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Designers and Engineers Collaborate for Better Outcomes | Christina Wodtke posted on the topic | LinkedIn I had a ton of mixed feelings listening to this, and I recommend you listen to it yourself and decide for yourself. The story of designers being unable to keep up because engineering is now going fast...

Excellent insights from Christina Wodtke which are becoming part of a recurring theme, which is that AI shouldn't pressure you to speed up; instead it invites you to take the time to collaboratively figure out what is going on since the development process can be so efficient.

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16 hours ago 0 0 0 0
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#humanagentteams #aileadership #servicedesign #organisationalchange | Dr. Tina Weisser Last week I spoke at Rosenverse Live about something we are still in the middle of: a Human-Agent pilot running at university with industry partners from tech, government, and Mittelstand. Not a finished...

A very good article about how to approach AI with Information Architecture concepts. Service Design is one of our favorite approaches to mapping systems and how they interact with users.

"AI cannot fix a broken process. It maps the chaos faster."

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5 days ago 0 0 0 0
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Bill Dorman posted on LinkedIn Bill Dorman posted images on LinkedIn

Symbols are a learned language. These are funny but they prove a deeper point: you can't assume they can be understood without teaching the language first. Also, is it better for the symbol to stand or to replace with with words?

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1 week ago 0 0 0 0
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AI Is Breaking Education. Rebecca Winthrop Has the Blueprint to Fix It. Podcast Episode · Your Undivided Attention · March 5 · 46m

Really good article about pedagogy and AI. One of the things I like about this discussion is that it goes deep on how kids actually learn, and how classrooms facilitate this. Very positive, solution-oriented thinking on AI.

1 week ago 0 0 0 0
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IA Roundtable: Polycrisis, Positionality, Hyperlocality, and Information Architecture – IAC: Information Architecture Conference We invite you to join us in exploring a simple and profound question: how do we adapt the discipline and practice of information architecture for an evolving world?

Possibly the best value of the entire #IAC2026. Eight hours with some of the most thoughtful #IA experts working today as they talk about deep IA structures and how they relate to the modern state of play. Check it out!

2 weeks ago 0 0 0 0
The Periodic Table of Questions

We are very excited about the #IAC2026 workshop from Nate Davis and Stuart Maxwell. Designed for experienced practitioners it leans on "BIG IA" questions like information in context, organizing complex systems, and linking IA to business needs.

Check it out!

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2 weeks ago 0 0 0 0
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IAC: Information Architecture Conference Philadelphia, PA

The #IAconference looks very exciting this year. It's clear that #AI requires a lot of structure and understanding of the "big picture", and #informationarchitects are uniquely positioned to map, analyze, optimize and EXPLAIN how these new machines can be used. Check out the agenda! Good stuff!

3 weeks ago 0 0 0 0
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Strategy vs Budget: Why People Initiatives Fail | Brett VanTil posted on the topic | LinkedIn Hot Take: The real reason people initiatives stall (or more likely just fail) isn't because people don't care - 𝐢𝐭'𝐬 𝐛𝐞𝐜𝐚𝐮𝐬𝐞 𝐭𝐡𝐞 𝐛𝐮𝐝𝐠𝐞𝐭 𝐬𝐚𝐲𝐬...

Great observations from Brett van Til. "Put your money where your mouth is."

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3 weeks ago 0 0 0 0
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Demystifying SKOS for Practitioners: A Practical Guide to Controlled Vocabularies Semantics, standards, and structure: how SKOS, taxonomies, and controlled vocabularies power interoperability, governance, and meaning at scale in modern data ecosystems

The many ways that information can be organized are not precious, or failure-prone if they fail. Will this approach work three years in the future based on the changes we expect or hope to see?

4 weeks ago 0 0 0 0
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Intro to IA Strategy | Stuart Maxwell Hey, y’all. It’s me… Stuart. Really. Not a bot. A bot didn’t write this. The bots haven’t even seen this yet. I wanted this to be just from my brain to your brain. I haven’t written much here...

Check out Nate Davis and Stuart Maxwell's "Intro to IA Strategy" workshop at the 2026 #IAconference! He gives an overview below.

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1 month ago 0 0 0 0
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AI Transformation through UX Excellence with Humans at Center | Michaela Hackner posted on the topic | LinkedIn Over the past 18 months, my role has evolved in ways I hadn't expected. My team became one of the centers of gravity for AI transformation in our organization—not because we're AI experts, but because...

The key takeaway of this article is that systems thinkers -- be they UX, Information Architects, or enterprise architects -- are the most successful implementers of these new tools.

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1 month ago 0 0 0 0
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The act of building an ontology is a powerful organisational learning opportunity. Not just because of the ontologies you produce, but because of what the process reveals. Anyone who has tried to… | Tony Seale | 15 comments The act of building an ontology is a powerful organisational learning opportunity. Not just because of the ontologies you produce, but because of what the process reveals. Anyone who has tried to write...

Even if an organization doesn't implement an ontology in its technology stack, the act of creating one can have critical benefits for understanding its arrangement and relationships of information. Good thoughts by Tony Seale!

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1 month ago 1 0 0 0
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Allovance Summit 2026 Reimagining Organizational Decision-Making

Bob Royce and Andrew Midkiff's are presenting at the Allovance summit about using the framework to create an AI strategy.

Crucial, timely insight! Go check it out!

1 month ago 0 0 0 0
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I had a great conversation with Larry about what IAs do, how I discovered this career path, and what (I think) it takes to be a good IA. Give it a listen if you'd like to learn more about the life of… | Emily Claflin I had a great conversation with Larry about what IAs do, how I discovered this career path, and what (I think) it takes to be a good IA. Give it a listen if you'd like to learn more about the life of...

