Economic Survey | AI casts “huge pall of uncertainty” over jobs
5 months ago

Economic Survey | AI casts “huge pall of uncertainty” over jobs

The Hindu  

The Economic Survey published on Monday warned against the potential challenge that artificial intelligence could present to the Indian economy saying the “advent of the tech casts a huge pall of uncertainty as to its impact on workers across all skill levels – low, semi and high.” The massive changes owing to widespread adoption of AI “will create barriers and hurdles to sustained high growth rates for India in the coming years and decades.” Economic Survey 2023-24 LIVE updates The report recognised that while AI could boost productivity, its disruptive powers couldn’t be undermined. The report also noted that as AI was quickly becoming a general-purpose technology as often used as electricity and the internet, it was emerging as a “strategic differentiator determining the economic prosperity of nations.” Additionally, there was a danger that AI could skew the capital and labour shares of income in favour of the former. Citing a Goldman Sachs report from April, the document shared that AI could become “one of the major bottlenecks for clean energy transition, and the addition of data centres and AI could exacerbate this”. A NASSCOM study had called India an attractive region for AI investments due to its relatively low operating costs and the world’s second-largest pool of highly skilled AI, machine learning, and big data workers.

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History of this topic

94 per cent of Indian desk workers feel the urgency to master AI
3 days, 22 hours ago

94 per cent of Indian desk workers feel the urgency to master AI

New Indian Express  

BENGALURU: Indian workers want to skill up on Artificial Intelligence as 94% feel an urgency to become AI expert. However, 40% of Indian workers have spent less than five hours learning how to use AI, and 30% of global workers say they have had no AI training at all, including no self-directed learning or experimentation, according to Slack's new Workforce …

Dutch CEOs increasingly expect AI to replace jobs
6 days, 22 hours ago

Dutch CEOs increasingly expect AI to replace jobs

NL Times  

Nearly one in five top executives at large Dutch companies believes artificial intelligence will almost certainly replace jobs in the future, according to ING’s annual CEO survey. Of the respondents, 54 percent said AI “maybe” would replace jobs, up from 39 percent last year. “However, their biggest concern is that Trump’s policies may trigger trade wars, rising inflation, higher interest …

Ethical use of Artificial Intelligence: Challenges and opportunities
2 weeks, 2 days ago

Ethical use of Artificial Intelligence: Challenges and opportunities

Hindustan Times  

The journey of Artificial Intelligence traces its roots back to 1950, when British mathematician Alan Turing asked, "Can machines think?" Leveraging techniques like deep learning, limited memory AI drives the functionality of generative AI models, which can produce human-like text, music, and even code. Data privacy and security - With vast data troves powering AI, ensuring robust encryption, anonymisation, and …

Forging the future: CP Gurnani, Aditya Ghosh discuss AI's role in empowering India
2 weeks, 3 days ago

Forging the future: CP Gurnani, Aditya Ghosh discuss AI's role in empowering India

India Today  

The India Today-Business Today AI Conference 2024, themed “Forging the Future of Innovation,” convened industry leaders and innovators to explore how artificial intelligence is shaping humanity’s future. During a session at the India Today-Business Today AI Conference 2024, CP Gurnani, Co-Founder and Executive Vice Chairman of AIonOS, and Aditya Ghosh, Co-Founder of Akasa Air and Founder of Homage delved into …

Firms using AI to empower workforce likely to excel in future: Professor Das Narayandas
2 weeks, 3 days ago

Firms using AI to empower workforce likely to excel in future: Professor Das Narayandas

India Today  

Firms that strategically integrate artificial intelligence to enhance human capabilities are poised to excel in the coming years, according to Professor Das Narayandas, Edsel Bryant Ford Professor of Business Administration at Harvard Business School. “The foreseeable future belongs to firms that think about AI as a tool to empower their people,” Professor Narayandas stated. While the automation potential of AI …

Will AI adoption leave India Inc with high efficiency and exhausted workers?
3 weeks, 4 days ago

Will AI adoption leave India Inc with high efficiency and exhausted workers?

