Author

Outermostkt

@outermostkt

articles: 36
total claps: 20
top claps: 15
avg read: 3.2 min
active: 2026-03-19 → 2026-07-15

Wiki topics

AI · AI · General · 30 LLM · Large Language Models · 19 MM · Multimodal & Generative Media · 10 EDU · Education & Learning · 4 ML · Machine Learning · 4 OPS · LLMOps & Inference · 3 RAG · RAG & Retrieval · 3 🏛️ · Architecture · 3

Top tags

#ai ·28 #llm ·11 #diffusion-models ·9 #transformers ·6 #artificial-intelligence ·6 #diffusionblocks ·4 #generative-ai-tools ·4 #world-models ·4 #google ·3 #large-language-models ·3

OU Outermostkt

The Reign of Diffusion Models is Nearing Its End: Why They Will Soon Be Replaced as the Primary…

If we evaluate the essence of diffusion models with cold objectivity, they do not actually “paint” images. Rather, they function as highly…

Jun 26, 2026 · 3 min read · 15 claps #diffusion-models #ai #generative-ai-tools

The Reign of Diffusion Models is Nearing Its End: Why They Will Soon Be Replaced as the Primary…

AI SCI

OU Outermostkt

Text Diffusion Model? A Toy Implementation of Embedding-Space Diffusion!!

misc/Text_Diffusion at main · GitGhidorah/misc

Jun 13, 2026 · 3 min read · 4 claps #textdiffusionmodel #diffusion-models #generative-ai-tools

Text Diffusion Model? A Toy Implementation of Embedding-Space Diffusion!!

AI ART DSN

OU Outermostkt

Why do AI-generated illustrations almost always feel unpleasant…? [A Japanese person’s opinion]

Since I can’t really ask AI about this, I’ll think it through myself.

Mar 19, 2026 · 1 min read · 1 claps #illustration #ai-generated-art

Why do AI-generated illustrations almost always feel unpleasant…? [A Japanese person’s opinion]

AI ECO MDA

OU Outermostkt

The Top 10 World Models That Will Define AI in 2026

Research into World Models is booming. Curious to know which approaches are currently trending from an objective standpoint, I asked AI…

May 18, 2026 · 10 min read · 0 claps #world-models #ai #agi

The Top 10 World Models That Will Define AI in 2026

AI TCH

OU Outermostkt

HTML vs. Reality: How AI Actually “Reads” the Web

The web page you see is completely different from what an AI sees! This is exactly why conversations and tasks involving web links often…

Jul 15, 2026 · 7 min read · 0 claps #ai #website #gemini

HTML vs. Reality: How AI Actually “Reads” the Web

OU Outermostkt

Introducing the Paper ‘COrigami: An AI Pipeline for Co-Designing Flat-Foldable Visually…

（Figures are cited from the paper.)

Jul 08, 2026 · 7 min read · 0 claps #corigami #deepmind #origami

Introducing the Paper ‘COrigami: An AI Pipeline for Co-Designing Flat-Foldable Visually…

AI SCI LIF

OU Outermostkt

What Is the Relationship Between Thermodynamics and Information Technology, Including AI?

What Is the Relationship Between Thermodynamics and Information Technology, Including AI? — I Asked an AI (Claude)

May 31, 2026 · 6 min read · 0 claps #thermodynamics #ai #artificial-intelligence

OU Outermostkt

Towards Unified World Models: The Convergence of Cola DLM and LeWorldModels

Sorry if the combo is a little weird, but Grok gave me an explanation!

May 14, 2026 · 5 min read · 0 claps #cola-dlm #lewm #jepang

Towards Unified World Models: The Convergence of Cola DLM and LeWorldModels

AI HUM SCI

OU Outermostkt

Bayes’ Theorem to Bayesian Optimization: 250 Years in 10 Minutes

Bayes is hard — let’s be honest, it really is. At the very least, you need to be conscious of which angle you’re using the term ‘Bayes’…

Jul 12, 2026 · 5 min read · 0 claps #bayes-theorem #bayesian-machine-learning #bayesian-optimization

Bayes’ Theorem to Bayesian Optimization: 250 Years in 10 Minutes

OU Outermostkt

Why OpenAI, Google, and Anthropic Don’t Talk Much About Patents

The way patents are being handled in AI among the major tech giants is hard to see clearly or even imagine. I had AI (Claude) explain…

May 28, 2026 · 5 min read · 0 claps #llm #ai #patents

Why OpenAI, Google, and Anthropic Don’t Talk Much About Patents

OU Outermostkt

I Trained a Diffusion Model on a Single Image (No GPU Required)!! Run this code now!

For the single image, I used a cropped section of the following Wikipedia image, resized to 64x64.

May 13, 2026 · 4 min read · 0 claps #diffusion-models #generative-ai #ai

I Trained a Diffusion Model on a Single Image (No GPU Required)!! Run this code now!

OU Outermostkt

Language Models vs World Models(LeWorldModel) !!

The advent of the Transformer triggered a paradigm shift in AI that extended far beyond the realm of language. However, the next paradigm…

May 12, 2026 · 4 min read · 0 claps #language-model #leworldmodel #llm

Language Models vs World Models(LeWorldModel) !!

