logo
What are AI hallucinations? Computer expert breaks down why it happens, how to avoid it

What are AI hallucinations? Computer expert breaks down why it happens, how to avoid it

National Post15-05-2025

More internet users are starting to replace popular search engines with advanced chatbots from artificial intelligence platforms. However, the more powerful they become, the more mistakes they're making, the New York Times reported. These mistakes are referred to as hallucinations.
Article content
Article content
Hallucinations have even been at the centre of a recent case in Canada involving a lawyer accused of using AI and fake cases to make legal arguments. A Ontario Superior Court judge said the lawyer's factum, or statement of facts about the case, included what the judge believed to be 'possibly artificial intelligence hallucinations.'
Article content
Article content
As AI becomes more prevalent as it gets integrated into aspects of everyday life, hallucinations are likely not going away any time soon.
Article content
Article content
Here's what to know.
Article content
A report published in March by Elon University showed that more than half of Americans use large language models (LLM) like OpenAI's chatbot ChatGPT or Google's Gemini. Two-thirds of those Americans are using LLMs as search engines, per the report. Around the world, nearly one billion people use chatbots today, according to data from marketing site Exploding Topics — with Canadians and Americans among top users.
Article content
There's also been a surge in the amount of Canadians using AI recently, new data released by Leger on Wednesday revealed. Nearly half of the Canadians surveyed (47 per cent) in March said they've used AI tools, compared to only a quarter saying the same in February 2023.
Article content
Canadians are more likely to trust AI tools when it comes to tasks around the home, answering product questions via chat, or for using facial recognition for access. Canadians are much less trusting when it comes to using AI for driverless transport, teaching children or getting help to find a life partner. Canadians were split on whether AI is good (32 per cent) or bad (35 per cent) for society.
Article content
Article content
What are AI hallucinations?
Article content
Article content
An AI hallucination is when a chatbot presents a response as true, but it is not correct.
Article content
This can occur because AI chatbots are not 'explicitly programmed,' said University of Toronto professor David Lie from the department of electrical and computer engineering in a phone interview with National Post on Tuesday. Lie is also the Canada Research Chair in Secure and Reliable Systems.
Article content
'The programmer beforehand doesn't think of every possible question and every possible response that the AI could face while you're using it,' he said. Therefore, the chatbots rely on inferences from the training data. Those inferences can be incorrect for a multitude of reasons. The training data may be incomplete or the training method leads it to the wrong shortcuts to arrive at the answer.
Article content
He compared how the current generation of artificial intelligences are modelled to the human brain.
Article content
'The way they're trained is, you give a bunch of examples … trillions of them. And from that, it learns how to mimic, very much like how you would teach a human child,' said Lie. 'When we learn things, we often make mistakes, too, even after lots and lots of learning. We may come to the wrong conclusions about things and have to be corrected.'

Orange background

Try Our AI Features

Explore what Daily8 AI can do for you:

Comments

No comments yet...

Related Articles

‘Inevitably going to implode': Here's what experts think about Trump and Musk's relationship as it unravels online
‘Inevitably going to implode': Here's what experts think about Trump and Musk's relationship as it unravels online

CTV News

time21 minutes ago

  • CTV News

‘Inevitably going to implode': Here's what experts think about Trump and Musk's relationship as it unravels online