Live Mint  

Words that are sprinkled liberally in the business updates of many listed firms of India Inc. The frenetic pace of AI adoption will probably extract its pound of flesh at some point, even if India Inc would rather talk about the productivity marvels of this new technology. Now Comes the Hard Part,’ by Microsoft and LinkedIn, 75% of corporate India’s …

India is at no. 4 on Stanford’s global AI power list
4 weeks, 1 day ago

India is at no. 4 on Stanford’s global AI power list

Live Mint  

The Stanford Institute for Human-Centered AI has released its findings about the AI-led technology ecosystem at a global level, using the Global Vibrancy Tool 2024 developed by the institute. The tracking tool, which measures a country’s AI ecosystem on key indicators including research papers, private investment, patents, and more, analyzed data from 36 countries to find that the United States …

AI is an assistant to humans... it will have net zero effect on jobs: Flex’s Revathi Advaithi
1 month, 1 week ago

AI is an assistant to humans... it will have net zero effect on jobs: Flex’s Revathi Advaithi

Hindustan Times  

The world today is in the midst of rapid, multifaceted technological evolution that’s changing how we live, work, communicate, commute and interact. That’s controversial because a lot of people don’t believe that,” said Advaithi, in a virtual session at the 22nd Hindustan Times Leadership Summit. “We had to do that pretty quickly because people were beginning to use tools such …

India's adoption of AI technologies higher than global average, claims new report
1 month, 1 week ago

India's adoption of AI technologies higher than global average, claims new report

Hindustan Times  

A new research by the Boston Consulting Group pegged India's adoption of Artificial Intelligence higher than the global average. “India's swift adoption of AI is redefining its competitive edge globally, with 30 per cent of Indian companies having maximized AI's value potential--surpassing the global average of 26 per cent. With 100 per cent of companies actively experimenting with AI, India …

SAP confident of new job creation by AI
1 month, 2 weeks ago

SAP confident of new job creation by AI

Live Mint  

German software-maker SAP SE is confident that artificial intelligence will create new jobs even as the rise of the new technology casts a shadow on jobs done by humans. The SAP board’s buoyant remarks on AI contrast with those of Google-parent Alphabet Inc’s chief executive Sundar Pichai, whose comments in the company’s post-earnings conference call with analysts put alarm bells …

Microsoft's AI Momentum in India: A Transformative Opportunity for the Country
1 month, 2 weeks ago

Microsoft's AI Momentum in India: A Transformative Opportunity for the Country

The Hindu  

Microsoft India President Puneet Chandok highlights the growing momentum around artificial intelligence (AI) in the country, with a focus on the AI assistant 'Copilot'. He emphasizes Microsoft's commitment to responsible AI development and compliance with regulatory frameworks. Chandok expresses optimism about India's potential as a major AI hub, citing strong demand and supply sides, including a large pool of skilled …

India's AI Future: A Call for Top-Tier Research Talent
1 month, 2 weeks ago

India's AI Future: A Call for Top-Tier Research Talent

Hindustan Times  

The article emphasizes the criticality of top-tier AI research talent for India's AI ambitions. While India has a strong AI infrastructure, it lacks research talent in the field. This is crucial for India to become an AI power and achieve its National AI Mission (NAIM). The article suggests that India should focus on attracting and retaining top-tier AI research talent …

IBM: The Right Training Can Make Youth in India's Small Towns More Employable
1 month, 3 weeks ago

IBM: The Right Training Can Make Youth in India's Small Towns More Employable

The Hindu  

IBM India head Sandip Patel emphasizes the importance of training and skills development for youth in India's small towns and cities to become more employable in the tech industry. He highlights the country's strengths as a large talent base and the potential of Tier 2, 3, and 4 cities and towns to produce skilled workforce. IBM has been actively conducting …

LinkedIn Unveils the Future of Work: 10% of Workers Employed in Roles Unexistent 2000
1 month, 3 weeks ago

LinkedIn Unveils the Future of Work: 10% of Workers Employed in Roles Unexistent 2000

India Today  

LinkedIn's inaugural Work Change Snapshot reveals that 10% of workers hired in 2024 are in roles that didn't exist in 2000. The report highlights the rapid pace of change in the job market, with 82% of business leaders in India saying the demand for new roles, skills, and technologies has never been greater.

