it does suggest that credible institutions and investors who literally bet on political outcomes for a living do not view an American autocracy as imminent or even likely.
This is probably because the mechanics of upending American democracy would entail surmounting a thick tangle of constitutional, bureaucratic, legal and political obstacles. As a political economist who has written widely about the constitutional foundations of modern democracies, I submit it’s far more complicated than one man issuing brash executive orders.
Presidents have long seized more power
Throughout American history, presidents have achieved far greater expansions of executive power than Trump did in his first term.
Abraham Lincoln suspended habeas corpus during the Civil War, allowing detention without trial. He bypassed Congress through sweeping executive actions, most notably the Emancipation Proclamation, which declared freedom for enslaved people in Confederate states.
Woodrow Wilson created administrative agencies and imposed draconian censorship during World War I via the Espionage Act of 1917 and the Sedition Act of 1918.
Franklin D. Roosevelt’s court-packing plan failed to pass, but it still cowed the Supreme Court into deference. His New Deal bureaucracy centralized vast powers in the executive branch.
Lyndon B. Johnson obtained the Gulf of Tonkin Resolution, transferring major war-making powers from Congress to the presidency. Richard Nixon invoked executive privilege and ordered secret bombings in Cambodia, steps that largely bypassed congressional oversight.
George W. Bush expanded executive prerogatives after 9/11 with warrantless wiretapping and indefinite detention. Barack Obama faced criticism for the dubious legal rationale behind drone strikes targeting U.S. citizens deemed enemy combatants abroad.
These historical examples should not be conflated with an actual ability to impose one-man rule, though. The United States, whatever its imperfections, has a deeply layered system of checks and balances that has repeatedly stymied presidents of both parties when they tried to govern by decree.
Trump’s openly combative style was in many ways less adept at entrenching presidential power than many of his predecessors. During his first term, he broadcast his intentions so transparently that it galvanized numerous institutional forces – judges, bureaucrats, state officials, inspectors general – to resist his attempts. While Trump’s rhetoric was more incendiary, other presidents achieved deeper expansions of the executive branch more discreetly.
Trump’s Jan. 6 plan was never realistic
Trump’s failure to impose his will became particularly evident on Jan. 6, 2021, when claims that an “auto-coup” was afoot never translated into the real-world mechanics that would have kept him in office beyond the end of his term.
Even before the Electoral Count Reform Act made the process clearer in 2022, scholars agreed that under the 12th Amendment the vice president’s role in certifying the election is purely ministerial, giving him no constitutional basis to replace or discard certified electoral votes. Similarly, state laws mandate that certification is a mandatory, ministerial duty, preventing officials from arbitrarily refusing to certify election results.
Had Pence refused to certify the Electoral College vote count, it is more likely than not that courts would have swiftly ordered Congress to proceed. Moreover, the 20th Amendment fixed noon on Jan. 20 as the end of the outgoing president’s term, making it impossible for Trump to remain in power just by creating delay or confusion.
The idea that Pence’s refusal to certify could erase state-certified votes, or coerce Congress into accepting alternate slates, had no firm grounding in law or precedent. After Jan. 20, the outgoing president would simply cease to hold office. Thus, the chain of events needed for an auto-coup to occur in 2021 would have fallen apart under the weight of well-established procedures.
A massive bureaucracy
Potential avenues of power consolidation during Trump’s impending second term are equally narrow. The federal bureaucracy makes it exceedingly difficult for a president to rule by fiat.
The Department of Justice alone comprises roughly 115,000 employees, including over 10,000 attorneys and 13,000 FBI agents, most of them career civil servants protected by the Civil Service Reform Act and whistleblower laws. They have their own professional standards and can challenge or reveal political interference. If an administration tries to remove them en masse, it runs into protracted appeals processes, legal constraints, the need to conduct a bevy of lengthy background checks and a crippling loss of institutional knowledge.
Past episodes, including the George W. Bush administration’s politically motivated dismissals of U.S. attorneys in 2006 and 2007, illustrate that congressional oversight and internal department practices can still produce major pushback, resignations and scandals that thwart political interference with the Justice Department.
Independent regulatory agencies also resist being dominated by the president. Many are designed so that no more than three out of five commissioners can belong to the same political party, ensuring some measure of bipartisan representation. Minority commissioners can deploy a host of procedural tools – delaying votes, demanding comprehensive studies, calling for hearings – that slow down or block controversial proposals. This makes it harder for a single leader to unilaterally impose policy. Those minority commissioners can also alert the media and Congress to questionable moves, inviting investigations or public scrutiny.
