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129 contributions to AI Automation Society
OpenAI released report on why LLMs hallucinate
Hallucinations are a predictable byproduct of the way models are tested and rewarded during training. Models guess rather than admit uncertainty because testing in training rewards accuracy - not honesty. This report is a milestone because it shifts hallucinations from a mystical flaw that's something inevitable and poorly understood to a solvable engineering problem. It means LLMs can be trained to say "I donโ€™t know", if, and only if, we reward them for it. Now that we know why, ๐˜ธ๐˜ฆ ๐˜ค๐˜ข๐˜ฏ ๐˜ข๐˜ค๐˜ต๐˜ถ๐˜ข๐˜ญ๐˜ญ๐˜บ ๐˜ฅ๐˜ฐ ๐˜ด๐˜ฐ๐˜ฎ๐˜ฆ๐˜ต๐˜ฉ๐˜ช๐˜ฏ๐˜จ ๐˜ข๐˜ฃ๐˜ฐ๐˜ถ๐˜ต ๐˜ช๐˜ต. https://cdn.openai.com/pdf/d04913be-3f6f-4d2b-b283-ff432ef4aaa5/why-language-models-hallucinate.pdf
๐—˜๐—จ ๐—ณ๐—ถ๐—ป๐—ฒ๐˜€ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ โ‚ฌ๐Ÿฎ.๐Ÿต๐Ÿฑ๐—•. ๐—ง๐—ฟ๐˜‚๐—บ๐—ฝ ๐˜๐—ต๐—ฟ๐—ฒ๐—ฎ๐˜๐—ฒ๐—ป๐˜€ ๐—ฟ๐—ฒ๐˜๐—ฎ๐—น๐—ถ๐—ฎ๐˜๐—ถ๐—ผ๐—ป.
Today itโ€™s tariffs and trade threats - tomorrow, who knows? Europeโ€™s entire digital stack still runs on American platforms. True digital sovereignty means Europe isnโ€™t left exposed, no matter whoโ€™s in the White House. Itโ€™s not about fear, itโ€™s about realism. What happens if the political climate shifts and "business as usual" is off the table? Are we ready for that day? https://www.euronews.com/my-europe/2025/09/06/trump-threatens-retaliation-after-eu-hits-google-with-antitrust-fine
0 likes โ€ข 18d
Unfortunately, @James Thornton, you couldn't be further off. EU is not competing in the "AI Arms Race", as you put it. And while the EU fined Google, so did Australia and the US govt itself, too. The US govt itself is demanding of dividing of the company. The bottom line is, Google is making contracts against the law, not following previous court orders and is, well, generally, not giving a rat's ass about the law. The news in this circus is Trump and his reaction.
0 likes โ€ข 17d
An all-time low, @James Thornton, to assume and to jump into Ad Hominem. I'm not even going to amuse myself with your poor arguments about "hate"; let's just agree that my feelings are irrelevant to the facts. A question: What exactly is the EU in with the "AI Arms Race", as you put it? With Mistral? Aleph Alpha? Please... We both know neither has anything to race the US leaders with. I repeat, you couldn't be further off. And let me explain why. The fine has nothing to do with AI. The causality is your subjective view, and most likely fueled by your personal views of the world: "AI is the new oil, hence everyone's competing for it." Here's a newsflash for you, though: The law in the EU is not altered by the national interests, as in some third-world countries. You break the law, you pay the price - it really is that simple. There are plenty of summits in the EU every year. That's not proof of anything. Like I mentioned above, and like Guy also stated above, the real news is Trump (a head of state) threatening an allied continent for daring to apply its own laws to an American company. - This isnโ€™t about Europeโ€™s digital weakness. - Itโ€™s not a tech arms race. - Itโ€™s not even about who wins in AI. Itโ€™s about political interference, double standards, and the breakdown of respect for the rule of law when the law applies to the "wrong" company. All while the "national prides" sits at the dinner table with the head of state. https://www.euronews.com/2025/09/05/elon-musk-sidelined-from-donald-trumps-white-house-dinner-with-us-tech-executives If you're about to argue, at least keep it civil and to the facts.
๐—ก๐—ฒ๐˜„ ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐—ฅ๐—ฎ๐—ถ๐—ป๐—ถ๐—ป๐—ด. ๐—”๐—น๐—น ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐Ÿฐ ๐—ผ๐—ฟ ๐Ÿฑ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜€!