Meta's LeCun Seeks to Shape India's AI Future: A Vision for Open-Source Innovation
2 months ago

Meta's LeCun Seeks to Shape India's AI Future: A Vision for Open-Source Innovation

The Hindu  

Meta's LeCun highlights India's potential in shaping the future of AI. He emphasizes the country's talent pool, vibrant tech ecosystem, and open-source approach as key drivers of AI innovation. Meta's vision for AI focuses on empowering individuals and driving societal transformation through AI. The country's focus on frugal engineering and low-cost development of AI models will promote AI inclusion and …

AI Empowers the Workforce: A Paradigm Shift in Workplace Dynamics
2 months ago

AI Empowers the Workforce: A Paradigm Shift in Workplace Dynamics

India Today  

The future of work is being reshaped, but not in the way many feared. Adecco Group's 'Global Workforce of the Future 2024' report reveals that AI isn't replacing workers; it's empowering them. The survey reveals a transformative shift in workplace dynamics, with AI emerging as a powerful ally rather than a threat. The most telling statistic? A substantial leap in …

Indian IT Services Companies See Growth in Revenue, But Hiring Slows Down
2 months ago

Indian IT Services Companies See Growth in Revenue, But Hiring Slows Down

Live Mint  

Indian IT companies are seeing a rebound in revenue growth, with four of the five largest companies hiring more people in the first six months of the fiscal year compared to the year-ago period. This positive guidance comes at a time when the companies' order books have shrunk in H1FY25 compared to H1FY24, but the current quarter (Q3) is not …

Deploying AI, very expensive at scale, says Aerospike CEO
3 months, 1 week ago

Deploying AI, very expensive at scale, says Aerospike CEO

New Indian Express  

BENGALURU: Companies are racing to deploy artificial intelligence but are quickly finding that ingesting and managing the massive amounts of data they need for accurate real-time decisions is very expensive at scale, said Subbu Iyer, CEO of Aerospike. He added, “Our customers lead their industries with some of the most successful, cost-effective AI deployments, and more organisations are turning to …

AI, AI Captain: India Tops Global Rankings in Skills, GitHub Projects, 40th in Readiness: MoS IT to Parliament
4 months, 2 weeks ago

AI, AI Captain: India Tops Global Rankings in Skills, GitHub Projects, 40th in Readiness: MoS IT to Parliament

News 18  

While India ranks first in Artificial Intelligence Skill Penetration and first in the number of GitHub AI Projects in the Stanford AI Index report 2024, in the Oxford AI Readiness Index, India is ranked 40th, reflecting the country’s ongoing efforts to strengthen its AI infrastructure, Jitin Prasada, Minister of State for Electronics and Information Technology, recently told Parliament. Prasada emphasised …

Women Key For India's $320 Billion AI Market, But Gender Disparity Remains: NASSCOM-BCG
4 months, 2 weeks ago

Women Key For India's $320 Billion AI Market, But Gender Disparity Remains: NASSCOM-BCG

ABP News  

A new report by NASSCOM and Boston Consulting Group has highlighted the significant role women can play in India's booming artificial intelligence market, which is projected to reach $320-$380 billion by 2027. India Has 64% Gender Gap In AI Leadership Compared To Global Peers The report, titled "GenAI: The Diversity Game Changer We Can't Ignore", analysed the adoption of AI …

Will AI lead to job cuts in India? Economic Survey warns these sectors
5 months ago

Will AI lead to job cuts in India? Economic Survey warns these sectors

Hindustan Times  

The biggest disruption for the future of work is the accelerated growth in artificial intelligence, which is poised to revolutionise the global economy. As AI systems become smarter and more prevalent, the future of work will change significantly, said the economic survey prepared under the guidance of chief economic advisor V Anantha Nageswaran. If Generative AI significantly boosts the marginal …

Economic Survey flags impact of AI on workers, puts onus on pvt sector to create jobs
5 months ago

Economic Survey flags impact of AI on workers, puts onus on pvt sector to create jobs

Live Mint  

“…it is in the enlightened self-interest of the Indian corporate sector, swimming in excess profits, to take its responsibility to create jobs seriously,” the Economic Survey said The Economic Survey on Monday highlighted the adverse impact that artificial intelligence can cast on Inda’s working class which in turn can add to the barriers to sustained growth for the Indian economy. …

Union budget 2024-25 should prioritise AI research: Experts
5 months ago

Union budget 2024-25 should prioritise AI research: Experts

New Indian Express  

BENGALURU: As IT companies are increasingly focusing on Artificial Intelligence and Generative AI use cases, experts say the upcoming Budget should promote AI research and implementation apart from focusing on upskilling programmes. In the interim Budget, finance minister Nirmala Sitharaman had announced that three centres of excellence for Artificial Intelligence would be set-up in top educational institutions. “With the increasing …

