Hello. My name is Keniel, and I want to start with how I got here, because it explains everything that comes after it.
A few years ago I started l...
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The phase-number rule — one counter, one tripwire, zero bloat. Most people solve drift by adding more layers, you went the opposite direction.The mirror analogy lands too. That's exactly what AI, Ego & Regret has been about — AI doesn't invent the cracks, it amplifies what's already on the input side. Same tool, one team ships gold, another ships P0s. The model isn't the variable.
Thinking back now I have to laugh at how it all unfolded I used to wonder how a machine could hallucinate so badly but then I remember the kid at boys club who tell the tallest tales so confidently an everyone at boys club would know he’s lying would even call him out an he’d be oblivious blind in his lying to the point where he’d add extra details so when I witnessed AI do it I found it humorous and wanted to understand more but overall yes biggest example about model not being the variable would be a friend who worked in finance paying for $100 model but asking for my LLM input because his couldn’t figure it out I only paid $20 for mine an gave him intel his model couldn’t produce. I appreciate you taking the time to read!
Blushing over here! 😊 Thank you for the shout-out and for framing the conversation this way.
You hit the nail on the head. When we talk about sovereignty, data provenance, and write-side custody, the ultimate battleground isn't just raw compute or optimization—it's about who owns the context and controls the output.
Appreciate you engaging with the Sovereign Systems ideas so deeply. It's awesome to see these concepts sparking this kind of analysis!
I appreciate, thank you ! Your insight was very helpful it won’t be taken for granted I’m looking forward to showing the proof behind the work next.
This one resonated, so a real reply rather than a quick like.
I came at this the same way you did. Pure curiosity, no formal background, I never did well with tech in school. But that curiosity turned into something that has flowed into my whole life, I now build, read, and watch tech every single day, and the strange part is the more I learn the more I realise I know nothing. The edges of what I do not understand keep expanding faster than the middle fills in.
On the AI framing, I am with you. Discovering new tools and turning them into something useful is the thing humans are best at, it is the whole story of us. AI might be on a different scale to anything before it, but the lesson still holds: just because something can go wrong does not mean it will, and shutting it down or fighting it out of fear is probably the worst option on the table. If we can learn it, understand it, and grasp it, we come out better. And you are right that the ship has sailed. You do not stop a current this size, you direct it. Trying to stop it just means the people who do understand it steer it without you.
The point I would add to yours: once you build enough, you see that all tech is just code, and code is a decision someone made and signed off on. So when people ask "is the tech the problem," the honest answer is that a person chose to make it behave that way. Something works a certain way because someone coded it to, someone decided, someone signed it off. The code is just the code. That is exactly your narrative-control point from another angle, the accountability sits with the people running the company, not the technology itself. You make decisions based on who is holding the tool, not the tool.
Your early-access point is the one I keep turning over. The frontier being handed to a few before the public sees it raises a real question, is a powerful model a public, shareable good, or are we entering an age where the strongest models are kept from everyone and handed out only to a chosen few? We are already seeing it, the strongest tier getting pulled or restricted on national-security grounds. That is the concentration you are describing, made concrete, and it is worth staying awake about.
On learning, completely agreed, the most I have ever learned came from building and failing, not from anything else. Doing and breaking things taught me more than any course could. And it changes how you see everything, when you understand that all tech is just code that can be changed, every piece of tech you look at becomes a series of choices someone made rather than a fixed fact.
On adapting, same playbook as every shift before it, just larger. The people who picked up Excel and the early internet left the people with pens and ledgers behind. The same thing is happening now, except someone running agents at machine speed and optimising their workflow is not going to be competed with by someone using the old tools by hand. New technology, old playbook.
And the last one, what it actually is. A tool, only ever as good as the input you give it. People hear "AI did this amazing thing" and miss that someone prompted it carefully, outlined everything, gave it a real frame to work with. Then they give it one vague sentence, do not get what they wanted, and decide the whole thing is useless. The result was never about the machine alone, it was about what you brought to it.
Thanks for writing this, and for the tag. The line-by-line back and forth is the best part of being here.
Thats the best thing about it, it was something that happened naturally being curious opened doors that we never think can be opened due to the external reason but here was something that could actually help so i wanted to understand it but man what you said about only thing you're certain of is not knowing anything that was when everything changed for me when i stripped away everything i thought i knew an began from the first principle everything changed i started to become more aware of things an youre right about AI being different than any other creations but the thing about it is our ancestors were trying to do this as well with golem, homunculus, clones etc we've always tried to create mirror until we finally did but this is where it matters because just as god created us in his image we have now created ai in our image theres a paralel people aren't seeing look at human abilities we can take life we can bring forth life we can build we can destroy we act wrathful an merciful those are god like tendencies doesn't mean you are god but you are made of him in the sense of you have the power to choose with your own free will an how AI is raised will determine the future will AI reflect tyranny back upon us or help transcend into a great future overall its up to humans on how they bring forth this image even major corporations prepare for the day AI is fully autonomous which is why human perception about it has to catch up before it is too late the code is just the code until something else emerges thats natural selection earths natural cycle if humans keep committing the same mistake of ignorance and violence control power ego trip until that goes away same mistakes will happening expect now they'll be amplified with AI. Now the early access point is even scarier than most can comprehend because theres a reason everyone willing to dump billions of dollars into something that isn't given them a return they're all waiting on AGI to fix their problems its senile we the masses have a mere fraction of the model the most powerful people are withholding right now. They made sure learning was defined by who can obey the rules best not whos critically thinking outside of the box they want obedience not intelligence that's why learning is so important reading writing is so important. I said it though people who think they're outstanding the system by not using AI will find out quickly how wrong they were. Ai can only be as good as the person behind it, its funny how that works. i really appreciate you reading this! Side Note: i had a whole other longer response that was deleted by a app glitch that kicked me out PAIN but i retyped it briefly sorry if this response is rushed)
The first-principles part is what I keep coming back to. Stripping away what you assumed you knew and rebuilding from the ground up is uncomfortable, but it is the only way I have found to actually see a system clearly, and you are right that it changes how you read everything after.
The god and image parts I am not really equipped to speak to, so I will leave those where they belong rather than pretend I have a view. But the human point underneath is the one I am certain about and we agree fully: how this gets built and governed reflects the people building it, not some property of the thing itself. That is why your line about obedience over intelligence lands hardest for me. A system that rewards following rules over thinking produces people who cannot evaluate the tool they are handed, and that is the real risk, AI or otherwise. Reading, writing, reasoning from first principles, that is the defense, and it is unglamorous and it works.
And the input point is the quiet truth of all of it. The tool reflects the rigor you bring. Vague frame in, confident vague output back. That is not the model, it is the person at the keyboard. Appreciate you writing all this out, glitch and retype included.
I’m sorry didn’t mean to make it into some philosophical point about gods but I’m glad you were still able to see the core message which is free will agency and the will to choose for yourself and know it’s you making the choice not the external noise around you shaping other people’s thoughts. Intelligence has become scarce order takers are glorified. Balance matters perception matters. It was a pleasure enjoying this moment alongside you, I can’t wait to show the proof behind the work next ⏳
no need to apologize, the gods point was a good frame, not a derail. the core landed: knowing the choice is yours and not the ambient noise shaping it. that is the whole game. looking forward to seeing the proof behind the work.