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The Tech Diff > Blog > Technology > “AI: Revitalizing Science and Driving Sustainable Economic Growth”
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“AI: Revitalizing Science and Driving Sustainable Economic Growth”

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Last updated: December 15, 2025 1:50 am
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“AI: Revitalizing Science and Driving Sustainable Economic Growth”
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America’s Concerns about AI

America, you have spoken loud and clear: You do not like AI.

Contents
America’s Concerns about AIThe Need for Better IdeasAI’s Role in Scientific AdvancementsAI as a Partner in ResearchThe Road Ahead

A Pew Research Center survey published in September found that 50 percent of respondents were more concerned than excited about AI; just 10 percent felt the opposite. Most people, 57 percent, said the societal risks were high, while a mere 25 percent thought the benefits would be high. In another poll, only 2 percent — 2 percent! — of respondents said they fully trust AI’s capability to make fair and unbiased decisions, while 60 percent somewhat or fully distrusted it. Standing athwart the development of AI and yelling “Stop!” is quickly emerging as one of the most popular positions on both ends of the political spectrum.

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Putting aside the fact that Americans sure are actually using AI all the time, these fears are understandable. We hear that AI is stealing our electricity, stealing our jobs, stealing our vibes, and if you believe the warnings of prominent doomers, potentially even stealing our future. We’re being inundated with AI slop — now with Disney characters! Even the most optimistic takes on AI — heralding a world of all play and no work — can feel so out-of-this-world utopian that they’re a little scary too.

Our contradictory feelings are captured in the chart of the year from the Dallas Fed forecasting how AI might affect the economy in the future:

Red line: AI singularity and near-infinite money. Purple line: AI-driven total human extinction and, uh, zero money.

The Need for Better Ideas

One major issue is that we need better ideas to address societal challenges. A widely cited paper by economist Nicholas Bloom highlights that humanity is generating fewer new ideas, leading to diminishing returns on research and development (R&D) investments. The need for increased productivity is growing, yet we find ourselves paddling against the current just to maintain the same growth trajectory.

Inside the realm of scientific research, there is similar concern. A 2023 study published in *Nature* analyzed 45 million papers and discovered that the work being done is less “disruptive” over time, which means new ideas are becoming less frequent. Additionally, with low fertility rates in wealthier countries, we face a demographic crunch that threatens to decrease innovation.

AI offers a potential solution to this bottleneck, particularly in scientific research. Researchers struggle with overwhelming amounts of data but AI could help them navigate and utilize this information efficiently. The concept of “AI as a co-scientist” is gaining traction.

AI’s Role in Scientific Advancements

A notable example of AI’s potential is AlphaFold, developed by Google DeepMind. This system can predict the 3D structure of proteins from their amino-acid sequences, a task that previously took researchers months. After AlphaFold, biologists now have high-quality predictions for nearly the entire protein universe, greatly facilitating drug design and vaccine development.

In materials science, DeepMind has introduced GNoME, which proposes new inorganic crystal structures, effectively speeding up material discovery essential for advancements in technology such as batteries and solar cells.

AI’s capability to generate improved weather forecasting models, like DeepMind’s GraphCast, demonstrates how these technologies can significantly enhance practical applications that impact everyday lives.

AI as a Partner in Research

Innovative AI tools, such as Coscientist from Carnegie Mellon, can autonomously read hardware documentation and plan experiments. Meanwhile, FutureHouse aims to create an “AI scientist” designed to assist researchers in navigating the wealth of information available in scientific literature.

By automating the more tedious aspects of research—like literature reviews and data analysis—AI can free scientists to focus on interpreting results and addressing other meaningful research questions.

The Road Ahead

While there are many benefits, it’s crucial to remain cautious about AI’s limitations. Misinterpretations of scientific data and ethical concerns over experiments must be carefully monitored. AI can enable rapid advancements, but it is essential to maintain rigorous checks and balances.

Looking back at the Dallas Fed’s chart, the transformative potential of AI lies not in singularity but in its ability to serve as the underlying infrastructure helping scientists work more efficiently. As society continues to grapple with the implications of AI, the focus must remain on harnessing its capabilities to tackle critical issues—ranging from health care to climate change.

For those interested in the future of AI and its profound implications, you can explore more here.

Image Credit: www.vox.com

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