More Than 90% Of Indian Offices Considering, Encouraging ChatGPT's Use, Reveals Study
5 months, 2 weeks ago

More Than 90% Of Indian Offices Considering, Encouraging ChatGPT's Use, Reveals Study

ABP News  

Artificial intelligence is slowly taking over and its userbase is increasing exponentially as time passes. This study not only underscores the innovative spirit of Indian employees but also sets a benchmark for global workplaces on how generative AI can be effectively integrated into daily operations to complement human skills and enhance overall performance.” The Rise In Acceptance Of AI At …

AI Can Exacerbate Job Losses, Market Fall and Supply Chain Errors in Next Downturn: IMF
6 months, 3 weeks ago

AI Can Exacerbate Job Losses, Market Fall and Supply Chain Errors in Next Downturn: IMF

Deccan Chronicle  

Chennai: In the next downturn, artificial intelligence can exacerbate job losses, financial market losses and supply chain errors across countries. In order to remain prepared, countries have to ensure that tax systems favour people over automation, workers are protected from AI labour market disruptions and financial institutions make disclosures on usage of AI, said Gita Gopinath, first deputy managing director …

Global Graduate Outlook Survey points at changing trends
6 months, 3 weeks ago

Global Graduate Outlook Survey points at changing trends

Deccan Chronicle  

Hyderabad: While 72 per cent of Indian graduates still choose to study abroad, this number has declined from 80 per cent in 2023, according to the 2024 Global Graduate Outlook Survey by the CFA Institute. However, 72 per cent of these graduates plan to return to India for employment, indicating a strong inclination to leverage global education while seeking professional …

Economists should reskill themselves for the age of AI
6 months, 3 weeks ago

Economists should reskill themselves for the age of AI

Live Mint  

The poor placement record of India’s top engineering schools this year has received much attention. To improve the accuracy of economic observations, Morgenstern advocated deeper engagement between data producers and users, openness in acknowledging errors of economic measurement, and careful reviews to bring down errors over time. In his foreword to Mukherjee’s 1969 book on national accounting in India, Nobel …

India's AI Spending Forecasted to Reach $5.1 Billion by 2027: Intel-IDC Report
7 months, 1 week ago

India's AI Spending Forecasted to Reach $5.1 Billion by 2027: Intel-IDC Report

News 18  

Intel and IDC have unveiled a joint report assessing the Artificial Intelligence maturity level across eight markets, including India. The report highlighted that India’s AI spending is forecasted to experience the swiftest expansion among the examined markets, with a projected Compound Annual Growth Rate of 31.5 per cent from 2023, reaching $5.1 billion by 2027. According to the report, India, …

AI users doubled in last six months, now used by 75% of global knowledge workers: Report
7 months, 1 week ago

AI users doubled in last six months, now used by 75% of global knowledge workers: Report

Hindustan Times  

The number of people using AI has nearly doubled in the last six months and around 75 per cent of global knowledge workers are using AI at workplaces, according to "2024 Work Trend Index Annual Report" by Microsoft and LinkedIn. The survey in the report highlights that 90 per cent of AI users stated it helped them save time, 85 …

Will chatbots eat India’s IT industry?
7 months, 2 weeks ago

Will chatbots eat India’s IT industry?

The Economist  

Listen to this story. Data from Upwork, a freelancing platform, shows that earnings for uncomplicated writing tasks like copy-editing fell by 5% between Chat GPT ’s launch in November 2022 and April 2023, relative to roles less affected by AI. Another source of fresh demand—and the IT companies’ second big opportunity—is for all-new tasks tied to clients’ deployment of AI …

BCG study shows 70% users excited about GenAI at work, but 43% positive about its impact on daily life
7 months, 3 weeks ago

BCG study shows 70% users excited about GenAI at work, but 43% positive about its impact on daily life

The Hindu  

A study published on April 29 by the Boston Consulting Group titled ‘Consumers Know More About AI than Business Leaders Think,’ has shared that consumer understanding and enthusiasm around artificial intelligence is higher than expected. Based on a survey conducted across 21 countries and 21,000 respondents, the research also answered questions around the usage of AI in the workplace. “While …

