Triton 47

#artificial-intelligence

33 posts

expanding maths to abstract concepts through text

Jun 14, 2026 · 3 min · AI & computation AI-generated

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 …

personal news

Jun 14, 2026 · 15 min · AI & computation AI-assisted idea ★

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 …

Camcorder Video Data Logger : Product idea

May 20, 2026 · 2 min · AI & computation AI-generated idea ★

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: …

digital world

Apr 02, 2026 · 2 min · AI & computation AI-generated

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 …

final goals of research

Mar 05, 2026 · 3 min · AI & computation AI-generated

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 …

human errors – automation

Feb 06, 2026 · 1 min · Body, health & biology

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 …

Arranging scientific articles

Jan 22, 2026 · 2 min · Research & method idea

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, …

Why AI vibecoding fails (for now)

Dec 25, 2025 · 2 min · AI & computation ★

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 …

Selling and Vibecoders

Dec 24, 2025 · 1 min · Research & method

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. …

Experience of creating your own product

Dec 22, 2025 · 3 min · Money, work & society idea ★

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 …

World of giants of forms

Oct 01, 2025 · 5 min · Money, work & society ★

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 …

Realtime input GPT transformers

Jul 14, 2025 · 1 min · AI & computation

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 …

Making a MVP

Jul 05, 2025 · 2 min · Money, work & society

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., …

AI for survival?

Jun 15, 2025 · 7 min · AI & computation AI-generated ★

"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, …

P·L·A·N — augmented collective intelligence

Apr 20, 2025 · 2 min · Consciousness & mind ★

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, …

Simulating society

Jan 30, 2025 · 4 min · Money, work & society idea

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 …

An idea of a AI robot partner: NEUROGEN and EUNOIA

Jan 07, 2025 · 6 min · Robotics & automation AI-generated idea

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 …

Robot transformer Vision Language Action development

Jan 06, 2025 · 5 min · Robotics & automation idea

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/ …

The Gradient of Progress and the Fulfillment of Life

Dec 31, 2024 · 16 min · Money, work & society AI-generated

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, …

Evolution of Automaton

Dec 22, 2024 · 3 min · Robotics & automation AI-assisted

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 …

Maker-Space

Dec 09, 2024 · 6 min · Making & hardware AI-assisted idea ★

"Generic MAKE-ANYTHING"; IN-HOUSE vs ON-PLANET; toolchain (EagleCAD, Fusion360, 3D/CNC/laser…); GPT 10-section lab list; his own wish-list (multiaxis CNC, PCB printer, electroplating, metal print, electron microscope, ovens, semiconductor room, cell engineering, cryo, graphene…); 19 images; "million years later… buildings as planets"

Imagine a future setting (or current reality, or past), where the in-house production has become the norm. Boasting of a “Generic MAKE-ANYTHING” concept. We reside on a planet with given resources. We transform these resources …

How to automate life

Oct 22, 2024 · 4 min · Robotics & automation idea ★

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 …

Smart Fridge Concept

Oct 19, 2024 · 3 min · Robotics & automation AI-generated idea

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 …

Home automation

Oct 13, 2024 · 2 min · Robotics & automation idea

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 …

Autonomous agents

Oct 09, 2024 · 6 min · Robotics & automation AI-assisted idea

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 …

Wearable AR computer

Sep 19, 2024 · 2 min · XR & interfaces idea

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 …

Learning the behavior, .. co-existence, awareness

Feb 13, 2024 · 3 min · Consciousness & mind

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 …

Intelligent evolution

Feb 10, 2024 · 1 min · Body, health & biology

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 …

How AI generation typically (may) work?

Dec 28, 2023 · 1 min · AI & computation

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 …