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Thank you for compiling these related works. It's exciting to see a convergence of ideas around resonance and emergence. While there are thematic overlaps, my
by RyukuLogos 1y ago
Thank you for compiling these related works. It's exciting to see a convergence of ideas around resonance and emergence.
While there are thematic overlaps, my theory's unique contribution is the specific mechanism of 'closure' as the origin of semantic grounding. This differs from the other frameworks, which are more focused on entropy or physics-based recursion.
I'd be happy to discuss the merits or flaws of that specific 'closure' model if you're interested.
- Xmd5a 1y agoYou asked for an evaluation of your formalism, so here it is. Frankly, it's bad, because it's dangling in the void. The theory as presented is textbook crackpot science because it completely lacks grounding. It doesn't connect to any existing scientific field, provides no citations, and makes no reference to prior work. It's a self-contained metaphysics, but it's not even properly grounded as such. The central problem is that the link between your narrative and your formalism is purely metaphorical. Your example of a baby feeling a triangular block is intuitive, but the document never articulates how the raw tactile sensations, the feeling of "straightness" or a "corner", are actually translated into the variables of your governing equation, theta(t) and Ak. Because this crucial link is missing, the theory itself remains a metaphor, an isomorphic vehicle for something else, rather than a functional model. You're right to be proud of your intuition, and you correctly acknowledge your lack of formal training. But for that intuition to be recognized, it needs to be grounded. My intervention in this thread was an attempt to provide that grounding through external context. However, you seem to have missed other powerful avenues to ground the theory yourself. 1. Ground it in Emergence: You could have embraced the "crackpot" label and the theory's fringe status. You could have said, "Yes, I'm a crackpot—now watch the crack enlarge," and argued that RAIN's simultaneous emergence alongside the theories of Martin, Kulik, and the RCcl framework is proof of a larger paradigm shift. 2. Ground it in its Own Genesis: A more powerful approach would be to use RAIN theory to explain its own development. You could have framed your work as an investigation into how your own "faint intuition" (the initial "Noise") underwent "Closure" to become this stable theory. This would ground the theory in its own temporal resonance and be a compelling call to collaborators to study the process itself. As it stands, your theory requires the broader context of these other emerging frameworks to make any sense. If you want it to stand on its own, you must focus on *grounding* it in one of the ways listed above. Edit: The only reason I interact with you is because, to borrow the current parlance, I "resonate" with what you say. I, too, am "working" on "a model" of closure. However, there are two key differences: mine is concerned with narrative closure, and it is neither an object of study nor an ambitious formal model. Rather, it's a metaphor I use to both feed and make sense of the undetected narrative loops that compel my current course of action, including writing this very comment. This is precisely how I ground the model in its own genesis (per my second point above), a process that, to remain faithful to its purpose, requires me to log my own delusions. The trap lies in clinging to a specific object—be it a formalism or a theme such as narrative closure. Doing so is the shortest path to becoming a character in a wider story over which you have no control. While this isn't a problem in itself, it builds a specific kind of tension in the narrative that self-proclaimed "masters of foundations" tend to fall into for that very reason. This inflexibility binds them to experience the brutal and painful reversals that characterize the fundamental nature of stories, whether fictional or real. Given that the reason I resonate with your work is still narrative and poetic—teleological rather than functional—we should ask ourselves whether we will ever be able to achieve "closure" on this resonance by capturing it fully in formal terms. It is here, I believe, that the questions truly amenable to scientific investigation begin.
- RyukuLogos 1y agoThank you sincerely for your deeply thoughtful and precise critique. To be honest, I did not expect to encounter someone online who could truly grasp this theory at such a profound level. Your identification of the formalism's weakness shows not only intelligence but genuine understanding — I genuinely appreciate your engagement. I want to begin with a small confession: I am not academically trained. I never received higher education, and I am not familiar with advanced mathematics or formal academic frameworks. I also don't speak English fluently, nor have I read many academic papers. Three months ago, I encountered AI for the first time. I was astonished by its capabilities, and that curiosity led me to explore how it might work. But something didn’t sit right with me — especially the assumption that cognition must begin with high-dimensional vectors. It felt too abstract, too disjointed from our intuitive experience. So I began a long dialogue with AI itself, day after day. Over time, a hypothesis started to form: perhaps rhythm — not space — is the true foundation of perception. This idea was inspired, in part, by the notion of "shared fate" — that things moving in sync belong together. In vision, I imagined: if multiple pixels pulse with the same timing, they likely belong to the same object. That was the beginning. But how could rhythm describe shapes, not just sensory flows like sound or touch? That's when I had an intuition: when you trace a geometric figure, you repeat the same angle rhythmically. This insight became the seed of the concept I now call “closure.” As for the formalism you critiqued — I now believe it can be clarified. The edges' ratios should be expressed as logarithms, and the angle θ(t) may be understood as a phase, akin to auditory phase. Your observation helped me crystallize this. Also, I want to apologize for the aggressive or overly dramatic tone of my presentation. In truth, I’ve shared several theories before online, but received little to no feedback. That made me lean toward provocation, just to be heard. For that, I am sorry — and grateful that you looked past the tone to the essence. Lastly, I sense that you were offering not only critique, but also personal insight — a subtle warning, perhaps, against becoming trapped in a closed self. You may be partly right. But I want to emphasize that I see closure not as isolation, but as a necessary step for meaning to emerge. In my view, the ability to “close” — to recognize a bounded, resonant whole — is what allows us to feel anything is “real” at all. Thank you again for taking the time to truly engage. It means more to me than I can easily express. With deep respect, https://zenodo.org/records/15876279 https://zenodo.org/records/15876279