nerd

04 Apr 2026

Slashdot

'Cognitive Surrender' Leads AI Users To Abandon Logical Thinking, Research Finds

An anonymous reader quotes a report from Ars Technica: When it comes to large language model-powered tools, there are generally two broad categories of users. On one side are those who treat AI as a powerful but sometimes faulty service that needs careful human oversight and review to detect reasoning or factual flaws in responses. On the other side are those who routinely outsource their critical thinking to what they see as an all-knowing machine. Recent research goes a long way to forming a new psychological framework for that second group, which regularly engages in "cognitive surrender" to AI's seemingly authoritative answers. That research also provides some experimental examination of when and why people are willing to outsource their critical thinking to AI, and how factors like time pressure and external incentives can affect that decision. Overall, across 1,372 participants and over 9,500 individual trials, the researchers found subjects were willing to accept faulty AI reasoning a whopping 73.2 percent of the time, while only overruling it 19.7 percent of the time. The researchers say this "demonstrate[s] that people readily incorporate AI-generated outputs into their decision-making processes, often with minimal friction or skepticism." In general, "fluent, confident outputs [are treated] as epistemically authoritative, lowering the threshold for scrutiny and attenuating the meta-cognitive signals that would ordinarily route a response to deliberation," they write. These kinds of effects weren't uniform across all test subjects, though. Those who scored highly on separate measures of so-called fluid IQ were less likely to rely on the AI for help and were more likely to overrule a faulty AI when it was consulted. Those predisposed to see AI as authoritative in a survey, on the other hand, were much more likely to be led astray by faulty AI-provided answers. Despite the results, though, the researchers point out that "cognitive surrender is not inherently irrational." While relying on an LLM that's wrong half the time (as in these experiments) has obvious downsides, a "statistically superior system" could plausibly give better-than-human results in domains such as "probabilistic settings, risk assessment, or extensive data," the researchers suggest. "As reliance increases, performance tracks AI quality," the researchers write, "rising when accurate and falling when faulty, illustrating the promises of superintelligence and exposing a structural vulnerability of cognitive surrender." In other words, letting an AI do your reasoning means your reasoning is only ever going to be as good as that AI system. As always, let the prompter beware.

Hacker News

Ask HN: How do you handle clients who don't pay on time?

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04 Apr 2026 12:58pm GMT

Mbodi AI (YC P25) Is Hiring

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04 Apr 2026 12:00pm GMT

Jack Dorsey says Block employees now bring prototypes, not slides, to meetings

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04 Apr 2026 11:57am GMT

Slashdot

Colorado's New Speed Camera System Makes Waze Nearly Useless

Colorado is rolling out an average-speed camera system that tracks vehicles across multiple points instead of catching them at a single camera, making it much harder for drivers to dodge tickets with apps like Waze and Radarbot. Motor1 reports: The state's new automated vehicle identification systems (AVIS) use several cameras to calculate your average speed between them, and if it is 10 miles per hour or more over the limit, you get a ticket. No longer will you be able to slow down as you approach a camera and speed back up after passing it, not that you should be speeding on public roads in the first place. Colorado began deploying this new camera system after legislators changed the law in 2023, allowing AVIS for law enforcement use. The systems, installed on various roads and highways throughout the state, first began issuing warnings, but police began issuing tickets late last year. The most recent section of road to fall under surveillance is a stretch of I-25 north of Denver, which brought the state's growing panopticon to our attention. It began issuing tickets on April 2. The Colorado Department of Transportation installed the cameras along a construction zone. The fine is $75 and zero points for exceeding the speed limit, and the police issue it to the vehicle's owner, regardless of who is driving.

Artemis II Astronauts Pass 100,000 Miles From Earth On Voyage To the Moon

The Artemis II crew has passed 100,000 miles from Earth and is now on a "free-return" path around the moon after a successful "translunar" injection burn. "Ladies and gentlemen, I am so, so excited to be able to tell you that for the first time since 1972 during Apollo 17, human beings have left Earth orbit," NASA's Dr Lori Glaze told a news conference. The Guardian reports: The astronauts -- the Americans Reid Wiseman, Victor Glover and Christina Koch, and a Canadian, Jeremy Hansen -- spent their first day in space performing checks on the spacecraft, which had never carried humans before. Later they had time to speak to US TV networks. "I've got to tell you, there is nothing normal about this," Wiseman told ABC News from the cramped interior of the capsule. "Sending four humans 250,000 miles away is a herculean effort, and we are now just realising the gravity of that." Orion will travel about 4,000 miles (6,400km) beyond the moon before turning back, providing unprecedented and illuminated views of the lunar far side. If all proceeds smoothly, the astronauts will set a record by venturing farther from Earth than any human before -- more than 250,000 miles. The mission is part of a longer-term plan to repeatedly return to the moon, with the aim of establishing a permanent base that will offer a platform for further exploration. After the final engine burn, NASA said Wiseman took two "spectacular" images of Earth. The first photo, called Hello, World, "shows the vast expanse of blue that is the Atlantic Ocean, framed by a thin glow of the atmosphere as the Earth eclipses the Sun and green auroras at either pole," reports the BBC. Another photo shows the view of Earth from inside the Orion spacecraft.