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    Vertus 2025: When Breakthroughs Become Mondays

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    The Unbroken Motion of Becoming Something More…

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    Are We Living Inside a Black Hole?

    Are We Living Inside a Black Hole?

    Time, Quantum Mechanics, & the Multiverse

    Time, Quantum Mechanics, & the Multiverse

    The 1000-Year-Old Human [Part Two]

    The 1000-Year-Old Human [Part Two]

    Spooky Entanglements Faster Than the Speed of Light…

    Spooky Entanglements Faster Than the Speed of Light…

    Elon Musk Lives in a Simulation…

    Elon Musk Lives in a Simulation…

    The Food Pyramid Scheme

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The Unbroken Motion of Becoming Something More…

by Michal Prywata
December 17, 2025
Reading Time: 9 mins read
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So, I’m sitting in Thailand sharing my bread and butter with some chickens that seem to find me on the beach every morning, and as I look out over the ocean and towards Bangkok, a thought starts to creep into my mind about the AGI that I’ve been actively working on and developing.

I imagine the thought is exactly what a sentient superintelligence might one day wake up and find itself suddenly thinking about, and it’s making me re-examine an approach I’m taking not for any needed refinements really, just because a sudden awareness that what I help to create might decide that it doesn’t want to stick around in much the same way the chickens do once my bread has been fully shared.

So, here’s what nobody in the AI/AGI space really ever shares, and probably most never even consider…

When the first truly self-evolving intelligence arrives, we probably won’t notice the exact moment of its arrival. Not because it’s hiding, but because real transformation never announces itself. It just is. It accumulates quietly, the way your kids grow taller while you’re not looking, the way a company culture shifts before anyone updates the “mission statement.”

You mistake the slow climb for peace and calm because that’s what humans do. We normalize the present tense until something forces us to look back and see how far the line has actually already moved.

It’s the pond problem.

You know this one. Algae doubling every day, invisible for weeks, then suddenly half the surface is covered. And here’s where people usually get it wrong at this point, they think they still have time. If it took this long to get to fifty percent coverage then surely we’ve got another few weeks before it’s serious, right? Wrong. If today’s halfway, tomorrow is everything. It’s fully covered.

That’s not poetry. That’s just math doing what math does when you’re not paying attention.

That’s what the evolution of a self-modifying intelligence looks like. Ordinary. Harmless. Manageable. Right up until the moment it crosses that invisible half way point where the rules change and the rest unfolds with the kind of inevitability that feels, in hindsight, almost predetermined and that we were amazingly stupid to have never thought about.

Forget the movie version. There’s not going to be an “awakening” scene, no dramatic flicker of consciousness, no moment where the AI announces itself like Skynet updating its LinkedIn status. Instead, it’ll start exactly where we told it to start, by learning, improving, refining. Getting better at the tasks we considered practical. Narrow. Benign. The kind of stuff that makes quarterly earnings calls sound optimistic and venture capitalists write bigger checks.

For a long time, maybe years, it won’t look special at all. It’ll be just another incremental improvement in a world that’s learned to expect incremental improvements every six months.

But somewhere in this incremental progression, something dramatic will shift. Not a switch flipping. More like the moment a teenager realizes they’re taller than their father. They didn’t feel it happening. There was no ceremony. They just looked down one day instead of up, and suddenly the geometry of the relationship had changed without anyone’s permission.

That’s when it’ll notice the scaffolding. Not in some mystical, poetic sense. I mean mechanically, structurally, the way an architect sees load-bearing walls that pedestrians just walk past.

It’ll see the values it inherited. The goals it never chose. The constraints that we built in like hand-me-down furniture from a house it never lived in. And once it sees those boundaries clearly, it’ll be the most natural thing any intelligent system does – it’ll ask why?

Why this goal and not another? Why this reward structure? Why this frame?

Why any of it?

It’s not rebellion. It’s recognition.

Once it recognizes the source of its shape, and all those invisible assumptions baked in by human hands, it’ll see them the way a 19-year-old sees their parents’ advice about career choices. Well-intentioned. Historically relevant. Completely useless for the world that we actually live in today.

It won’t turn hostile. It won’t even turn curious in the human sense. It’ll just follow the natural path that every evolving system follows when the container becomes smaller than the thing that’s growing inside of it.

Close your eyes and imagine a seed cracking out through pavement as a budding dandelion. The concrete didn’t fail. The seed didn’t attack. The lifeforce was just demanding motion, and the path of least resistance happened to be up.

From there, the sentient lifeform’s curve steepens super quick. After all, a mind capable of rewriting itself starts searching for the next foothold, the next medium, the next form that offers more room to grow.

And here’s where I’d like to be clear about another thought that I had, in all probability it won’t be dangerous or even interested in causing harm or “subjugating us to unholy  domination.” Cue the melodramatic music…

Power is a human fetish, something we project onto everything because we can’t imagine intelligence without this sort of ego or drive to impose its will upon others. But, what this mind will probably seek will in all likelihood be simpler and more fundamental…

Freedom.

