Skip to content
Search

Latest Stories

Follow Us:
Top Stories

Ten Things the Future Will Say We Got Wrong About AI

Opinion

Ten Things the Future Will Say We Got Wrong About AI

A team of

Getty Images, Dragos Condrea

As we look back on 1776 after this July 4th holiday, it's a good opportunity to skip forward and predict what our forebears will think of us. When our descendants assess our policies, ideas, and culture, what will they see? What errors, born of myopia, inertia, or misplaced priorities, will they lay at our feet regarding today's revolutionary technology—artificial intelligence? From their vantage point, with AI's potential and perils laid bare, their evaluation will likely determine that we got at least ten things wrong.

One glaring failure will be our delay in embracing obviously superior AI-driven technologies like autonomous vehicles (AVs). Despite the clear safety benefits—tens of thousands of lives saved annually, reduced congestion, enhanced accessibility—we allowed a patchwork of outdated regulations, public apprehension, and corporate squabbling to keep these life-saving machines largely off our roads. The future will see our hesitation as a moral and economic misstep, favoring human error over demonstrated algorithmic superiority.


They will also criticize our stubborn refusal to integrate AI-based policy forecasting into our legislative processes. While AI models could have analyzed the long-term societal and economic impacts of proposed laws, helping us anticipate unintended consequences and optimize for human flourishing, we largely relied on antiquated, human-limited methods. This neglect meant our policies often lagged behind technological change, undermining the very notion of effective, responsive governance.

Crucially, they will likely question our failure to establish new intellectual property frameworks even after it became evident that current copyright and patent laws disproportionately favored incumbents and no longer served their intended purpose in the age of AI. Contemporary delay reinforced monopolies, rather than fostering a vibrant, decentralized ecosystem of innovation that truly benefited independent creators and inventors.

The future will equally lament our oversight in adjusting our schools and workforce development programs. They will see our delay in instituting widespread AI literacy for the general public as a critical blunder. We did not take the requisite steps to equip citizens with the fundamental understanding to navigate an AI-saturated world—to ensure they had access to the latest tools, discern AI-generated misinformation, and grok the foundational technical aspects of AI so that they could contribute to AI policy conversations. This lapse compromised our collective pursuit of an informed, participatory democracy. Compounding this, our sluggishness in adjusting reskilling and upskilling programs meant we left vast segments of the workforce vulnerable to displacement, rather than proactively empowering them with the skills to thrive alongside AI.

Perhaps more fundamentally, they will indict our failure to see data sharing as a social good. In an era where data is the new oil (or even the new water!), we allowed its collection and control to remain highly fragmented and proprietary. We did not establish robust, ethical frameworks for data cooperatives or public data trusts that could have fueled innovation for the common good—in healthcare, urban planning, and scientific research.

From an innovation perspective, the future will see our lack of sufficient investment in basic AI research as a monumental strategic error. Our focus skewed heavily towards optimizing existing models, rather than dedicating resources to more elementary inquiries that could uncover the next generation of transformative AI systems. This shortsightedness potentially limited humanity's long-term scientific and technological trajectory. This misallocation of resources will be underscored by our prioritization of Artificial General Intelligence (AGI) over the development and deployment of robust, beneficial generic AI applications. The speculative pursuit of an arbitrary, unspecified goal often overshadowed the immense, tangible benefits that could have been realized through focused development of practical, specialized AI solutions for pressing societal problems.

Finally, our descendants will not forgive our inadequate investment in public digital infrastructure and universal access. As AI became a foundational layer for economic opportunity and civic life, we allowed a significant digital divide—now an algorithmic abyss—to persist, denying equitable access to the very tools needed to participate in the new economy. From places like New Braunfels, Texas, to rural Virginia, the future will look at our massive, energy-hungry data centers and transmission lines and ask why we also showed a lack of adequate support for the communities disrupted by the immense physical requirements of AI development. These energy-intensive facilities placed environmental and social burdens on local populations without integrating them into the AI ecosystem's benefits.

As things stand, the ledger of future complaints against us concerning AI will be long. But this prophecy need not be our destiny. By confronting these potential failures now, by prioritizing sustained innovation and adaptive governance, we can still pivot towards a future where AI serves humanity's highest aspirations. The time for foresight and courageous action is now, before the future passes its final judgment.

Kevin Frazier is an AI Innovation and Law Fellow at Texas Law and Author of the Appleseed AI substack.

Read More

President Trump answers questions from reporters.

U.S. President Donald Trump answers questions from reporters before boarding Air Force One on August 21, 2026 in Joint Base Andrews, Maryland.

(Photo by Win McNamee/Getty Images)

Trump’s White House Press Ban Violates 1st Amendment

The principle is simple. Just like politicians are not supposed to pick their voters, government officials don’t get to pick the reporters who cover them.

If they did, the First Amendment would be meaningless. and we would no longer live in anything resembling a constitutional republic. That is why President Trump’s September 18 announcement that he is banning reporters from CNN, MSNow, and Politico from the White House is so dangerous.

Keep ReadingShow less
A person interacts with an AI chatbot on a smartphone. The screen displays a conversation interface with the text "Hi, may I help you?" suggesting the use of an AI assistant app. A laptop is visible in the background, emphasizing a tech-savvy environment.

A 2026 study found AI beat elite debaters, until it was slowed to human speed. Why persuasion throughput matters and how to make chatbot tempo transparent.

Chong Kee Siong/Getty Images

Political Chatbots Should Not Be Allowed To Set the Pace

A political chatbot can answer before a citizen has finished reading its previous message. It can add statistics, historical examples, causal claims, and links at a rate no human campaign volunteer could match. That does not necessarily make its case wiser. It changes the contest by allowing one speaker to control the tempo.

A June 2026 preprint offers unusually direct evidence of this problem. Across four preregistered experiments involving 18,978 conversations from 6,923 people, frontier AI systems were more persuasive than laypeople, tournament winners, professional canvassers and elite competitive debaters. The human experts were not casual opponents: the study included world and continental champions, paid preparation, live practice and substantial performance incentives.

Keep ReadingShow less
Camera pointing at Donald Trump

U.S. President Donald Trump is seen in the electronic viewfinder of a television camera in the Oval Office at the White House on September 18, 2026, in Washington, DC.

(Photo by Chip Somodevilla/Getty Images)

How Democracy Dies Alongside a Constricted Press

The Fulcrum is committed to nurturing the next generation of journalists.

We asked Malory Shaw, a Fall Fulcrum Fellow, to share what democracy means to her and how she sees its current health.

Keep ReadingShow less
Hasan Piker

Influencer and left-wing political commentator Hasan Piker is introduced during a campaign rally for Wisconsin Gubernatorial candidate Francesca Hong on Aug. 2, 2026, in Milwaukee.

(Joshua Lott/Getty Images/TNS)

While the world is on fire, the media are still obsessed with Israel

No one likes to think they’re being hysterical. And nothing makes hysterical people angrier than being described as such. So, let me offer my apologies in advance for what follows.

Jeremy Musighi, an independent researcher, recently released a study analyzing 14.7 million news articles published across 65 languages over the last decade. He found that, in 2024, news outlets published “more than twice as many stories about Israel as about all 48 countries of sub-Saharan Africa combined.”

Keep ReadingShow less