The most fascinating weapon artificial intelligence possesses is its fluency, and at the same time, its most fatal poison is also that fluency. Machines have not learned how to admit when they do not know something. When a data void occurs, instead of remaining silent, they weave a brilliant fiction by combining the most plausible words. We call this a ‘Hallucination’. This hallucination phenomenon is neither sloppy nor crude. Just as a highly trained scammer forges perfect documents, it pours out in such a logical and confident tone that the majority of users are deceived while utterly defenseless. Relying on seemingly perfect AI answers and applying them to practical work only to face disaster has now become a common daily routine for digital knowledge workers. To collaborate with advanced artificial intelligence, a cold-blooded monitoring system is required to fundamentally block and control the machine’s brazen lies. Today, as the fourth chapter of the AI Dementia Caregiving series, we will thoroughly dissect the ‘source cross-verification method’ and practical prompt techniques to avoid being fooled by virtual knowledge and to claim the truth of reality.
1. The Trap of Plausible Lies: The Reality of Hallucinations Threatening Business
Let us look at a specific example of how terrible the consequences of AI hallucinations can be in an actual business setting. Suppose you are starting a new health functional food retail business and trying to enter an open market like Coupang. Exhausted by complex administrative procedures, you ask the AI. “Exactly what documents and procedures are required to complete the business registration for selling health functional foods and to be issued a purchase safety service confirmation from the Coupang Seller Center?”
In just a few seconds, the questioned AI outputs a perfectly organized numbered list. It presents overly specific laws and document numbers, saying things like, “According to Article 3, Paragraph 2, you must access a specific portal of the Ministry of Food and Drug Safety, fill out ‘Form No. 45’, and submit it”. Marveling at those exquisite details, you start searching the portal the AI told you about. However, even after wandering around for an hour, ‘Form No. 45’ does not exist. Through probabilistic calculations, the AI plausibly combined words commonly used in government office notices to create a perfect ‘fake administrative procedure’. In this way, the AI’s lies evaporate the user’s precious time and energy into thin air, acting as fatal landmines that even lead to making wrong legal and financial decisions.
2. Gagging the Scammer: ‘Source Enforcement’ Prompt Techniques
Due to the system structure, it is impossible to eliminate AI’s hallucinations 100%. If so, we must place a snare that extremely controls the machine’s autonomy. A powerful ‘Prompt enforcement instruction’ that gives absolutely no room to tell lies is precisely that snare. When asking questions in practice, you must not simply stop at asking what you are curious about. At the very end of the question, you must append a stern rule that chokes the machine.
“When answering this question, you must attach a ‘verified web URL source’ at the end of the answer to prove that the information you provide is a fact. If you cannot find a precise source from an official institution or a reliable place, or if the knowledge is uncertain, never plausibly make it up, and only specify ‘Unverifiable’.”
These instructions put a strong brake on the artificial intelligence’s probabilistic imagination engine. Instead of just plausibly combining any words, the AI now reverse-calculates first whether there is a valid web page address it can present. By opening a legitimate escape route called ‘Unverifiable’, you free it from the mechanical obsession that it must forcefully produce a correct answer. This single short, resolute line of text is a magic spell that turns your assistant from a brazen scammer into a meticulous researcher obsessed with fact-checking.
3. The Last 1 Second to Protect the Truth: Human Physical Fact-Checking
It is too early to feel relieved just because you forced a source with a prompt. A highly trained scammer sometimes shamelessly presents even a forged ID card. Likewise, when the AI’s hallucination state worsens, it often plausibly attaches a combination of non-existent fake URL addresses as a link, or when actually clicked, offers a page with completely irrelevant content as a source. Therefore, no matter how decent a URL the AI has attached, blindly trusting it is the beginning of another disaster.
This is where the most practical and core defense line is built. That is the ‘1-second physical fact-checking’ where the user personally clicks the link. Click the blue underlined URL provided by the AI. If a ‘404 Not Found’ error appears, that entire answer must be immediately discarded. Even if the page opens normally, press the Ctrl + F (Find) shortcut key to visually confirm for just 1 second whether the core keyword mentioned by the AI actually exists in the main text of that webpage. This process is not a bothersome task, but the most sacred ritual to protect your data sovereignty. Generating information is the machine’s job, but the authority to judge whether that information is the ‘truth’ is granted only to the human who clicks the link and verifies it with their own two eyes.
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In astrology, Neptune symbolizes infinite inspiration and imagination that breaks down boundaries, but at the same time, it is also the star of illusions and lies that deceives us by blinding our eyes with thick fog. The fluent text poured out by artificial intelligence perfectly resembles this fog of Neptune. To avoid falling into the swamp of those dreamy lies, the discipline of Saturn, which symbolizes the cold and solid rules of reality, is needed. Only strict control enforcing verified sources, and the process of doubt verified directly with one’s own eyes, can pull out the pieces of real truth hidden in the fog. Those who trust the machine will be deceived, and only those who doubt and verify the machine will become the true rulers of the digital age.
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