@simcomsystems

Learn. Grow. Make fun of everything. If you need me, I'll be watching The Sopranos.

simplycomplexsystems.com
Joined April 2022
Simply Complex Systems retweeted
I have built an architecture around programmable representations. Now I’m publishing what it can do. Two studies I’m proud to share this week: Reading machines from electrical signals. 99.1% hydraulic valve classification from 1 Hz motor power, versus 89.4% for tuned XGBoost under time-blocked evaluation. The direct readers fit in closed form on a laptop CPU. No neural-network training. No backpropagation. No GPU. They match or beat leading classifiers on several tasks. Incorporating other classifiers’ feature maps pushes the results further. sekos.ai/research/reading-ma… Hydra: private inference lanes on one shared model. Three tenants on Qwen3-8B delivered 2.58× aggregate throughput versus serial serving on an M5 Max, with private attention and caches, and byte-exact reference matches in our tests. Timing isolation is not claimed. sekos.ai/research/hydra-tena… Better representations can deliver better results, without simply throwing more compute at the problem. Methods, comparisons, failures, and limits are included. More research is coming. sekos.ai/research.html?theme…
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On your resume it says you have computer skills. Tell me more about that.
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Experience the world. Post on X.
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Meanwhile, at the OpenAI marketing meeting:
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Everyone knows he posts on X.
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The cyber security false flag will occur very soon.
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OpenAI announces their first power tool. The Default Power Drill. Power without control.
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They can't hear enough about his posts on X.
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Post with confidence. You are the brand.
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The guy at the office who posts on X.
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The most satisfying moment in all of The Sopranos. Phil gives a heartfelt speech on the resentment he feels about the treatment of his family by powers beyond his control. Then, Marissa says:
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If you send me X money, I’ll promote e/acc.
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Life got you down? Post on X.
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AI accessed data; therefore, it will kill us all.
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Guess which tech bro posts on X.
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How would we know if the theory was complete?
This quoted post is unavailable.
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Imagine how he felt in this moment.
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The Singularity persists.
WOW LIFE AS A QUANTUM PROCESS. NEW PAPER. A QUIET FREQUENCY THAT COULD CHANGE HOW WE SEE LIFE Something extraordinary has been heard inside living cells. Deep within mitochondria—the tiny, folded engines that power every heartbeat, every thought, every movement—researchers have detected a vibration ringing at 71 trillion cycles per second. The signal appears only while those engines remain intact and alive. Break the architecture and the note falls silent. That single peak, reported in a 2026 preprint by Yu Yang, Zhenglong Gu and Bo Song, is more than a spectroscopic curiosity. It is a invitation. It suggests that the most important organelles in biology may be doing something subtler and more elegant than classical chemistry alone can explain. The team used infrared light to listen to living human cells, fresh tissues, and carefully isolated mitochondria. Again and again they found the same unexplained 71 THz feature. Their model is beautiful in its simplicity: light trapped among the cristae couples to the collective dance of lipid CH₂ bonds, creating a polariton—a hybrid state that is part light, part matter. The familiar 87 THz vibration splits. One of the new notes is the 71 THz signal we can now hear. The living mitochondrion, in this picture, is not just a factory. It is a resonator. When the researchers gently shone light at that same frequency onto cultured cells, ATP production rose by about ten percent. A nearby control frequency did nothing. Frequency mattered. The cell’s energy currency responded as if someone had found a hidden dial. This is still early science. The paper awaits peer review and independent confirmation. That is how good science works. Yet the possibility already feels generous. If mitochondria can host a light-matter quantum state that we can address from outside, then energy metabolism is no longer a closed chemical book. It becomes a system we might one day tune. Imagine therapies that raise cellular energy without harsh drugs—soft, precise infrared light helping failing hearts, tired muscles, or aging neurons recover their spark. Imagine a deeper understanding of why life is so efficient, why warm, wet cells can still exploit quantum resources we once thought belonged only to laboratories at near-absolute zero. Imagine mitochondria not merely as batteries but as possible channels for both energy and information, quietly coordinating the business of being alive. Quantum biology has waited years for a clear experimental foothold inside living animal cells. This 71 THz peak may be that foothold. Even if later work refines the interpretation, the observation itself is a gift: life is still capable of surprising us at the smallest scales. The original research is available: biorxiv.org/content/10.64898… The universe did not have to make cells this interesting. It did anyway. We are only beginning to learn the frequencies they sing.
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