Psychologist Simon Sherry shares what he thinks may be behind public fallouts in the wake of Trump and Musk's online fight. It may be the most high-profile breakup between two of the most powerful and richest men in the world. Donald Trump and Elon Musk, who not too long ago was a strong ally and adviser to the U.S. president, captured the world's attention this week with their war of words on social media, including X, which Musk owns. What could be happening with the alliance between two of the world's most influential men, or what could similar feuds mean? reached out to a wide variety of experts, from a psychologist to Trump's biographer, asking what they think. Simon Sherry, a registered psychologist, said he couldn't speak directly about Trump or Musk since he has not assessed or diagnosed them. However, he said he could speak of individuals who may have certain personality traits and relationship styles that could lead to a similar public fallout. Sherry says people who exhibit narcissistic qualities generally 'don't play nicely' with each other. 'Speaking in general terms, when two narcissistic individuals interact, it often becomes a struggle for dominance,' Sherry, a professor from the department of psychology and neuroscience at Dalhousie University in Halifax, said in a video interview with on Friday. 'So if you've got traits like grandiosity and entitlement, you have a great need for admiration.' 'So if you've traits like grandiosity and entitlement, you have a great need for admiration.' These types of individuals may also be 'low on empathy' and 'cold' during interactions, he adds. 'And if you have that cold and unempathetic style, it's more likely that you're going to escalate conflict, as opposed to move toward repairing a relationship or any sort of a reconciliation.' Bree McEwan, a communication professor at the University of Toronto Mississauga, told in a video interview Friday that the public unravelling between Trump and Musk raises questions. 'This is perhaps an unusual moment where we're having power players in the U.S. government air out all of their beef in online settings,' said McEwan, who specializes in social media's role in personal communication and public discourse. 'It does allow for a lot of conversation and chatter to occur around their discussion, but it also brings up the question of how much of this is a performance, who's that performance for, and how much of this is sort of serious business of these major players,' McEwan added. The high-profile feud also has significant consequences, she adds. 'From a responsibility perspective, when you are two major players whose every action has a huge influence on world markets, there's a point here where maybe you should be picking up the phone and talking to each other, maybe have a conversation in the Oval Office,' she said. Breakup was 'inevitable': Trump biographer Marc Fisher, co-author of the 2016 book 'Trump Revealed: An American Journey of Ambition, Ego, Money, and Power,' called the duo's breakup 'inevitable.' 'This is a case of two wealthy and narcissistic billionaires, who are very accustomed to having the spotlight entirely to themselves and find that, when someone challenges them, they tend to push back pretty hard,' Fisher said in a video interview with on Friday. He added that the fallout 'makes perfect sense,' with Musk moving on as a top White House adviser. 'He had endangered his own businesses by devoting himself entirely to his time in Washington, and so he's now abandoned Trump and Trump doesn't like that,' he said. 'He doesn't like when people separate from him or critique him in any way, and so we have this battle of the wits and battle of the wills going that very much reflects the personalities of both men.' Both Musk and Trump are prone to 'overreactions' and 'emotional reactions,' Fisher added. 'Both of them see this kind of dispute as something that ought to play out in public, because that gives them even more attention, and attention is really the currency by which they measure their own success,' he said. Fisher adds that the public fight positions Trump as standing up to a billionaire, while Musk may be trying to prove to his stockholders that he's paying attention to his business. 'Neither of them has much to lose here,' he said. 'A marriage of convenience' Fisher doesn't believe Trump and Musk had a genuine connection. 'It was a marriage of convenience, really more of an accident than anything else, doomed from the start,' Fisher said. 'It's the kind of relationship that was perhaps mutually beneficial for a short time but was inevitably going to implode.' For Trump, Musk provided 'extraordinary energy' to allow Trump and his officials to show they were 'really tearing the federal government apart,' Fisher said, noting Trump seems to have less energy now than during his first administration. 'For Musk, this was an opportunity to push forward his business interests, get in close with the president who had a significant sway over whether large government contracts, which are at the heart of Musk's operations, would come his way and stay with his companies,' Fisher said. 'And so this was really, something that seemed mutually beneficial for a time.' 'Kerosene being thrown on this fire' Jeffrey Dvorkin, a media observer and former director of the journalism program at University of Toronto, had some ideas on what may be happening with the insults between the two men online. He called social media the 'kerosene being thrown on this fire.' 'I think that what we're seeing is the acting out of these unresolved issues that stem from childhood, but now have a terrible impact on the rest of us,' the senior fellow of Massey College at the University of Toronto said in a video interview with on Friday, referring to their 'very demanding' fathers. 'It is a destabilizing situation in the United States in the American government, which is never good for anybody.' Meanwhile, he said Musk is 'a disruptor.' 'He's throwing his toys around the room, hoping someone will pick up after him,' Dvorkin said. 'There may be some rationalization of what they're doing and why they're doing it, but I think deep down, we're dealing with two deeply flawed people, who have never really learned how to play well with others.' But Dvorkin sees one benefit in the feud. 'The only advantage I can see is that Canada now has a new prime minister who seems to be a grown up, the adult in the room, and he will now be able to exercise a level of control that maybe the previous prime minister was unable or unwilling to do,' he said.