In addition, a 2024 Supreme Court ruling shifted the power to interpret federal laws, as passed by Congress, away from executive branch government agencies. Now, federal judges play a more active role in determining what Congress’ words mean. This requires agencies to operate within narrower bounds and to produce stronger evidence to justify their decisions. In practical terms, an administration now has less leeway to stretch statutes for partisan or authoritarian ends without encountering judicial pushback.
Layers of defenses
American democracy has vulnerabilities, and other democracies have collapsed under powerful executives before. But in my view, it’s not reasonable to draw definitive lessons from a tiny number of extreme outliers, such as Hitler in 1933 or the handful of elected leaders who staged more recent auto-coups in fragile or developing democracies such as Argentina, Peru, Turkey and even Hungary.
The United States stands out for having a complex federal system, entrenched legal practices and multiple layers of institutional friction. Those protections have historically proven adept at limiting presidential overreach – whether subtle or bombastic.
In addition, state-level politicians, including attorneys general and governors, have repeatedly demonstrated their willingness to challenge federal overreach through litigation and noncooperation.
The military’s professional culture of civilian control and constitutional fidelity, consistently upheld by the courts, provides another safeguard. For instance, in 1952 the Supreme Court ruling in Youngstown Sheet and Tube Co. v. Sawyer reversed President Harry Truman’s order that the military seize privately owned steel mills to ensure supply during the Korean War.
All those institutional checks are further buttressed by a robust civil society that can mobilize legal challenges, advocacy campaigns and grassroots resistance. Corporations can wield economic influence through public statements, campaign funding decisions and policy stances – as many did in the aftermath of Jan. 6.
Taken together, these overlapping layers of resistance make the path to autocracy far more challenging than many casual observers might assume. These protections also may explain why most Americans are resigned to Trump’s second term: Many may have come to realize that the nation’s democratic experiment is not at stake – and probably never was.
Victor Menaldo, Professor of Political Science, Co-founder of the Political Economy Forum, University of Washington
This article is republished from The Conversation under a Creative Commons license. Read the original article.
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Space and Tech
News Brief: Blue Origin’s New Glenn Successfully Reaches Orbit on Historic NG-1 Mission
Cape Canaveral, FL – January 16, 2025 – In a remarkable achievement for commercial spaceflight, Blue Origin’s New Glenn rocket successfully reached orbit during its inaugural NG-1 mission today, marking a significant milestone for the company and the industry. The rocket’s second stage performed flawlessly, completing two successful burns with the BE-3U engines, achieving its intended orbital parameters.
Dave Limp, CEO of Blue Origin, expressed his pride in the team’s accomplishment, stating, “New Glenn achieved orbit on its first attempt! We set out with ambitious goals, and while we lost our booster during descent, we gained invaluable insights from today’s mission.” Limp highlighted the importance of New Glenn in supporting critical missions for customers, including NASA’s Artemis program, which aims to establish a sustained human presence on the Moon.
New Glenn
The New Glenn vehicle is pivotal for Blue Origin’s future launches, including the Blue Moon Mark 1 cargo lander and the Mark 2 crewed lander, which will serve NASA’s lunar objectives. In addition, the company is seeing strong demand, with various vehicles in production and a growing list of customers like NASA, Amazon’s Project Kuiper, and AST SpaceMobile.
Jarrett Jones, Senior Vice President of New Glenn, remarked on the significance of the day, saying, “Today marks a new era for Blue Origin and for commercial space. We’re ramping our launch cadence and are incredibly grateful to everyone at Blue Origin, our customers, and the space community for their unwavering support.”
The launch, which took place at 2:03 a.m. EST from Launch Complex 36, signals the beginning of a formidable era in Blue Origin’s operations as it seeks to connect its missions with emerging national security objectives through certification from the U.S. Space Force.
Blue Origin plans to conduct further missions with New Glenn, expanding its role in the growing landscape of space exploration and resource utilization. The company is focused on learning from today’s endeavor and aims to return for another launch attempt this spring.
Stay tuned for more updates on Blue Origin’s ambitious journeys ahead!
Related Link:
https://www.blueorigin.com/news/new-glenn-ng-1-mission
The science section of our news blog STM Daily News provides readers with captivating and up-to-date information on the latest scientific discoveries, breakthroughs, and innovations across various fields. We offer engaging and accessible content, ensuring that readers with different levels of scientific knowledge can stay informed. Whether it’s exploring advancements in medicine, astronomy, technology, or environmental sciences, our science section strives to shed light on the intriguing world of scientific exploration and its profound impact on our daily lives. From thought-provoking articles to informative interviews with experts in the field, STM Daily News Science offers a harmonious blend of factual reporting, analysis, and exploration, making it a go-to source for science enthusiasts and curious minds alike. https://stmdailynews.com/category/science/
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