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AI Hallucination is Inevitable

In a published article, “Hallucination is Inevitable: An Innate Limitation of Large Language Models“, authors Ziwei Xu et al. recognize the following: “[It is] impossible to eliminate hallucination in LLM.” “Hallucination has been widely recognized to be a significant drawback for large language models (LLMs). There have been many works that attempt to reduce the extent of hallucination. These efforts have mostly been empirical so far, which cannot answer the fundamental question whether it can… Read More »AI Hallucination is Inevitable

“(AI) World models should not be generative”

Yann LeCun, VP & Chief AI Scientist at Meta, made an interesting post on LinkedIn about AI world models: Post | Feed | LinkedIn. The short post may just be one of the most important posts on AI. “World models should not be generative.” I always knew this was the case, but it is great to see empirical confirmation. If one is willing to go beyond the mere empirical, he may start to see the… Read More »“(AI) World models should not be generative”

AI and data decentralization

In the current Artificial Intelligence (AI) development, Meta comes out competing on a different principle: opensourcing AI. Some worry that opensourcing AI would enable illicit actors (both state and private actors) to do harm. I have not formed an opinion about Meta’s open-sourcing AI, but this pushing back with a comparison between bioweapons and AI is dubious at best.  When it comes to physical weapons, decentralization is proliferation.   You get bombed not because you agreed with the… Read More »AI and data decentralization

Man and machine, intuitive logic and arithmetic logic

The barber paradox If the barber shaves everyone who does not shave himself, who shaves the barber? The question is the so-called Barber paradox. It is paradoxical because it always leads to a self-contradictory answer. The barber paradox may strike as a trivial witty remark to many, but it is related to something far more serious. It is an example of Gödel’s incompleteness theorem, which says that formal logic (arithmetically expressible logic) cannot be both… Read More »Man and machine, intuitive logic and arithmetic logic

Barber paradox and existence of truth

The barber paradox: If the barber shaves everyone who does not shave himself, who shaves the barber? The barber paradox may strike as a trivial witty remark to many, but it is related to something far more serious. It is an example of Gödel’s incompleteness theorem, which says that formal logic (arithmetically expressible logic) cannot be both self-consistent and self-provable. In other words, the consistency of formal logic cannot be proved in the formal logic… Read More »Barber paradox and existence of truth

The usefulness and deceptiveness of AI

What about AI that concerns you the most?  I can tell you mine.  The deception of AI. Although AI will not actually become conscious, people will subjectively believe it has gained consciousness, and the humanity will succumb to a fake superior intelligence, and enter into AI-induced degeneration. The objective truth and the subjective human understanding can be very different.  And the subjective human understanding about AI will have consequences built upon the misunderstanding itself.  AGI AI will never objectively achieve super… Read More »The usefulness and deceptiveness of AI

The sleeping beauty paradox is a fallacy

The sleeping beauty paradox is a problem that has puzzled mathematicians and many other scholars for decades. Here is a description of the problem: Participants volunteer to undergo the following experiment and are told all of the following details: On Sunday she will be put to sleep. Depending on a coin toss (see below) during the experiment, she will be either awakened, interviewed just once, or after the first interview put back to sleep with… Read More »The sleeping beauty paradox is a fallacy

AI is not generative, but synthetic

Artificial Intelligence (AI) is both underestimated and overestimated at the same time. Underestimated for its potential usefulness (or potential damages, if used improperly), but overestimated for its real generative intelligence or creativity. With its efficiency, AI will force people to redefine their jobs. With its fake ‘creativity’, however, AI will force human beings to reflect upon true humanity seriously. If the man (male and female) regards himself as just a biological machine, then not only… Read More »AI is not generative, but synthetic

Decentralized AI on Blockchain

Artificial Intelligence (AI) needs to be decentralized and personalized, and to do that, you need blockchain. What’s wrong with AI without blockchain? Let’s look at a well-known example of AI. Google’s centralized AI is powerful but also dumb at the same time. Powerful because it has pushed machine learning based on generic mass data to...

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Merging Digitality and Physicality

Volume I: Digital Humanity’s Truth Layer - The New Internet, its Authenticity Layer, and Applications
Introduction
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Why AI Will Never Replace True Humanity

This article is not about the usefulness of artificial intelligence (AI), but an attempt to address a more profound question that has to do with the very nature and meaning of human life in the view of AI.  Saying that AI will never replace true humanity is not to say that AI system isn’t useful. In fact, AI is not only useful, but will become far more useful in the future than most people can imagine today. These are fundamentally different… Read More »Why AI Will Never Replace True Humanity