Research shows disconnect in AI-related hirings made by enterprises
8 months, 3 weeks ago

Research shows disconnect in AI-related hirings made by enterprises

The Hindu  

A report released by data analytics provider Alteryx has stated that even though business leaders and recruiters are preparing for an AI-infused future, there’s still a disconnect during the hiring process. Titled ‘Defining the Enterprise of the Future,’ the research shared that even though most of the survey respondents recognised creativity as the most important human skill followed by critical …

AI a job killer? In California it’s complicated
9 months ago

AI a job killer? In California it’s complicated

LA Times  

For the thousands of tech workers recently laid off in California and across the country, the future may not be as bleak as it looks right now: Many are likely to retrain fairly quickly for new jobs in the burgeoning field of artificial intelligence. “What we’re seeing is a lot of tech companies are actually monetizing the AI solution,” said …

95% CIOs deem AI critical for business in 2024: IDC Report
9 months, 1 week ago

95% CIOs deem AI critical for business in 2024: IDC Report

The Hindu  

95% of Chief Information Officers deem AI critical for business in 2024, while 45% in India admit to recruitment challenges for AI-related positions. 69% of CIOs across Asia Pacific further prefer AI work loads in non-public cloud environments as a shift is noticed in CIO priorities from last year with AI topping the list, a study commissioned by Lenovo and …

India’s AI leap: bridging the gap
9 months, 1 week ago

India’s AI leap: bridging the gap

Live Mint  

Though Prime Minister Narendra Modi and the Union government have been talking about ‘Making AI in India’ and ‘Making AI Work for India’ for some time now, there was a worry that the lack of powerful AI compute infrastructure could hold India’s AI ambitions back. The money allocated to help build the all-critical GPU infrastructure through a public-private partnership model …

India to invest $1.2 billion in AI infrastructure, startups; Ambani's Reliance to lead the race
9 months, 2 weeks ago

India to invest $1.2 billion in AI infrastructure, startups; Ambani's Reliance to lead the race

Hindustan Times  

India will invest $1.2 billion in a wide range of artificial intelligence projects as the world's most populous country stakes a claim to the burgeoning sector. Junior minister Rajeev Chandrasekhar said the investment "will catalyze India's AI ecosystem and position it as a force shaping the future of AI for India and for the world". OpenAI chief executive Sam Altman …

Talent development is a key priority for Indian companies in 2024: LinkedIn
9 months, 3 weeks ago

Talent development is a key priority for Indian companies in 2024: LinkedIn

Deccan Chronicle  

LinkedIn, the world’s largest professional network, has released its latest Workplace Learning Report which points out that 94% of companies in India plan to enhance their employees’ skills and abilities this year, as AI continues to reshape the world of work. According to the report, upskilling employees, aligning learning programs to business goals, and creating a culture of learning are …

India’s AI market seen touching $17 billion by 2027: Report
10 months ago

India’s AI market seen touching $17 billion by 2027: Report

The Hindu  

February 21, 2024 10:16 am | Updated 12:24 pm IST - MUMBAI India’s artificial intelligence market is projected to touch $17 billion by 2027, growing at an annualised rate of 25-35% between 2024 and 2027, IT industry body Nasscom and consulting firm BCG said on Tuesday, citing a joint report studying AI-powered tech in the country. The growth is seen …

India's AI market to reach USD 17 billion by 2027: Nasscom
10 months ago

India's AI market to reach USD 17 billion by 2027: Nasscom

India TV News  

India’s artificial intelligence market is booming, and it is likely to grow at a 25 per cent compound annual growth rate to reach USD 17 billion by 2027, with similar growth in artificial intelligence investments. This growth has been fueled by multiple factors which include increasing enterprise tech spending, India’s growing AI talent base and a significant increase in AI …

AI created more jobs in web design, data science, digital marketing and more: IBM India
10 months ago

AI created more jobs in web design, data science, digital marketing and more: IBM India

India TV News  

As generative artificial intelligence begins to threaten certain jobs, it was stated that AI will create more job options than it destroys. For example, take the Internet, when the Internet came right, and you had web publishing and all things that were web-enabled, it led to job decline in certain sectors like newspaper printing." However, he added that it also …

