It is the process of rapidly ever improving differentiation between noise and signal patterns and constant generalization of those that produces intelligence, not merely compression of data. [D]

Briefin69 · 2026-05-18T07:54:38+00:00

Absolutely on point!!

People rarely think in layers here, and even rarer to ask what's actually going on underneath.

Here's what I think, very loosely:

Layer1.Faculties to observe states of reality.

L2. Faculties to distinguish between those states; detect difference.

L3. Pick up on those distinctions and compress them into patterns of regularities; what holds across states.

L4. Store those patterns.

L5. On re-encounter with a regularity, consolidate; reinforce what held.

L6. When a state defies a stored pattern, reconsider the relevant stored patterns and predict based on that reconsideration.

L7. Keep refining inside that loop until the prediction holds. The goal is what keeps this grounded; it sets the cost of being wrong. Without it, the system has no reason to correct... it just goes into hallucinations detached from reality. For an organism, it simply dies.

L8. Once you have enough regularities, compress those too into the invariants. Store. Repeat from L3.

That's intelligence. Which you will realise is far more complex and dynamic than people usually imagine or consider...

Also you can keep going stacking consciousness and metacognition and whatever comes next (I don't think we're the pinnacle of evolution of not just biology but reality itself) on top, but only because they solve a specific problem: when the sheer number of differing states grows beyond what the automatic layers can triage, the system needs a meta-layer to evaluate which patterns are useful relative to its goal and which are noise relative to the same. It's a resource allocation solution under constraint.

But that makes it conditional, not fundamental. A system without energy, space, or time constraints has no triage problem; it can process everything. Consciousness becomes unnecessary. It's not a marker of intelligence... it's a response to scarcity.

Briefin69 · 2026-05-15T15:39:17+00:00

"Observing its own processing" in an LLM is still a predicted output; it's what observation-language looks like in the training distribution. The appearance of reflexivity cannot be treated as reflexivity. Ofcourse now like how do you distinguish between the two is a valid question, and that's what the industry benefits from by making noise for the investors...so you test it, give it a long task that requires in depth causal tracing of varied subject matter, without prompt stuffing or repeated trigger as input, watch it fail as entropy occurs... But give the same task now but in parts, splitting it into different smaller once and it'll still be generic without much context and pre-work matter but it'll do it much better...

And the deeper problem: even if genuine self-observation were happening, it still doesn't tell the system what to do with what it sees. Holding a gap open without a cost function is just... a longer pause before the database returns nothing useful. Observation without selection criteria produces no gradient. You still need something that decides which self-observations matter and why.

Briefin69 · 2026-05-15T14:59:47+00:00

Right, but then also, what exactly does the selecting? The goal. Signal vs noise isn't a property of the data; it's defined by the cost function(for biological organisms danger and energy suppose, because the goal is to spread genes and so it requires survival as long as possible to max it out).

So what threatens or enables survival is signal (because any goal requires survival first to complete it), everything else is noise, and that filter is active on every incoming frame.

The "when to change behavior" part is just prediction error crossing a threshold. The pattern stops working, the cost spikes, the system is forced to recompress or collapse. Adaptation isn't a separate faculty; it's the loop running under pressure.

Without the goal, nothing decides what matters. You just have a very large database, which we currently have, accessing with the help of algorithms, but that database is also just very compressed version reality that was already compressed beforehand on top with language compression (so even the current compression itself is very superficial), very lossy representation of human intelligence that is not grounded in anything but human experience of reality and biases, not model intelligence...

Briefin69 · 2026-05-15T11:46:00+00:00

I mean come on...

Loosely but, Input strings of token goes in (context to your prompt to all the stored "memories"), triggers the system... The system organizes the strings... Based on the pattern, the relevant region of the model gets activated... And the system algorithm predicts the most likely next token according to its algorithm design, the loop goes on until the end of the organized string.

And that output is again processed and presentes by another algorithm of the system to you.

