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Study Warns of “AI Brain Fry” as Workers Report Mental Fatigue from Artificial Intelligence Tools

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A growing number of employees are reporting mental exhaustion linked to heavy use of artificial intelligence tools, with researchers now referring to the condition as “AI brain fry,” according to a new study by Harvard University.

The research surveyed more than 1,400 full-time workers in the United States who are employed at large companies. The goal was to understand how frequently people use AI in their daily work and how it affects their mental focus and decision-making.

About 14 percent of those surveyed said they experienced a noticeable “mental fog” after extended interactions with AI systems. Participants described symptoms such as difficulty concentrating, slower thinking, headaches and trouble making decisions after spending long periods working with AI programs.

Researchers said the findings were significant enough for them to introduce the term “AI brain fry,” which refers to mental fatigue caused by intensive use of artificial intelligence tools.

The issue is becoming more visible as businesses increasingly ask employees to develop and supervise AI agents. These automated systems are designed to perform tasks with minimal human supervision, but workers often need to manage and review their outputs.

According to the study, the promise that AI would free up time for more meaningful work is not always being realised. Instead, many employees report spending their time juggling several digital tools and constantly switching between them.

“Employees find themselves toggling between more tools,” the study said. Rather than reducing workloads, multitasking and monitoring different systems can become central to the job.

The researchers warned that this type of cognitive strain could lead to higher rates of mistakes, decision fatigue and even increased intentions among workers to leave their jobs.

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Concerns about mental fatigue from AI have also appeared on social media, where some users say the constant need to monitor AI-generated work can be exhausting. One AI company founder wrote online that he finishes each day feeling drained, not because of the work itself but because of the effort required to manage automated systems.

The study also examined which types of AI-related work are the most mentally demanding. Oversight tasks, where employees monitor or check the output of AI systems, were identified as the most stressful.

Workers responsible for supervising AI outputs reported about 12 percent more mental fatigue than those who did not perform this role. Researchers attributed this to information overload, a situation where employees feel overwhelmed by the volume of data and tasks they must process.

Employees also said AI tools sometimes increase workloads by forcing them to track results across multiple systems within the same timeframe.

The study found a noticeable drop in productivity when workers used more than three AI tools at the same time. Participants who reported experiencing “AI brain fry” were also found to make 39 percent more major mistakes than colleagues who did not report the same symptoms.

Workers in marketing, operations, engineering, finance and information technology were among those most likely to report the effects of AI-related mental fatigue.

Researchers said artificial intelligence can still reduce burnout when it is used to handle routine or repetitive tasks. They stressed the importance of distinguishing between AI applications that ease workloads and those that may unintentionally increase cognitive pressure on employees.

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Microsoft Outage Renews Calls for Europe to Reduce Reliance on US Cloud Providers

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A global Microsoft outage that disrupted Outlook and Teams services across 74 countries has renewed calls for Europe to reduce its dependence on American technology companies and strengthen its own cloud computing industry.

The disruption, which began on Thursday afternoon European time, left users unable to access emails and online meetings. Some doctors’ surgeries in the UK asked patients to telephone them with urgent enquiries. Microsoft said it had found no evidence of a cyberattack, but had not identified the root cause. Services were gradually restored on Friday.

The incident has added urgency to concerns about Europe’s reliance on a small number of US providers. Tommaso Valletti, professor of economics at Imperial College Business School and a former chief competition economist at the European Commission, said the outage highlighted the risks of depending heavily on a handful of large technology companies.

Amazon, Microsoft and Google control around 70% of the European cloud market, according to Synergy Research Group. European providers account for approximately 15%, down from 29% in 2017. Germany’s SAP and Deutsche Telekom are among the largest local players, but each holds only about 2% of the market.

The figures reflect a wider dependence on foreign technology, with around 80% of Europe’s digital infrastructure and technology coming from outside the European Union. A recent Eurobarometer survey found strong public support for digital infrastructure controlled within Europe, particularly in Sweden, Finland and Denmark.

Brussels pushes for European alternatives

The debate gained momentum on Wednesday when members of the European Parliament presented a draft report on the European Commission’s proposed Cloud and AI Development Act. The report calls for public authorities to purchase more cloud services from European companies.

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Dutch Green MEP Reinier van Lanschot warned that dependence on foreign technology could leave critical systems vulnerable to decisions made outside Europe.

Concerns about access to technology increased in June when US company Anthropic suspended access to its Claude Fable 5 and Mythos 5 AI models to comply with American export controls. Access was restored on 1 July.

The European Commission also plans to triple the bloc’s data centre capacity over the next five to seven years. Bidding for up to seven EU-backed artificial intelligence gigafactories closed on Thursday.

European companies seek a larger role

Europe has several companies operating in different parts of the technology industry, although none currently matches the scale of the American giants.

French AI developer Mistral AI was valued at €21 billion following a €3 billion funding round led by Samsung in September. In cloud computing, Germany’s STACKIT is developing an €11 billion AI data centre in Brandenburg. It has joined OVHcloud, Scaleway and Mistral in securing places on an EU sovereign cloud contract worth up to €180 million.

Germany’s Infineon is also seen as a potential beneficiary of growing demand for AI infrastructure through its production of power-management chips.

However, persuading businesses to switch providers remains difficult. A Bitkom survey found that 85% of German companies considered the country too dependent on US cloud services, yet 71% continued to use them. Research by IDC found that only 4% of European organisations planned to rely exclusively on local providers.

