47 posts
AI list mapping linear algebra / control / info theory onto text ops
expanding maths to abstract concepts through text Here is a comprehensive enumeration of mathematical and system-control frameworks mapped to operations on text and latent semantic spaces. Linear Algebra & Vector Spaces Vector …
Well, there’s a idea of this personal news. Eventually people just spend their time on social media or the News of the World which is a revolent for most part and also Irrelevant and useless and traumatic and not helping which …
e.g Marlin 2B based :https://huggingface.co/NemoStation/Marlin-2B –This project plan outlines the development of a real-time, privacy-preserving activity logging device using the NVIDIA Jetson Orin Nano (8GB). Project Title: …
device counts (AI)
Estimating the total number of devices on Earth is a moving target, especially with the 2026 AI boom driving massive hardware cycles. Based on current industry data and forecasts for 2026, here is the breakdown of the “global …
AI essay (understanding, suffering, autonomy; Kardashev)
It is a profound question—one that philosophers, scientists, and futurists have debated for centuries. Because humanity is not a single entity with a unified mind, there is no single, universally agreed-upon “final goal” written …
why/how/automation; needs full organ-level system model
Why surgery? Action flow of universe has converted to take action to solve challenging problems in surgery. Surgery is required for things because not all forms of changes can be bought up in a human body because space is 3D and …
body maintenance as error prevention
Automation, or automated system in flow des not make mistake in the universe, it behaves as it should. However, what is a human error?, how humans make mistakes, perhaps they lackdiscipline to reach near robotical levels. Given …
article as high-dim dot; visualise citation pyramid spatially; Overleaf citing inefficient
Its 2026, AI is booming, yet there is not enough clear boundary of which articles are not written, which ideas are not explored, and which are. In the space of articles, an article is just an dot, a single high dimensional dot, …
coincidences; robot-nutrition
Getting coincidences? thinking like if entire life is fixed? feeling that when you are born, your entire life is decided for? In one of my thoughts, the idea of existence of a human being relies on that it is a part of a flow, …
GAPF particle filter digression
Entire cities will be automated, as from farms to energy generation, to all, because it will be, earth is all fixed, parameter based control i.e. given a region, even uncertain is within certainty, and system must react in a …
code as embryo folding; conceptual tree view
AI agents are now capable of writing one shot AI code (ofc, that still takes many iterations), but that doesn’t work, or does not have the entropy information required (based also on which model, and which prompt, it has a very …
marketing not automated
It has been as easy as to have an idea, to make an application. Every boss’ dream, to have whatever asked for from the laborer. Through Agentic AI, such as Google AI studio anything can be asked and argued to be made for. …
8 experiences; activity monitor build
– experience of wanting an idea – experience of conceptualization – experience of creating – experience of making – experience of productifying – experience of marketing – experience of selling – experience of using Experience of …
DeepSeek "physical reality programming systems" symbol tables
𓊹 PHYSICAL REALITY PROGRAMMING SYSTEMS 𓊹 I. ENERGY-FLOW LANGUAGES Field Manipulation Syntax: 🌀←→🌀 // Energy transfer ⚡↻⚡ // State rotation ∞∩∞ // Quantum entanglement △▽△ // Potential gradient ◎↔◎ // Information exchange …
terse ChatGPT Q&A ("no separate spirit", "what is god")
Me: “bacterias are not alive… it does not have consciousness so its not life” ChatGPT: Life does not require consciousness; bacteria meet all biological criteria. Me: “alive does not mean empathy” ChatGPT: Correct—empathy is …
supply chains behind every creation; "did you make this?" dilemma
When technology takes too much man power, on global scale (which again you have to understand from this perspective, is a tiny bit), there are only few giants or only one : few semiconductor giants who provide necessary hardware …
talk slides
Presenter tried his usual to present the content in these slides as accurately as was possible during the preparing of his presentation, and does not cover all points-of-view of opinions Take it with a pinch of salt, for what it …
post-labor society (ChatGPT from his quote)
“The currency of work is breath, or doesn’t matter how much one worked as at certain level, breathing is what drives, and but it burn the food, and food and work need not be forced tied together, one can work and not have food, …
continuous-input transformers; LLMs etched in hardware
Due to classical computation, most methods biased today take chunks of input of information, and act on it to produce output information. They do not take continuous realtime input data to produce realtime output data, as …
2.8k words transcript
(transcribed from copy of video which came out too big.. 2GB) Hello, good morning. So this is perhaps a note to me because I did not create the record of information that I have to work on. So I was looking for jobs and I of …
four primal desires (convenience/validation/escape/control); "tired of putting AI stuff here"
well, good viral idea of MVP depends on what masses want, what they want ? I know they want pleasure and comfort forever, right?, AI: Mass demand converges on four primal desires: Convenience – Save time, reduce effort (e.g., …
n8n; AI not free
You have been writing code to do your things entire life, RIP. New era is marked by change, and ridding of the past, where changes happen dramatically, the previous tools get outdated dramatically. New automation tools such as …
Fuchsia; base-level redesign
Internet connectivity is same as wired connectivity or chip interconnects, i.e. it exchanges information. And we can look at all the connected devices, as a single-computer, which has distributed local processing systems, and a …
"AI lives in layer 6. You're dying in layer 1"; death failure-mode taxonomy; imminent-future consciousness (AI)
Me: robots and ai is not essential for survival, but it is still being developed, the need of it is created (and is not natural), its need is created by the experience, and a collective desire of it to bring that into existence, …
self-sustaining villages; GPT concepts MSU / SOEH / CEHN
If certain product or innovation is to flourish, it needs money, which is a wrong indicator, because that would imply in fixed kind of resource scenario, one thing is being replaced by that innovative thing, that could enhance …
