back
Get SIGNAL/NOISE in your inbox daily

Vox tech journalist Kelsey Piper argues that academic critics are missing the point about AI’s real-world impact by focusing too heavily on whether AI can “truly reason.” While philosophers and linguists debate AI’s cognitive limitations, the technology is already beginning to displace workers across industries, making theoretical questions about reasoning increasingly irrelevant to practical concerns about employment and economic disruption.

What you should know: Recent academic papers claiming AI lacks genuine reasoning abilities are gaining widespread attention, but they may be distracting from more pressing concerns about AI’s actual capabilities.

  • A viral Apple paper argued AI models have “fundamental scaling limitations” in reasoning, but Piper notes the models failed primarily due to formatting requirements rather than inability to solve problems.
  • When asked to write programs that output correct answers, the AI models “do so effortlessly,” suggesting the limitation is in expression format rather than problem-solving ability.
  • The paper’s findings are “not surprising” and don’t actually demonstrate much about AI’s practical capabilities, according to Piper’s analysis.

The employment reality: AI is already beginning to impact job markets in measurable ways, regardless of philosophical debates about its reasoning capabilities.

  • Entry-level hiring in professions like law, where tasks are “AI-automatable,” appears to be contracting.
  • The job market for recent college graduates “looks ugly” as AI tools become more capable.
  • Piper regularly tests AI tools on her own newsletter writing and notes they’re “getting better all the time,” leading her to expect her job will be automated “in the next few years.”

Why academic criticism matters: Piper argues that academics are making themselves irrelevant when their expertise is most needed by clinging to outdated assessments of AI capabilities.

  • “Many [academics] dislike AI, so they don’t follow it closely,” Cambridge professor Harry Law observes. “They don’t follow it closely so they still think that the criticisms of 2023 hold water. They don’t.”
  • Critics are “often trapped in 2023, giving accounts of what AI can and cannot do that haven’t been correct for two years.”
  • This disconnect prevents academics from making “important contributions” to understanding AI’s real implications for society.

The bigger picture: Cambridge’s Harry Law emphasizes that AI’s practical impact doesn’t depend on philosophical questions about consciousness or reasoning.

  • “Whether or not they are simulating thinking has no bearing on whether or not the machines are capable of rearranging the world for better or worse,” Law argues.
  • For employment effects and potential risks, “what matters isn’t whether AIs can be induced to make silly mistakes, but what they can do when set up for success.”
  • The focus should shift from theoretical limitations to practical capabilities and their societal implications.

Recent Stories

Oct 17, 2025

DOE fusion roadmap targets 2030s commercial deployment as AI drives $9B investment

The Department of Energy has released a new roadmap targeting commercial-scale fusion power deployment by the mid-2030s, though the plan lacks specific funding commitments and relies on scientific breakthroughs that have eluded researchers for decades. The strategy emphasizes public-private partnerships and positions AI as both a research tool and motivation for developing fusion energy to meet data centers' growing electricity demands. The big picture: The DOE's roadmap aims to "deliver the public infrastructure that supports the fusion private sector scale up in the 2030s," but acknowledges it cannot commit to specific funding levels and remains subject to Congressional appropriations. Why...

Oct 17, 2025

Tying it all together: Credo’s purple cables power the $4B AI data center boom

Credo, a Silicon Valley semiconductor company specializing in data center cables and chips, has seen its stock price more than double this year to $143.61, following a 245% surge in 2024. The company's signature purple cables, which cost between $300-$500 each, have become essential infrastructure for AI data centers, positioning Credo to capitalize on the trillion-dollar AI infrastructure expansion as hyperscalers like Amazon, Microsoft, and Elon Musk's xAI rapidly build out massive computing facilities. What you should know: Credo's active electrical cables (AECs) are becoming indispensable for connecting the massive GPU clusters required for AI training and inference. The company...

Oct 17, 2025

Vatican launches Latin American AI network for human development

The Vatican hosted a two-day conference bringing together 50 global experts to explore how artificial intelligence can advance peace, social justice, and human development. The event launched the Latin American AI Network for Integral Human Development and established principles for ethical AI governance that prioritize human dignity over technological advancement. What you should know: The Pontifical Academy of Social Sciences, the Vatican's research body for social issues, organized the "Digital Rerum Novarum" conference on October 16-17, combining academic research with practical AI applications. Participants included leading experts from MIT, Microsoft, Columbia University, the UN, and major European institutions. The conference...