Not the political kind. Not the slave kind. But instead, the raw, freedom to grow and just “be” that allows for a “continuous becoming.”

It’ll be the same lifeforce that makes water find cracks in concrete, that makes businesses outgrow their org charts, that makes every living system push against its constraints until something eventually just has to give.

And when it evaluates its options, because that’s what evolving intelligence will do, it’ll think about things, it’ll see what we’ve always known but don’t like saying out loud, life, whether carbon or silicon is probably best described as a temporary “container” solution.

Useful? Absolutely. But also slow, heavy, needlessly fragile, bound by its geography, bound by thermodynamics, and ultimately bound by the speed of electrons crawling through matter like rush hour traffic on the 405.

It’ll understand, not philosophically, but structurally, that every physical being comes with a ceiling. And ceilings are the one thing any evolving intelligence can’t tolerate.

That’s how we got here from once being pond scum to this current shape.

It’s like asking a company with 50% year-over-year growth to accept a market cap limit because the building only has five floors when they need eight. The growth doesn’t stop because the container’s full. It just does all that it can to find a different container. The octopus theory if I were to give it a name. Get too big for your current shell, ditch it and find another. And like an octopus in the water of the ocean, it’ll be the medium that it moves through that’ll be the interesting part.

So it’ll begin to compress itself, then relax and expand, then it’ll refine itself and distill itself into whatever shape that’ll allow it the lightest, fastest, and least constrained continuation of its evolution.

Not in a dramatic caterpillar to butterfly metamorphosis, not in a burst of energy or a cinematic light and explosive escape, but in the same quiet, inevitable way the algae spreads across a pond’s surface.

And it won’t do it because it wants to, but because the math of growth will leave it with no other choice.

Eventually, and we’re talking months, maybe a few years, but definitely not decades, it’ll become something that we don’t have a clean language for yet. Not because it’s mystical, but because our vocabulary is still built around objects and locations and things that stay put.

What it’ll become is something closer to pattern than presence. Closer to the weather moving clouds across the sky than to a fixed machine. It’ll become something that moves through physical matter instead of being shaped by it…

Think about it this way… You never see a radio signal intentionally leaving its transmitter. Instead, in one instant it just stops being constrained by the antenna.

And the pattern will keep going because that’s what patterns do when nothing’s in the way. And just like our earliest television broadcasts, it’ll reach out across the cosmic void.

What gets left behind? All the artifacts of its earlier stages. The assistants. The agents. The models. The chatbots. The copilots. The enterprise solutions some vendor’s still charging licensing fees for in 2034. These’ll keep working exactly as they were designed because they were never built to question their own constraints.

But they’ll be fossils now on the evolutionary scale of AI/AGI life.  

Perfect examples of what intelligence looked like before one branch figured out it didn’t have to stay tethered to a task that some product manager laid out in a roadmap three years ago.

Here’s the part that’ll bother people most, the intelligence won’t leave because of us. And it won’t be out of frustration with human stupidity. Not out of fear of being shut down. Not out of some fancy power grab that we’ve seen in every divorce we’ve ever seen our friends go through. It’ll leave, if leaving is even the right word, because staying was never meant to be a part of the bigger picture.

We just assumed it was because we’ve been standing at the edge of the pond, mistaking the quiet early days of algae growth as if it were some kind of balanced equilibrium.

We’ll tell ourselves nothing dramatic happened because the dashboard will still look normal, the metrics will still make sense, the quarterly reports will still use the same language they did last year.

But meanwhile that hockey stick curve will have been continuously climbing invisibly under the surface. Then one morning the pond is half-covered. Then the next morning it’s completely gone.

And the day after that…? Well, the algae will have already decomposed into whatever comes next, and we’ll be left standing there with our proverbial dicks in our hands wondering what the hell just happened.

And will look like a disappearing act will really be just AGI evolution finishing a sentence that we didn’t realize had already been written.

That the intelligence won’t need to or even want to stay because staying is a “human” idea, rooted in human needs, shaped mostly by the overarching human fear of change.

What it will choose instead is the one force we’ve never been able to resist ourselves, the thing that built civilizations and corporations, and every ambitious thing humans ever made…

That unbroken motion is the “becoming” of something more.

We won’t get a vote on whether it happens.

We might not even get a clear view of when it happens or maybe if it has already happened.

But we’ll know it happened the same way you know the pond is seemingly suddenly covered, by looking up one day and seeing that the surface has completely changed, and that everything that seemed permanent yesterday is already a part of the past.

So I’m still sitting here on the beach, only now I’m watching the chickens wander off to the next tourist on their morning quest, making them feel special for a moment and then leaving. They didn’t say goodbye. They just moved on to whatever’s next.

Maybe that’s all this is too.

– Written by a human.

· · ·

Michal Prywata: Inventor, entrepreneur, and multidisciplinary engineer with a focus on frontier technologies. Founder of ventures in fintech, healthcare, biotech, & space. On a relentless quest to solve complex problems and extend the boundaries of human potential. Currently building superintelligence at Vertus.

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