CymAGIc is an analog grounded intelligence computer using cymatics as a natural ai programming language and standing wave resonant interference physics as a computation processor.
For modern computers to simulate fluid dynamics it took 72 hours, 96 processors, for 38 million equations solved every 5 millisecond, in one example.
CymAGIc proposes to use fluid dynamics for emergent analog computation and intelligence, or to use analog wave interference to simulate a virtual super/quantum computer and nueral network.
(please zoom in/out as needed, formatting is glitchy, you might have to zoom in and around on some of the video on mobile or fullscreen)
Cymatics are visuals created with sound and resonant frequency and vibration amplitude physics in matter revealing the self organizing patterns of the cymatic standing waves, often referred to as 'sacred geometry' because no human designed all the physics the shapes and responses to different sounds.
Please look at the first cymatic hybrid computer program in history.
cymAGIc presents: Hello World - with cymatics
Here is the first hello world using cymatics from cymAGInation, the 'programming language of cymAGIc, encoded and decoded as standing wave cymatic physics using morse!! Morse code was used because it already uses frequency and timing so it was a good example of how information can be encoded and decoded in standing waves.
cymAGIc using liquid cymatics as Binary programming logic converted to audio waveform which creates cymatic standing waves and physics performs the computation. (demo with the help of https://tempolux.life/wp-content/uploads/2026/02/opmap2d.html
https://tempolux.life/wp-content/uploads/2026/02/opmap2d.html
Here we are testing early version of how to create cymatic logic gates for physical wave interference computing architecture,
and
an intelligent cymatic resonance physics detection engine and self tuning algorithm!
Incorporating machine learning and topological signal processing of the physical standing wave encoding the program allows for a self tuning physical loss function.
this is an intelligent physics detection engine and recursive self calibrating cymatic standing wave resonance optimization tuner designed to find the optimal resonant amplitude for any frequency by controlling the audio and watching the physical topological feedback.
The self tuning physics detection cymAGInation engine is the first step to cymAGIc because it shows the algorithm is robust and can work in different cymatic conditions and environments, so the ai will be able to rescale itself to any "cymatic hardware".
More efficient self tuning
Please support our research by leaving constructive feedback in the comments (especially if your an expert in any of these fields), or by visiting the Galaxy Frog art store!
The original idea for cymAGIc came from wondering if a cymatic could be read like a cd rom and how much data the richness of the physical 'sacred geometry' standing wave analog topology could encode. I realized that for computers to recreate even much simpler fluid dynamics perfectly is hugely difficult task for even the strongest computers, but these complex analog standing waves are created naturally - and we use machine learning to assign computation logic mapping the programming architecture into the physics of the cymatic standing waves and interference patterns so that as it learns more and gets better reading and writing information in cymatics and hopefully solve a sort of hallucination and blackbox problem where it will be grounded in physical reality and we will be able to see it computing and thinking in the cymatics dish (it doesnt have to be water, it could be any liquid capable of standing waves like mercury, oil, or an alcohol perhaps!)
please help support our research by purchasing our cymatics artwork and clothing
Thanks!
JF