Here's just a few: "Curso que te ayuda a ser consciente de la importancia de un buen prompt." "This course is a great starting point for someone with zero technical or AI background" "The content is clear, concise, and well-organized, making practical application easier." "enjoyed it. learned a lot. Grateful it was free" ๐Ÿ‘‡ Share with your team, great way to upskill the entire crew - for free! https://www.norai.fi/courses/prompt-engineering-mastery-from-foundations-to-future/
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๐—ก๐—ฒ๐˜„ ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐—ฅ๐—ฎ๐—ถ๐—ป๐—ถ๐—ป๐—ด. ๐—”๐—น๐—น ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐Ÿฐ ๐—ผ๐—ฟ ๐Ÿฑ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜€!
Why European builders fail
As a European, I can't help but be amazed by the sheer ignorance the European builders pose across the industry. Without throwing stones or pointing fingers (as it is important to support and encourage, rather than look for flaws), it seems that the average Joe is in his 20s, watched a few videos and is thinking "how hard can this be", without acknowledging the compliance wall in Europe. GDPR and the EU AI Act are not jokes or something to bypass because everyone else does so too. The average European builder doesn't seem to realise that "everyone else" are not European, and hence, are not bound by the same laws. European companies cannot risk their business by breaking the law, and most of the API spaghetti wrappers do exactly that. Then the average European builder wonders why no one buys, without realising that while there's possibly nothing wrong with the offer and build, it's the market that's wrong. European companies will not risk permanent reputation loss and possibly millions in fines just to automate document handling and save a few hours. It's simply not worth the risk. Another chapter is the South Asian builders who think they can enter Europe with their own set of rules and build in Europe what they're building in South Asia. Newsflash: Epic Fail. Not knowing the market is calling for trouble. These builders won't last a year.
0 likes โ€ข 21d
@James Thompson or even more so, compliance-product-market fit. Not caring about the regulations is a dead-sure way to exclude oneself from the serious business. Tinkering aside, if all you can say about GDPR-compliance is "Voiceflow says it's compliant" without understanding that compliance isn't a checkbox, the McD awaits. the regulations are not getting any looser, and the rest of the world is watching - and catching.
0 likes โ€ข 21d
@Jantore Suleimenov You misread my post. I'm not criticising the regulation, I'm criticising the builders who don't bother to study the market. Furthermore, your statement about "over-regulation" in the West is simply a distortion of perception, most likely caused by a subjective point of view. Mistral is French, Aleph Alpha is German, NVIDIA is partnering with Deutsche Telekom, and so on and so forth. Every Single Major AI initiative and venture comes from... where? From the West. It is plausible that the VC-bias affects the market, but unlikely so much - any initiative worth investing gets funded (again, subjective opinion about what is worth the investment does not count). It's not regulation that's holding European builders back, it's the lack of understanding and respect for the unique demands of this market. If no-code tools and API spaghetti is all the builders have to offer, they'll be flipping burgers after 2027. because the EU AI Act isn't a suggestion. It's the new reality.
๐—ก๐—ผ๐—ฟ๐˜๐—ต ๐—”๐˜๐—น๐—ฎ๐—ป๐˜๐—ถ๐—ฐ ๐—ต๐—ฎ๐˜€ ๐—ฏ๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐—”๐—œ ๐—ฟ๐—ถ๐˜€๐—ธ ๐—ฐ๐—ผ๐—ป๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฎ๐˜๐—ถ๐—ผ๐—ป.
Not only are we literally ranking #1, but our article is being referenced directly. This positions North Atlantic as a credible, critical source for the real issues in AI, especially compliance, ethics, and safety. North Atlantic is not peddling hype, but telling the truth about LLM risks. And the world is making notes. ๐—ฅ๐—ฒ๐—ฎ๐—ฑ ๐˜๐—ต๐—ฒ ๐—ฒ๐—ป๐˜๐—ถ๐—ฟ๐—ฒ ๐—ฎ๐—ฟ๐˜๐—ถ๐—ฐ๐—น๐—ฒ ๐—ต๐—ฒ๐—ฟ๐—ฒ ๐Ÿ‘‡ https://www.northatlantic.fi/ai-unfiltered-top3-of-2025s-most-outrageous-ai-facepalms/
๐—ก๐—ผ๐—ฟ๐˜๐—ต ๐—”๐˜๐—น๐—ฎ๐—ป๐˜๐—ถ๐—ฐ ๐—ต๐—ฎ๐˜€ ๐—ฏ๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐—”๐—œ ๐—ฟ๐—ถ๐˜€๐—ธ ๐—ฐ๐—ผ๐—ป๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฎ๐˜๐—ถ๐—ผ๐—ป.
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Father, CEO, Chair, Author, Entrepreneur, 7x Founder ๐Ÿ‡ซ๐Ÿ‡ฎ ๐Ÿ‡ฌ๐Ÿ‡ง ๐Ÿ‡ช๐Ÿ‡ธ - CEO @ northatlantic.fi - Free AI Courses @ norai.fi

Active 14h ago
Joined Jan 7, 2025
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