The European Parliament’s committees are due to discuss the draft legislation on 1 December. A committee vote is provisionally scheduled for March 2027, followed by a parliamentary vote in April. Microsoft has promised to publish a report explaining the outage once all services have been restored.

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Web Summit Cancels Second Day in Lisbon as Storm Charles Disrupts Portugal

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Web Summit technology conference in Lisbon has cancelled its second day after the Portuguese government warned of serious risks from Storm Charles, which is expected to bring strong winds, coastal flooding and widespread disruption to public transport.

OrganiserThe s confirmed on Tuesday that Wednesday’s programme would not go ahead, following consultations with the government, the National Emergency and Civil Protection Authority (ANEPC) and the Public Security Police (PSP).

In an email to attendees, Web Summit said the government had formally advised against holding the event because of the potential dangers posed by the storm.

The warning cited the risk of tidal flooding, severe disruption to public transport and high winds that could affect external structures at the conference venue.

“Web Summit will of course respect the Government’s direction, and accordingly, Day 2 (Wednesday, November 11th) will not take place,” the organisers said, adding that the safety of attendees, staff and contractors remained their priority.

The conference is scheduled to resume on Thursday, subject to conditions and further official guidance.

The decision came after Portugal declared a state of emergency in response to the approaching storm. The government announced that schools and non-essential public services would close across the country on Wednesday as precautionary measures.

Minister of Internal Administration officials outlined the restrictions during a briefing at ANEPC headquarters in Carnaxide. Authorities also prohibited access to coastal areas, riverbanks and other locations considered vulnerable to flooding.

The Ministry of Internal Affairs said the restrictions would apply particularly to areas with a history of flooding and other weather-related hazards.

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Lisbon Mayor Carlos Moedas had earlier suggested that the technology conference should be cancelled, although he left the final decision to the central government and the event organisers.

Web Summit is being held at the Feira Internacional de Lisboa (FIL) exhibition centre in Parque das Nações, close to the city’s waterfront. Its location has raised concerns because of the potential impact of coastal flooding and strong winds on surrounding infrastructure.

The event was expected to attract close to 70,000 participants, including around 900 speakers and more than 2,000 start-ups. The gathering brings together technology companies, investors, entrepreneurs and policymakers from across the world.

The cancellation of Wednesday’s programme represents a disruption to one of Europe’s major technology gatherings, although organisers have indicated that activities are expected to continue on Thursday.

Authorities have urged residents and visitors to follow official safety instructions, avoid restricted areas and limit unnecessary travel while Storm Charles affects the country.

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Cyberattacks on Critical Infrastructure Expose Human Errors as a Major Security Risk

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Cyberattacks targeting essential services, including supermarket refrigeration systems, blood donation facilities and government networks, are increasing, with cybersecurity experts warning that human error remains one of the main ways criminals gain access to vulnerable systems.

Marco Di Filippo, a cybersecurity specialist at German firm Whitelisthackers, said an unusual concentration of major incidents had occurred within a short period.

“In the past two weeks we have seen an exceptional concentration of spectacular cases of a kind we would previously not have experienced even over the course of an entire year,” he told Euronews.

Recent incidents have included the theft of hundreds of thousands of emails belonging to members of Germany’s far-right Alternative for Germany party, vulnerabilities affecting financial services company Revolut and the PHP programming language, as well as attacks disrupting refrigeration systems.

Germany’s Federal Criminal Police Office recorded economic damage of €202.4 billion from cybercrime in 2025, highlighting the growing financial risks to businesses and public institutions.

One of the most serious recent incidents involved a cyberattack on Berlin’s state network in August 2026. The ransomware group Rhysida demanded 30 bitcoin, worth approximately €2 million, but the Berlin Senate refused to pay. The attackers subsequently published 1.4 million confidential files on the dark web.

Di Filippo said the breach began when an employee was tricked into visiting a malicious website using a technique known as ClickFix. The victim was instructed to confirm they were human by copying and executing a computer command.

By following the instructions, the employee unknowingly gave attackers access to the system. Di Filippo said the incident exposed two weaknesses: insufficient awareness among staff and excessive access privileges that allowed an ordinary user to execute the harmful command.

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He estimates that people are involved in allowing security weaknesses to be exploited in between 80% and 95% of cyberattacks.

The expert warned that increasing connectivity was creating new risks. Internet-connected appliances, including supermarket refrigerators, can be controlled remotely, but inadequate security measures may allow criminals to interfere with their operation. Recent attacks on refrigeration systems have also affected blood donation services, with disrupted cooling reportedly rendering some donations unusable.

Cybercriminals can also gain access to private messages through techniques such as WhatsApp ghost pairing. Germany’s Federal Office for Information Security has advised users to examine unexpected messages carefully and activate two-factor authentication.

Di Filippo believes public education should become a central part of cybersecurity policy. He pointed to awareness campaigns in India, where public transport advertisements provide information about cybercrime and reporting hotlines.

His company takes a different approach by testing systems using methods similar to those employed by criminal hackers, but with the permission of clients. Its specialists identify weaknesses and provide detailed reports explaining how they can be fixed.

Whitelisthackers works with around 250 clients annually. Once vulnerabilities are identified, manufacturers and organisations are notified so they can address the problems before criminals exploit them.

Di Filippo said technology alone could not prevent attacks. Improving digital awareness among employees and the public, alongside stronger technical safeguards, was essential to protecting critical infrastructure.

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