Our Emily Claflin chats with Larry Port about #InformationArchitecture as a career. Great interview!

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1 month ago 0 0 0 0
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Why Andrej Karpathy Feels "Behind" (And What It Means for Your Career) My site: https://natebjones.com Full Story:…

Great video essay from Nate B. Jones about the changes to software development based on LLMs.

"Control is not the default any more."

He then talks about the additional skills that need to be learned to develop software properly when the stack includes LLMs.

1 month ago 0 0 0 0
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Allovance Summit 2026 Reimagining Organizational Decision-Making

Bob Royce and Andrew Midkiff's are presenting at the Allovance summit about using the framework to create an AI strategy.

Crucial, timely insight! Go check it out!

1 month ago 0 0 0 0

#WorldIADay is almost here! The TUGers presenting:.
Bob Royce is talking about How IA can help organizations manage complexity.
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Dan Klyn is going to be in #Nashville's to support theme of “Designing for Meaning”.
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Check it out!

1 month ago 0 0 0 0
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Taxonomy Benefits Over an Ontology – Hedden Information Management In a recent conversation based on a LinkedIn post, someone asked “Why choose a taxonomy over an ontology?” This is a good question, since there has been a growing understanding that ontologies build…

This discussion is pretty technical but it basically boils down to three major points about taxonomies. They:

- generally have richer metadata at the node level

- have a more controlled structure than ontologies

- are easier to map to each other.

As usual, a great read!

1 month ago 0 0 0 0
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Allovance Summit 2026 Reimagining Organizational Decision-Making

Bob Royce and Andrew Midkiff's are presenting at the Allovance summit about using the framework to create an AI strategy.

Crucial, timely insight! Go check it out!

1 month ago 0 0 0 0
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Agenda | World IA Day Columbus Ohio The complete program for Design for Meaning

#WorldIADay is almost here! Two TUGers are presenting during this fantastic event.

Bob Royce is talking about How IA can help organizations manage complexity.
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Dan Klyn is going to be giving #Nashville's keynote.

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Go check it out!

1 month ago 0 0 0 0
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Most “software architects” don’t understand software or architecture. And large codebases are the original mistake. Large code bases exist because people don’t understand compilers, languages, or… | Thomas Meloche | 65 comments Most “software architects” don’t understand software or architecture. And large codebases are the original mistake. Large code bases exist because people don’t understand compilers, languages,...

"The real AI opportunity isn’t nursing large codebases. It’s shrinking them. Making intent explicit.Separating rules from mechanics. Letting the compiler do more of the work humans were never good at in the first place. "

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1 month ago 0 0 0 0
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If you've experimented with ChatGPT to analyze user interviews, you know it makes things up, including quotes. No matter how many times you tell it: "ONLY RETURN VERBATIM QUOTES." Total trust… | Brian Greene | 1,414 comments If you've experimented with ChatGPT to analyze user interviews, you know it makes things up, including quotes. No matter how many times you tell it: "ONLY RETURN VERBATIM QUOTES." Total trust killer....

Great article about using LLMs to help with interview analysis. At a broader level, another stone on the path to developing an LLM "theory of mind" that will allow us to use them more effectively as agents and collaborators. Good stuff!

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1 month ago 0 0 0 0
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LinkedIn Pulse

Things are changing so fast that a good measure of the value of an article is whether it is still pertinent three months later. This article is about that old, and it definitely still applies.

2 months ago 0 0 0 0
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Becoming an Ontologist Some thoughts

Going back to some of our "best of" posts from 2025, this excellent article on what an ontologist is, the work they do in collaboration with teams, and how to become one is one of our favorites.

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2 months ago 0 0 0 0
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Happy Valentines day to those who celebrate, from all of us at The Understanding Group! #TUG #lovewins

2 months ago 0 0 0 0
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Documents: The architect’s programming language - Stack Overflow Senior developers know how to deploy code to systems made of code. Architects know how to deploy ideas to systems made of people.

We would say that "artifact" is a better term than "documents", because it describes something made that is durable and can be experience by other people. The most important thing however, understanding how an artifact will be used and understood to do work.

2 months ago 0 0 0 0
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The Coasean Singularity? Demand, Supply, and Market Design with AI Agents Founded in 1920, the NBER is a private, non-profit, non-partisan organization dedicated to conducting economic research and to disseminating research findings among academics, public policy makers,…

This study proposes that AI will lower transaction costs of doing business between firms, to essentially zero.

We're not sure we like how they calculate "cost", but the paper shows how #AI can change how we think about all kinds of things.

2 months ago 0 0 0 0
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We keep coming back to this profound insight from Brain-Food. This entry #649. Check out the entire site here:

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2 months ago 0 0 0 0
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Enterprise Architecture of Agency: A New Unit of Design | Jesper Lowgren posted on the topic | LinkedIn Enterprise architects don’t live in diagrams; we live in the 𝐭𝐞𝐧𝐬𝐢𝐨𝐧𝐬 𝐛𝐞𝐭𝐰𝐞𝐞𝐧 𝐝𝐨𝐦𝐚𝐢𝐧𝐬. Business leaders want speed and new value. Data...

Jesper's elegant description of an "architecture of agency" maps to a lot of the "behavioral architectures" in the world, such as urban planning, Information Architecture, and manufacturing design. Good stuff!

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2 months ago 0 0 0 0
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Real AI Agents and Real Work The race between human-centered work and infinite PowerPoints

Spot-on from Ethan Mollick:

"If we don’t think hard about WHY we are doing work, and what work should look like, we are all going to drown in a wave of AI content..."

2 months ago 0 0 0 0