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Beyond the AI Hype: When Will We Know We’ve Reached AGI?

When NVIDIA founder and CEO Jensen Huang told podcaster Lex Fridman in a recent interview that he thinks we have already achieved AGI, I understood why the statement landed with such force. Today’s systems are impressive, useful, and often psychologically persuasive. They can create the feeling that the threshold has already been crossed. But my answer is no: we have not achieved AGI just yet. In my 2026 book, SUPERALIGNMENT: The Three Approaches to the AI Alignment Problem — How to Ensure the Arrival of Benevolent Artificial Superintelligence Aligned with Human Goals and Values, I argue that AGI should not be declared based on hype, surprise, or market excitement. It should be recognized only when three far more meaningful benchmarks are met.

In fact, one of the reasons this debate keeps spiraling into confusion is that we have been trapped for years in the “moving goalposts” problem. By practical conversational standards, machines passed the Turing test long ago. But every time AI masters a previously “human-exclusive” capacity—dialogue, strategy, writing, even emotional style—many observers simply redefine that achievement as mere automation. That is precisely why I reject unstable, psychology-based thresholds. If our benchmark is just whatever still makes humans feel uniquely special, then AGI will always remain one step away by definition.

That is why, in SUPERALIGNMENT, I start with operational definitions of AGI and ASI. For me, AGI is not merely a system that performs well across many cognitive tasks. It is a system that can generalize knowledge across domains, reason abstractly, adapt to open and uncertain environments, transfer learned knowledge to novel contexts, and introspect on its own reasoning. In other words, AGI is not just impressive breadth. It is flexible, self-reflective generality at par with or above human capabilities. That is a much higher bar than what most people mean when they casually say, “AI is already general.”

A 200-year-old light trick just transformed quantum encryption

Scientists have unveiled a new approach to ultra-secure communication that could make quantum encryption simpler and more efficient than ever before. By harnessing a 19th-century optics phenomenon called the Talbot effect, researchers developed a system that sends information using multiple states of single photons instead of just two, dramatically boosting data capacity. Even more impressive, the setup works with standard components and requires only a single detector, reducing cost and complexity.

Studies on animal minds suggest consciousness is not computation

We’re often seduced by the idea that the mind is a computer, and that consciousness is just a matter of running the right code. But philosopher Peter Godfrey-Smith, renowned for his work on octopus minds, disagrees. Fresh research into animal minds—from bees to jellyfish—suggests that consciousness arises not from software but from electrical oscillations moving rhythmically across cell membranes in living brains. And those oscillations, Godfrey-Smith argues, are unlikely to be reproducible in artificial hardware. Perhaps, then, only living brains can truly be conscious.

Late in the previous century, there seemed to be good reasons to think that the physical make-up of a system could not matter much to whether that system had a mind. The organization of the system is what matters, people thought, and physically different systems can be organized the same way. As a result, artificial minds making use of ordinary computer hardware should be possible. This whole discussion was hypothetical, because there weren’t any convincing possible cases of artificial minds to worry about.

Since then, two things have happened. From around 2022, we’ve been confronted with candidates for artificial minds that are disturbingly impressive. These are the LLM systems, such as ChatGPT. But reasons have emerged to doubt that the physical make-up of a system is irrelevant and minds are “substrate independent.” A view sometimes called biological naturalism holds that the biological details of nervous systems might make a difference to whether a physical system has a mind. (The term was coined, with this sense at least, by John Searle.) But if nervous systems and brains are special, what is it that makes them special?

CTA-Based Plaque-RADS to Assess Etiologic Role of Nonstenotic Carotid Plaques in Patients With Embolic Stroke of Undetermined Source

Background and ObjectivesNonstenotic (<50%) carotid plaques (NSCPs) are increasingly recognized as potential embolic sources in embolic stroke of undetermined source (ESUS), but their etiologic role remains uncertain because of limited data and the lack…

The Great Xeelee Secret

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We’ve covered the Xeelee Sequence multiple times on this channel. In short, The Xeelee Sequence is a series of science fiction novels and short stories by Stephen Baxter that deal with humanity as they exist in a universe dominated by the powerful and enigmatic race of Aliens known as the Xeelee. The Xeelee were more akin to gods than lifeforms.

When humankind first entered into cosmic society, we were oppressed and enslaved by multiple alien races before we found our footing. The aquatic Squeem, the amorphous Qax. We overcame them, I go in depth into this in my Timelike Infinity video and also in my Ultimate Timeline of the Xeelee Sequence video. Over many thousand of years humankind grew to dominate the milkyway, none stood stronger than us aside from the Xeelee.

When that time came, humankind was contained, our colonies throughout the milky way removed, men had no knowledge of the war that had been raging for billions of years. The Photino Birds were beings of Dark Matter, they were born at the beginning of the universe and since the beginning they have raged against the Xeelee for the soul of the cosmos. The Photino birds were creatures that existed in a sector of reality we could barely perceive. While ordinary matter formed stars, planets, and life, dark matter formed something else entirely. Vast structures. Vast ecologies. And within that hidden universe, the Photino Birds were dominant.

Their war with the Xeelee was not fought with fleets or soldiers. It was fought with the fundamental laws of physics.

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10 Hellstar Remina-like Planet-Eating Living Worlds in Fiction

Dive into the terrifying world of planet-eating living worlds in fiction! Inspired by the legendary cosmic horror of Hellstar Remina, this video explores 10 of the most terrifying sentient planets, living worlds, and cosmic entities ever created in anime, manga, movies, comics, and sci-fi universes.

From monstrous celestial beings that consume entire civilizations to living planets with unimaginable power, we rank the most horrifying world-devourers in fiction. Which one is the most terrifying? Could any of them defeat Hellstar Remina?

If you love cosmic horror, giant monsters, anime lore, sci-fi rankings, and universe-scale fiction, this is the video for you.

Don’t forget to like, share, and subscribe for more deep dives into the biggest and most powerful beings in fiction.

#HellstarRemina #CosmicHorror #PlanetEaters #SciFi #Anime #FictionRanking.

Here in our channel, we cover Size comparison videos, Movie monsters, Kaiju, Dinosaur and dragon content as well as Kaiju, aliens, predators, godzilla titans and many other creature features. We also include movie theories, analysis, breakdowns, weird facts and size estimations amongst others. And this video is one of them.

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Opening the door to more efficient orbitronic devices

Electrons have three intrinsic properties: spin, charge and orbital angular momentum. Researchers have long studied how to use spin to more efficiently create an electrical current. But the field of orbitronics—which is based upon using an electron’s orbital angular momentum, rather than its spin, to create a current flow—remains relatively new.

“Traditionally, it has been technically challenging to generate orbital current,” says Dali Sun, a professor of physics and member of the Organic and Carbon Electronics Lab (ORaCEL) at NC State University.

In a recent study, however, Sun and an international team of researchers demonstrated a groundbreaking new method to generate orbital current.

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