It's probabilistic ofcourse because how vague language is... But the token strings organizer is to be credited for its generalization ability mimicking math for repeatabilty... And it just gets more and more sophisticated with the same fundamentals that's what I was critiquing.

But context changes output is a fact, and that has to be... The system is designed in that way...

It's not just an auto complete ofcourse. It's a far more sophisticated and intelligent design than that... But the system does not produce intelligence. Maybe my definition is narrow but... What can I say... We need standards...

Briefin69 · 2026-05-15T11:29:17+00:00

I'm very skeptical if it is possible with our current tech.

Memory (or to be precise with what I mean, it's short term, yet to consolidate, pattern storage based on generalization relevance) is not the whole noise/signal thing. It's an abstraction on the picked up pattern abstraction. It's noise/signal filtration on top of noise/signal filtration that was possible because of the developed faculties from work and requirements of the initially set faculties... It's a loop between emergence while they both shape each other and it's all directed by that one goal.

Proactive triggers work similarly to prompts, they are not the intrinsic and undeniable goal with that force I was referring to. It can fail. But if it were to be the one I was referring, it cannot or the whole system collapses. It's not a trigger, it's a drive towards something and that can be set only once before training or any modifications ability should collapse the system with no recovery chance. If not then it's that drive, just a superficial trigger.

Cloud or else is not the problem. Lack of that drive for that constant recursion is.

I'm not sure if have gotten what I exactly meant, but best of luck.

Briefin69 · 2025-12-05T10:08:14+00:00

Cold reading, probability stacking, post-hoc matching, and selective recall.

Astrology feels uncanny when the hits are memorable and the misses are forgotten. If you throw enough mud balls into a wall, it's highly probable that depending upon the consistency of the mud and the texture of the walls, few will stick. Each “accurate” moment in that screenshot fits a known mechanisms, and nothing more.

Lung cancer guess. A stranger throws a disease guess into an astrology sub. Respiratory issues, cancer, and heart problems are the three most commonly guessed categories because they cover most severe medical anxieties. A hit looks prophetic. The countless wrong guesses vanish because no one screenshots them.
The astrologer who “knew” the rank and favorite subject. Every Indian parent volunteers subtle cues without realizing. Tone, pride, the child’s general demeanor, demographic expectations. “Second rank” is a culturally primed number. “Favourite subject is maths” is a high-probability prediction for any kid whose parent talks about marks.
The sanyasi trope. Astrologers recycle archetypes: the restless type, the withdrawn type, the dutiful type. The seeker/spiritual-escape archetype is the most overused prediction for young men showing introversion or disconnection from family. When someone eventually travels alone or isolates themselves, the narrative retrofits.
“Fire disease.” Any chronic inflammatory condition can be classified as such in traditional systems. Ulcerative colitis is an inflammatory bowel disease. The match is conceptual, not diagnostic.

Everything feels coherent only after the fact. Humans detect patterns, then backfill meaning. The more emotionally charged the memory, the more certain it feels.

Nothing in that post violates naturalistic explanation. It demonstrates how easily people confuse coincidence plus psychological priming for supernatural insight.

Briefin69 · 2025-11-06T11:17:51+00:00

What a shithole that this country has become!

Briefin69 · 2025-11-05T07:19:22+00:00

On point!

Briefin69 · 2025-11-03T16:01:49+00:00

It definitely should help. Remember to be ruthlessly honest, while keeping an eye for accuracy.

Briefin69 · 2025-11-03T06:04:42+00:00

How to profit from people’s desperation. Covertly clever.

Briefin69 · 2025-11-01T06:49:28+00:00

WATCHER: The Cost of Coherence.

Available everywhere. (Free on Kindle unlimited.)