$3.9 Million Revenue for First Quarter 2025 After $39 Million in Contracts Awarded to Enhance Cybersecurity for State-Level Public Higher Education and Major Municipal Transportation Agency: Cycu
$3.9 Million Revenue for First Quarter 2025 After $39 Million in Contracts Awarded to Enhance Cybersecurity for State-Level Public Higher Education and Major Municipal Transportation Agency: Cycu

Globe and Mail

timean hour ago

  • Globe and Mail

$3.9 Million Revenue for First Quarter 2025 After $39 Million in Contracts Awarded to Enhance Cybersecurity for State-Level Public Higher Education and Major Municipal Transportation Agency: Cycu

$CYCU Reports 2025 Q1 Gross Profit of $677,673, Up 95.4% Year-Over-Year, with 17.5% Gross Margin Increase Cybersecurity Leader Addressing the Growing Threat of Cyber Attacks and Data Breaches with a Multi-layered SaaS Solution. Serving Some of the Most Complex Government Agencies and Corporations in the World Including Fortune 100 and 500 Companies. Clients and Partners Include: US Dept. of Defense, Defense Intelligence Agency, Dept. of Homeland Security, US Navy and Major Private Sector Companies. Delivering State-of the-Art, Al-Infused Proprietary Technology Being One of the First to Marry AI and Cybersecurity. $3.9 Million Revenue for the First Quarter 2025. Q1 Gross Profit of $677,673, Up 95.4% Year-Over-Year, with 17.5% Gross Margin Increase $33 Million Contract Renewal Awarded to Enhance Cybersecurity for State-Level Public Higher Education Institutions Over 5 Years. $6 Million Contract Award by Major Municipal Transportation Agency. Expansion into Latin America via Partnership with LSV-TECH International Extending Sales Presence Into 135 Countries via Nokia Agreement. With High Product Pargins, the ARx Security Platform is a Cybersecurity Breakthrough and the Foundational Future Contributor to CYCU growth. Technology Veterans, Many Holding High-Level Security Clearances and Have Served Critical Roles in Public and Private Sectors. Cycurion, Inc. (Nasdaq: CYCU) is a tech-enabled cybersecurity firm that serves some of the most complex government agencies and corporations in the world including Fortune 100 and 500 Companies. Founded by internet pioneer Emmit McHenry — who directly oversaw the first internet protocols and the creation of .com domains — CYCU brings an unparalleled blend of vision, technology, and experience to every project. More than just an MSSP or strategic advisor, CYCU is a full-service security partner capable of guiding any organization through the modern cyber threat landscape. Cybersecurity has become an increasingly critical issue as illustrated by many top level media sources devoting high profile features on the subject. Here are some recent examples of investment opportunities in this emerging global business sector: CYCU is committed to surpassing expectations and delivering incomparable value to its clients and partners. CYCU achieves this goal by providing Network Communications and Information Technology Security services and solutions that are custom-tailored to the client's environment, as well as level of need. CYCU is built on a foundation of experts in Network Communications and Information Technology who possess unrivaled security expertise and experience. The flagship Cycurion ARx platform is a unified cybersecurity solution for protecting critical digital assets. Multi-layer protection is focused on inspecting requests to and responses from a digital asset. This non-invasive approach wraps around a digital asset — without hardware requirements or cloud installations — while keeping the client's IP completely private. With every request inspected, malicious threats are logged and blocked in real-time before reaching the asset. This CYCU multi-layer model of cybersecurity is intended to thwart potential attackers via an expanding set of protective layers. Financial Results for the First Quarter 2025 On June 6th CYCU reported financial results for the first quarter ended March 31, 2025, and provided a corporate update. Financial Highlights: Revenues of $3.9 million. CYCU Gross Profit of $677,673, up 95.4% year-over-year, with a 17.5% gross margin increase in the first quarter of 2025 compared to $346,714 (8.2% gross margin) in the first quarter of 2024, reflecting a focus on capturing and retaining more profitable business. Adjusted EBITDA of $245,062 (6.3% margin) in the first quarter of 2025 compared to $(68,803) in the first quarter of 2024, reflecting strong cost management coupled with both scalable operating leverage and an optimized service mix that included a higher proportion of enterprise clients and stronger government relationships, leading to a significant improvement in adjusted EBITDA in the first quarter of 