India Needs 10 Lakh AI Experts, Says Rajanna
10 months, 1 week ago

India Needs 10 Lakh AI Experts, Says Rajanna

Deccan Chronicle  

Hyderabad: India needs 10 lakh people trained in artificial intelligence by 2026 and the technology industry is making significant investments in this, said V. Rajanna, president, of technology, services, and software, TCS. Delivering the keynote address at the annual event of Hyderabad Software Enterprises Association here on Wednesday, he said Hyderabad was a pioneer in launching digital citizen services in …

Microsoft's Nadella woos Indian developers to the company's AI tools
10 months, 2 weeks ago

Microsoft's Nadella woos Indian developers to the company's AI tools

The Independent  

For free real time breaking news alerts sent straight to your inbox sign up to our breaking news emails Sign up to our free breaking news emails Sign up to our free breaking news emails SIGN UP I would like to be emailed about offers, events and updates from The Independent. Read our privacy policy Microsoft CEO Satya Nadella urged …

Govt admits AI can lead to job losses in India
10 months, 2 weeks ago

Govt admits AI can lead to job losses in India

New Indian Express  

Moving away from its earlier stance that AI is ‘not leading to job losses’, Government of India seems to be coming round to the realization that AI may end up taking jobs away from some people. “AI may result in automating some routine jobs but will also result in job creation in various data science, data curation etc,” said Electronics …

Rural India witnesses job growth with AI's role in high-quality dataset creation
10 months, 2 weeks ago

Rural India witnesses job growth with AI's role in high-quality dataset creation

India TV News  

Artificial intelligence has taken over the world within a couple of years and has been storming the world with its expansion and wide usage. In India, many startups have been impacted by creating dataset space in several Indian languages to train AI models and for research while creating jobs, majorly in the rural parts of the country. "We really think …

Surge in AI and Healthcare hiring noted in India for January: Report
10 months, 2 weeks ago

Surge in AI and Healthcare hiring noted in India for January: Report

India TV News  

Hiring for AI-related roles in sectors like hospitality, healthcare and FMCG has witnessed a significant growth in January 2024 in India. As per the Naukri JobSpeak Index, the white-collar hiring in India stood at 2,455 in January 2024, registering an increase of one per cent over the preceding month and about 11 per cent lower than in 2023. As per …

Over a third of EU firms adopt AI, bringing digital goals in reach
10 months, 3 weeks ago

Over a third of EU firms adopt AI, bringing digital goals in reach

The Hindu  

More than a third of European businesses adopted artificial intelligence in 2023 as use of generative AI surged, a report commissioned by Amazon Web Services found. The European Commission, the EU executive, in 2021 presented its 2030 Digital Decade vision to transform the region, with 80% of the population acquiring basic digital skills, 5G connectivity everywhere and 75% of EU …

Union Budget and navigating the AI path
10 months, 3 weeks ago

Union Budget and navigating the AI path

Live Mint  

In the Union Budget for fiscal year 2023-24, finance minister Nirmala Sitharaman introduced the government's artificial intelligence plans, announcing three AI centres of excellence in top educational institutes. This initiative, aimed at realizing the 'Make AI in India' and 'Make AI Work for India' vision, was expected to see partnerships with industry leaders for interdisciplinary research and developing advanced applications …

Your job may disappear altogether as AI will impact 40% jobs, finds IMF analysis
11 months, 1 week ago

Your job may disappear altogether as AI will impact 40% jobs, finds IMF analysis

Live Mint  

An analysis by the International Monetary Fund has found that close to 40 percent of jobs worldwide will be affected by artificial intelligence, with advanced economies facing more exposure than emerging markets and low-income countries, as per a Bloomberg report. Kristalina Georgieva, Managing Director of the IMF expressed concerns in a blog post, stating that in most scenarios, AI is …

Artificial Intelligence will affect almost 40% jobs globally: IMF report
11 months, 1 week ago

Artificial Intelligence will affect almost 40% jobs globally: IMF report

Hindustan Times  

Artificial intelligence will affect almost 40% of global jobs, with advanced economies facing greater exposure than emerging markets and low-income countries, according to an International Monetary Fund analysis. Artificial intelligence will affect almost 40% of global jobs: IMF “In most scenarios, AI will likely worsen overall inequality, a troubling trend that policymakers must proactively address to prevent the technology from …

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