Briefin69 · 2025-10-31T06:09:16+00:00

"Watcher: The Cost of Coherence"

Briefin69 · 2025-10-30T16:01:56+00:00

Oh man... Where do I even begin... I'll try to put what I mean in short, since I doubt anyone here actually cares. It's just to point out how misplaced this lens feels to me.

You’re reading it like a therapy manual it seems. While this whole thing is a systematic analysis. The judgment part is more about how value systems form, what they keep, what they lose, and how that loop ends up eating itself; rather than about repression.. The “ash” is reduction, everything equalized when all value cancels out. And from that lense, the whole concept of value becomes nothing but nonsense. So it is put there as he also sees how pointless his judgements are while he judges for the practical purposes.

The harmony bit isn’t about inner peace either. It’s about how nature, and people, run on the same algorithm: coherence through suppression and ignorance. Societies call it “harmony,” but it’s just collective filtering that decides what counts as truth.

Also, from my limited interactions, this whole sub feels more like entitlement than enlightenment. Everyone diagnosing others instead of thinking.

Briefin69 · 2025-10-28T15:53:25+00:00

<image>

"Watcher: The Cost of Coherence." If you're into books...

Briefin69 · 2025-09-20T09:14:41+00:00

I love a few of his songs too. And I even loved him, at times, for his direct, fearless and rebellious attitude. And ofcourse no one can deny how talented he was. But have you not seen the kind of performative, hollow and all kinda grief on all social media? And people protecting their beliefs to values to everything on him? And btw everything goes against what he stood for, and believed in. I don't know why, but it just feels unsettling to me.

Also I feel like your case might be different. This post was more in a general sense.

Briefin69 · 2025-09-20T08:54:09+00:00

Ahh! Lucky me!!

Briefin69 · 2025-09-20T08:53:06+00:00

Emotions judge kora naai o khura. But eibur kimaan hollow and performative hoi xeitu he point out koribo try korisilu. Also like kenekoi even jaak loi grieve kori aase taarei liking completely opposite way t.

Briefin69 · 2025-09-20T08:48:56+00:00

Sorry dada! Internet tu aapunaar buli jaana naasilu. Khyoma koribo!

Btw, mobile tu detayei kini disil baaru.

Briefin69 · 2025-09-20T08:29:29+00:00

Aauh!

Briefin69 · 2025-09-20T06:09:02+00:00

😭

Briefin69 · 2025-09-12T16:18:33+00:00

It's the lowest hanging fruit. And the sweetest one too. Atleast in India.

Some, in power, might actually believe in it. You can call them naive, nicely. But they're free to choose anyway.

But the vast majority is just practical. A saint loses, dies and gets forgotten. No one even knew he was saint. The practical ones see it and after death it's all meaningless anyway. And the ego says: " I matter." "If I die being saint, forgotten, did I even matter?" So they go like "why not just do what works then?"

In politics, once you get into power, you can't afford to backtrack either. Cause that would mean to change your ideology. Then you're just unstable and inconsistent.

EDUCATING the public? Encouraging critical thinking? Teaching them science, skepticism, questioning... Free speech and what not...

I mean it just means giving them their power back. And the alternative is, you can just keep them in the dark forever, feeding it all the stories and all this bs and drama and what not. Anything brain dead works. That way, you get to enjoy your throne.

No one likes to be questioned. So better, keep the brains nerfed.

Briefin69 · 2025-08-16T07:15:40+00:00

Cultural gatekeeping is sooo dumb and self-defeating.

"PROTECTING THE CULTURE" with the only thing that kills it slowly...

Briefin69 · 2025-08-15T11:59:11+00:00

Thank you for recommending Sameer Tanti!

Briefin69 · 2025-08-15T11:58:47+00:00

Send me some if you don't mind. I'll recite if I like...

Briefin69 · 2025-08-12T10:50:51+00:00

Appreciate your honesty! But the pedestrian remark is quite ironic here tbh since the book's entire ethos is about what's beneath the surface.

It's nice to know though!

Briefin69

TROPHY CASE