OU Outermostkt

Unlock Deep AI: Why You Need Energy-Based Models

Honestly, if you’re serious about AI, you’ve gotta dive into Energy-Based Models. Otherwise, you’re gonna hit a wall pretty soon.

May 29, 2026 · 4 min read · 0 claps #ai #energy-based-models #ebm

Unlock Deep AI: Why You Need Energy-Based Models

OU Outermostkt

To Understand Diffusion Models, One Must Realize That All Images Fit Onto Thin Origami in…

It feels like natural images in the world are infinite — and indeed they are — but that infinity is actually of a ‘lower tier.’ It is…

May 16, 2026 · 4 min read · 0 claps #diffusion-models #stable-diffusion #ai

To Understand Diffusion Models, One Must Realize That All Images Fit Onto Thin Origami in…

OU Outermostkt

Try It Yourself: A Demo App of the Technology That Sparked the Rise of AI!—

misc/nobel at main · GitGhidorah/misc

May 26, 2026 · 3 min read · 0 claps #hopfield-network #boltzmann-machines #nobel-prize

Try It Yourself: A Demo App of the Technology That Sparked the Rise of AI!—

OU Outermostkt

Since We Have Multimodal AI Now, We Should Just Throw Absolutely Everything Into LLMs… Right?

I once asked an AI to create a tool (in Python) for recognizing handwritten text. The generated program ran immediately, which was…

May 22, 2026 · 3 min read · 0 claps #llm #ocr #ocr-tesseract

Since We Have Multimodal AI Now, We Should Just Throw Absolutely Everything Into LLMs… Right?

ART GEN AI

OU Outermostkt

V-JEPA（Video Joint-Embedding Predictive Architecture）

It feels a bit like taking two steps on the surface of the water, but somehow things seem to be moving in the right direction…

Apr 28, 2026 · 3 min read · 0 claps #v-jepa #jepa

V-JEPA（Video Joint-Embedding Predictive Architecture）

OU Outermostkt

AI Problems From the Last 20 Years That Became Irrelevant — And Today’s AI Problems That May…

Organized by ChatGPT

May 25, 2026 · 3 min read · 0 claps #ai #artificial-intelligence #llm

AI Problems From the Last 20 Years That Became Irrelevant — And Today’s AI Problems That May…

AI SCI

OU Outermostkt

A Critique by AI (Claude) of ‘The Last Human-Written Paper: Agent-Native Research Artifacts’

[2604.24658] The Last Human-Written Paper: Agent-Native Research Artifacts

Jun 11, 2026 · 3 min read · 0 claps #ai #artificial-intelligence #paper

A Critique by AI (Claude) of ‘The Last Human-Written Paper: Agent-Native Research Artifacts’

OU Outermostkt

The Core of DiffusionBlocks: Why Block-Independent Training Works

Taught to me by AI (Claude)

Jun 01, 2026 · 3 min read · 0 claps #diffusionblocks #ai #artificial-intelligence

The Core of DiffusionBlocks: Why Block-Independent Training Works

AI ECO

OU Outermostkt

Gemini Coldly Dismantles NVIDIA CEO Jensen Huang’s “Five-Layer AI Cake” Vision

To me, NVIDIA’s “Five-Layer AI Cake” doesn’t really contain much that’s new in terms of ideas, concepts, or vision.

May 31, 2026 · 3 min read · 0 claps #nvidia #fivelayercake #jensen

Gemini Coldly Dismantles NVIDIA CEO Jensen Huang’s “Five-Layer AI Cake” Vision

AI TCH HUM SOC

OU Outermostkt

The Convergence God Gifted to Early AI — Altering the Fate of Humanity Forever

When deep learning first appeared as the opening move of modern AI, it wasn’t yet the era of today’s scaling laws, but even then, whether…

May 23, 2026 · 2 min read · 0 claps #ai #deep-learning #convergence

The Convergence God Gifted to Early AI — Altering the Fate of Humanity Forever

OU Outermostkt

In AI Terminology, ‘Inference’ vs. ‘Reasoning’ Somehow Stops Working in Japan, Korea, and China 😂

By the way, I’m Japanese. That’s exactly why this question occurred to me.

May 24, 2026 · 2 min read · 0 claps #ai #inference #reasoning

In AI Terminology, ‘Inference’ vs. ‘Reasoning’ Somehow Stops Working in Japan, Korea, and China 😂

OU Outermostkt

Here are the 10 most important references from “From AGI to ASI” (arXiv:2606.12683)

Here are the 10 most important references from “From AGI to ASI” (arXiv:2606.12683), ranked by conceptual centrality to the paper’s core…

Jun 25, 2026 · 2 min read · 0 claps #agi #sia #deepmind

HUM AI LIF TCH

OU Outermostkt

Fully Transparent Mini Transformer: Complete Numerical Walkthrough with Positional Encoding — The…

A Step-by-Step Educational Model on the Sentence “The animal didn’t cross the street because it was too tired.” (d_model=4)

May 20, 2026 · 2 min read · 0 claps #transformers #qkv #attention-mechanism