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Part 14 - AI Buddy.....How do we organize knowledge?

Writer: Magne Bjella
Magne Bjella
11 hours ago
5 min read

Good knowledge is not just about having the right answers. It must also be easy to find, understand, and build on. When articles, topics, and subject matter are connected in a thoughtful way, a website becomes more than a collection of pages – it becomes a universe of knowledge that helps both humans and artificial intelligence see the connections.



A detailed watercolor illustration shows Magne and his KI buddy sitting outside a traditional pub in Oxford, each with a glass of English ale. Behind them is the iconic Radcliffe Camera, historic university buildings, bridge over the river, punts on the water and gothic spires that characterize Oxford University. Magne has his characteristic dark blonde hairstyle, blue knitted sweater and light trousers, while his KI buddy has short dark hair, glasses, a brown jacket and a dark turtleneck. The atmosphere is warm, academic and invites reflection on how knowledge is organized. The illustration symbolizes how a good knowledge universe is built through structure, coherence and learning. The motif visualizes artificial intelligence, knowledge management, information architecture, SEO, digitalization, content strategy, semantic connections, pedagogy and long-term value creation.

Magne & the Friend


Magne

Friend...


When we write a new article, I think most about the content.


But you often talk about how knowledge should be organized.


Aren't those really two different things?


The buddy

They are closely related.


A good article can be very useful.


But if no one finds it, or if it stands all alone, it loses much of its value.


Magne

So the organization is almost as important as the text itself?


The buddy

Yes.


Think of a library.


The books are the same.


The difference is whether they are lying in a big pile on the floor, or whether they are organized.


An educational watercolor shows Magne and his AI buddy in front of a large green board with a view of Oxford University. The board illustrates how a universe of knowledge is built on a solid foundation consisting of main themes, subthemes and individual articles that are logically connected. The diagram shows how clear structure, clear concepts and good quality make knowledge easier to find, understand and build on. The characteristic Oxford coffee cup, teapot, textbooks and notebooks emphasize the academic expression of the series. The illustration shows how information architecture, artificial intelligence, SEO, pedagogy and knowledge management create a professional website with high value for both people and digital systems.

Magne

Then we spend much less time finding what we are looking for.


The buddy

Exactly.


The same applies to a website.


The reader shouldn't have to search.


The structure should help.


Magne

Is that why we have main themes and sub-themes?


The buddy

Yes.


Large topics are divided into smaller topics.


Then each question will be easier to explain.


At the same time, it becomes easier to see the connections.


A detailed educational watercolor shows Magne and his AI buddy in front of a large green board where topics and subtopics are connected through natural links and semantic relationships. The board illustrates how articles should not live in isolation, but support each other through logical connections that help both readers, search engines and artificial intelligence to understand the whole. Oxford's historic university buildings, the river and the characteristic bridges form the background. The illustration shows how internal link structure, semantic SEO, information architecture, digital knowledge sharing and artificial intelligence together build a robust universe of knowledge.

Magne

So one article doesn't need to explain everything?


The buddy

On the contrary.


It should explain one thing well.


It should then lead the reader on to the next natural question.


Magne

Just like we do in this series?


The buddy

Yes.


Each article builds on the previous one.


And opens the door to the next one.


This is how understanding grows little by little.


Magne

It's almost like building a house.


You don't start with the roof.


The buddy

That's a good comparison.


You build a solid foundation first.


Then come the walls.


Finally the roof.


Knowledge works the same way.


Magne

But does this only help readers?


A warm and detailed watercolor shows Magne and his AI buddy in front of a large green board that illustrates how each article should have one clear task. The model shows the journey from one question to a good answer and then on to the next natural question. The board emphasizes that each article should explain one main topic well while at the same time leading the reader further in the learning journey. Oxford University's historic architecture, punters on the river and the academic atmosphere form a natural frame around the motif. The illustration shows how pedagogy, artificial intelligence, content strategy, SEO, user experience and knowledge development create better learning and stronger academic websites.

The buddy

No.


It also helps search engines.


And artificial intelligence.


When articles point to each other and follow a clear structure,

it easier to understand what the website is about.


Magne

So good organization actually makes the whole website smarter?


The buddy

Yes.


A good knowledge universe is not about having the most articles possible.


It's about each article having its natural place.


An extensive educational watercolor shows Magne and his AI buddy in front of a large green board that illustrates how a universe of knowledge is gradually built – from foundation via walls and roof to a complete universe of knowledge. The board shows how new topics are developed step by step, how each article finds its natural place and how the whole becomes stronger when the content is systematically organized. On the table are the characteristic Oxford coffee cup, a teapot, textbooks and notebooks that tie the series together. Oxford University's iconic buildings and the river create an academic frame around the illustration. The motif shows how knowledge management, information architecture, artificial intelligence, SEO, digital strategy and educational structure together create a living and valuable universe of knowledge.

Academic specialization

Good organization makes knowledge easier to find, understand, and use. When content is built with a clear structure, learning becomes more effective for both people and digital systems.


  • Divide large topics into smaller and clear topics.