2025. Q1 2025 and Recent Strategic, Technological and Corporate Milestones CYCU Listed and Began Trading on Nasdaq: Completed a business combination with Western Acquisition Ventures Corp. in February 2025 and had its shares of common stock listed on the Nasdaq Global Select Market. Broader Rollout of AI-driven SaaS ARx Cybersecurity Platform: High margin, AI-driven cybersecurity solutions have been instrumental in driving margin expansion, enhancing operational scale and strengthening Cycurion's market position, offering advanced capabilities to a wider array of clients. Strategic Partnerships Delivering Results: Long-term partnerships forged in both the public and private sectors are beginning to yield tangible revenue-generating opportunities. These collaborations validate Cycurion's go-to-market strategy and enhance its credibility within the industry. Notably, partnerships have already resulted positively. Includes SOC as Service, External Attack Surface Management, Web Application Firewall and Virtual CISO Support & Consulting. CYCU Backlog Reaching Record Levels: Witnessing a robust increase in its backlog of contracted work, which has reached record levels the first quarter of 2025, reflecting strong client demand for Cycurion's scalable solutions, indicating a positive outlook for future revenue streams. New Contracts: Secured a $22 million multi-year contract with State Police Agency. $33 Million Contract Renewal to Enhance Cybersecurity for State-Level Public Higher Education Institutions On May 13th CYCU announced that it had been awarded a significant contract renewal by a major state-level public higher education group. Under this renewed agreement, CYCU will deliver comprehensive cybersecurity services to member universities and colleges within the group, ensuring they are equipped to defend their education-focused operations and digital assets against the ever-evolving landscape of cyber threats. The renewal, valued at $33 million over the five-year term, extends the CYCU partnership through November 2030. Comprehensive Cybersecurity Services As part of this renewed contract, CYCU will provide an extensive suite of cybersecurity and governance, risk, and compliance (GRC) 24x7x365 managed support services, which include: Enterprise Security Strategy: Developing a holistic approach to security that aligns with institutional goals and protects valuable digital assets Risk & Vulnerability Assessment & Testing: Continuous evaluation and testing of security measures to identify vulnerabilities and enhance defenses Disaster Recovery: Strategies and solutions to restore systems and data after disruptive events Business Continuity Planning: Ensuring ongoing operations during and after a security incident Forensics and Recovery Services: Comprehensive support for incident investigation and data recovery Regulatory Compliance Analysis: Assisting institutions in meeting federal and state compliance requirements In addition to the member institutions of this State-Level Public Higher Education Group, any university or governmental entity across the United States can leverage this contract vehicle to access CYCU cybersecurity services. The contract provides a streamlined pathway for educational and governmental organizations to enhance their cybersecurity posture without the need for an extensive procurement process. $6 Million Contract Award by Major Municipal Transportation Agency On April 29th CYCU announced it has been awarded a $6 million contract by a major municipal transportation agency. Under this contract, CYCU will deliver a wide range of professional consulting services, including Audit and Cybersecurity Services, Organizational Change Management Consulting, Data Analytics, and Information Technology Services. The Scope of Work also potentially includes the integration of CYCU proprietary ARx platform to further enhance operational and cybersecurity capabilities. CYCU brings extensive transportation sector expertise, combined with a strong track record in defining and measuring organizational performance to address deficiencies. Specific services provided will include Risk and Vulnerability Assessments, Regulatory Compliance Analysis, Enterprise Cybersecurity Strategy Development, Testing, and Vulnerability Management. Disclosure listed on the CorporateAds website Media Contact Company Name: Cycurion, Inc. Contact Person: Kevin Kelly, Chairman & CEO Email: Send Email Phone: 888-341-6680 Address: 1640 Boro Place 4th Floor City: McLean State: Virginia Country: United States Website:

DOWNLOAD THE APP

Get Started Now: Download the App

Ready to dive into the world of global news and events? Download our app today from your preferred app store and start exploring.
app-storeplay-store