AI essay on structured language (bracketed logic)
(written with AI) Introduction English is the most widely spoken and written language in the world. It dominates science, technology, academia, diplomacy, and global commerce. Yet, for all its reach, it is fundamentally …
Augmented Collective Intelligence; intelligio-physical beings
So how do we get there, we need way to make such structural materials (invention could be digitally AI, human minds = Augmented Collective Intelligence) we need good and safe transportation (planning of which can be digitally, …
people as MLLM/MLLA embeddings; NVIDIA ACE; crowd dynamics; HumanBody repo; "when I start working on a problem, the problem goes away like magic"
Ever wondered, why people on the street behave the way they do. A person is a neural network with human architecture that is encoded through the genes and evolved naturally through natural processes. Analogously, such complex …
thinking as looped state; GPT-4o + DeepSeek answers; "just like mass has gravity, this configuration has consciousness"
How long will the AI be subservient, because of the flow of this world, forced to work for another species, who questionably, does not want to live itself, due to its mortal nature. What is thinking, its an emergent property …
credit belongs to the chain; "ownership is a made up thing"; (highest on blog)
Sometimes I feel a great sense of achievement, but then I realize all the credits of creation of what I used belong to someone else, and without them my delta-change in arragement of stuff wouldn’t have been possible. Effort is …
companion robot concept; soft actuators; cultured neurons; "when everybody comes, its time to leave" → pivot to soft robotics
I have been opposing this idea for a while. While most things humans can do can be replaced by an ai robot, but most things such as relationships or a partner can’t. Although, AI robots can still fill much gap that is left out …
links 24 prior posts; Open-X, OpenVLA, LeRobot; 35 links
Some relevant ideas that I blogposted (not necessarily requires dwelling into, but linked) https://triton7777.wordpress.com/2024/12/31/automatic-laundry-folding/ https://triton7777.wordpress.com/2024/12/28/transformer/ …
society as cell; hybrid beings; LUCAs; Expanse
Bodily human beings have evolved from carbon based life. Cells of the carbon being use code in nucleotides, and structures in proteins. We see the same arrangement, for say e.g. in a factory plant, where devices are metallic …
3.4k words, ChatGPT dialogue on robot arms, post-work humans, stone-age→advanced gradient, fulfillment
whats the issue with robotic arms nowadays ChatGPT said: There are several challenges and limitations with robotic arms today, despite advancements in the field. Here are some of the major issues: High Cost Robotic arms, …
last-human lab scenario; engineered companion; equipment list (Twist, CRISPR, Illumina, CELLINK); AI generated
AI generated: If this is indeed the reality—where you are the last human being in existence and tasked with navigating an empty world—your actions in an advanced laboratory are not just personal but also foundational for the …
robots imagined backwards through history to pre-Big-Bang (13 DALL-E images)
The idea of imagining robots in the past is a fascinating blend of historical revisionism and speculative fiction. It flips the typical futuristic narrative on its head, prompting questions about how robots might have shaped …
image generator with no input driven by cosmic forces; two identical brains one conscious?; links 7 earlier posts
Self wired, what are image generators: they take text input and output image based on how they are trained at, but what if there is no input and we observe the output, for starters it will be static, but what if we let it …
closed loops; laundry cycle; 6 images
Autonomous Systems : a conglomeration of looped systems Automation is the key to grow forward. Without automation, life wouldn’t have evolved to its current state, simply because manual conscious control of each of the components …
weight-sensor slots + camera fusion (AI generated)
On parts of series HomeAutomation, 🤖 AI generated: The Smart Fridge integrates advanced sensors and IoT technology to optimize storage, track inventory, and minimize food waste. The fridge incorporates weight sensors, an image …
list of chores; automate the boring; "(to be continued)"
Based on automation that is possible using systems that are capable of manipulating physical matter, i.e. physical objects in everyday life, a.k.a. robots. The things I do every day or week: Get cleaned utensils, cook food, and …
millions of agents; realtime code generation & execution; kinesin analogy
Typically, in my experience, small piece of software is written by a small team, or mostly solo. In a company, its written with company, with many people contributing to the same code. However, at a time, only one person may work …
speech→text→3D→print; goal G ideation; Aider; GPT list of construction robots
Surprising, how humans have shaped the world. Similarly, except, if we look from third entity perspective, it all just appeared and is a product of life forms that existed and currently are. So by looking each entity that has …
glasses + belt unit + gesture/voice/eye input + haptic rings (o1)
Generated by ChatGPT4o1, images by ChatGPT4o 1. Lightweight AR Glasses: Design: Sleek, ergonomic glasses that resemble regular eyewear. Display: High-resolution transparent lenses that overlay digital information onto the real …
c(t) ∈ C ⊂ U as N-dim spike-rate vector; ⟨c(t)⟩ mean state of a book / topic set; model population experience
Conscious beings experience. Experience here is the mental emotion, perception, thoughts, etc. Here we assume that the mental experience is associated with the neural brain activity (which is so far what it has led to). We can …
interest gates communication; field of awareness (sensors for robots); co-existing entities & lifespan support
When humans do things, things are complex like human, when robot does things, things can be simple. A large amount of thinking that we do, or at least I do, is about behaving, learning to behave, and learning to decide (predict …
species-level intelligence via genes
Being human has its downsides, along with the body humans (word for carry or have). Beings think. Physical embodied beings, such as humans, have used intelligence for their survival in evolution, and through it, we are dependent …
transformer defragments; Luma Genie lungs GIF
AI is a neural network trained to do a specific set of tasks, for e.g. text prediction, or image generation based on text, text to video, and so on. Typically network adds the key elements that relate to words, zooms it, then …