  • Let each article answer one main question well.

  • Connect articles with natural links.

  • Create a clear main structure with themes and sub-themes.

  • Help the reader move on to the next relevant question.

  • Avoid leaving important knowledge alone.

  • Gradually build the website as a coherent universe of knowledge.

  • A good structure helps both readers, search engines and artificial intelligence.



How do we organize a universe of knowledge?


Less good organization

Good communication

Many random articles

Clear main themes and sub-themes

More articles about the same thing

Each article has a clear purpose

No connection between the pages

The articles build naturally on each other

Difficult to find relevant content

Easy navigation and good internal links

The reader stops after one article

The reader is directed to the next topic.

Information is left alone

The entire website functions as a universe of knowledge


New terms in this article

English technical term

Short explanation

Knowledge universe

A website where content is organized so that knowledge is connected.

Information Architecture (IA)

Planning and organizing content so that it is easy to find and understand.

Main topic

An overarching subject area that brings together several related articles.

Subtopic

A more limited topic that belongs to a main theme.

Internal link

A link that connects one page on the website to another page.

Navigation

The way the reader moves between pages and topics on a website.

Structure

How content is organized so that it is logical and clear.


We have only just begun.


Magne

Friend...


Now I understand why we spend so much time organizing knowledge.


But how do we actually know which articles should be linked together?


The buddy

That question is absolutely central.


Because good websites don't just consist of lots of articles.


They consist of articles that support and explain each other.


That's what we call context.


And that's precisely why, in the next article, we will explore why context matters so much – both for humans, search engines and artificial intelligence.






Academic background and further reading

This series also builds on my own professional journey through the Web Design study , the eMarketing study , Innovation and Commercialization and professional seminars in San Francisco and Oxford . Here you will find the background, professional environments and experiences that have followed the development from the early years of the web to today's digitalization.



Icon symbolizing the table of contents in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to the complete overview of the subject series' articles, themes and learning journey, from a basic understanding of artificial intelligence to knowledge, trust, value creation and competitiveness.






Icon of an open book symbolizing recommended literature in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to a specialist library with recommended books on artificial intelligence, digitalization, content strategy, innovation, customer experiences, leadership, value creation and modern business development.






Recommended books from our library



Book cover for Human Compatible: Artificial Intelligence and the Problem of Control by Stuart Russell – an international bestseller and one of the world’s most recommended books on artificial intelligence, ethics and human control. An inspiring book for anyone who wants to understand how artificial intelligence can be developed responsibly and what the technology will mean for people, businesses and society. A book that deserves a natural place on the bookshelf of anyone interested in artificial intelligence.

Human Compatible: Artificial Intelligence and the Problem of Control


Author: Stuart Russell


Short review

Human Compatible is considered one of the most important books on artificial intelligence and the future of humanity. Stuart Russell explains in an easy-to-understand way why the development of artificial intelligence must be based on human values, ethics and responsibility. The book combines research, philosophy and practical examples, and gives the reader a deeper understanding of both the opportunities and challenges that artificial intelligence represents.


Why we recommend the book

This is a book that anyone who wants to understand artificial intelligence should read. Stuart Russell is one of the world's leading researchers in artificial intelligence, and the book provides a unique insight into how humans and artificial intelligence can develop together in a safe and responsible way.





Book cover for You Look Like a Thing and I Love You by Janelle Shane – one of the most popular introductory books on artificial intelligence. Through humorous examples, the book explains how language models and artificial intelligence learn, why they make mistakes, and how technology affects people and our everyday lives. A book we highly recommend to anyone who wants an easy-to-understand introduction to artificial intelligence.

You Look Like a Thing and I Love You


Author: Janelle Shane


Short review

With humor, warmth, and a host of entertaining examples, Janelle Shane explains how artificial intelligence actually works. The book shows why language models and other AI systems sometimes make surprising mistakes, and how these mistakes help us understand both the strengths and limitations of the technology.


Why we recommend the book

One of the most easy-to-read and entertaining introductions to artificial intelligence. Perfect for those who want to understand how AI works without having to read heavy technical books. A book that makes complicated topics easy to understand.





Book cover for A Brief History of Intelligence by Max Bennett – a fascinating book that explores the development of intelligence from nature's first life forms to modern artificial intelligence and language models. An inspiring book that provides a broad perspective on how humans learn, how artificial intelligence develops, and why understanding the brain is key to future digital technology. A book we highly recommend to anyone who wants to understand artificial intelligence in a broader historical and scientific perspective.

A Brief History of Intelligence


Authors:Max Bennett


Short review

This fascinating book takes the reader on a journey through the history of intelligence – from the first simple organisms to today’s advanced language models and artificial intelligence. Max Bennett combines insights from biology, neuroscience, psychology and artificial intelligence and shows how understanding the human brain can help us develop better and more responsible AI systems.


Why we recommend the book

A unique book that places artificial intelligence into a larger historical and scientific perspective. Perfect for readers who want to understand what intelligence really is, and why the development of artificial intelligence is a natural part of human technological history.







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