<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" xml:lang="en"><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://www.akikoo.org/feed.xml" rel="self" type="application/atom+xml" /><link href="https://www.akikoo.org/" rel="alternate" type="text/html" hreflang="en" /><updated>2026-06-23T07:28:20+00:00</updated><id>https://www.akikoo.org/feed.xml</id><title type="html">akikoo.org</title><subtitle>The web home of Aki Kärkkäinen</subtitle><author><name>Aki Kärkkäinen</name></author><entry><title type="html">Will Jante Survive Our Times?</title><link href="https://www.akikoo.org/log/2026/06/23/will-jante-survive-our-times/" rel="alternate" type="text/html" title="Will Jante Survive Our Times?" /><published>2026-06-23T06:34:13+00:00</published><updated>2026-06-23T06:34:13+00:00</updated><id>https://www.akikoo.org/log/2026/06/23/will-jante-survive-our-times</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/23/will-jante-survive-our-times/"><![CDATA[<figure>
  <img src="/assets/images/posts/jantelagen.png" alt="" />  
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    <p class="figcaption">Taking Jantelagen literally might be the most Jante thing of all.</p>
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<p>The <a href="https://en.wikipedia.org/wiki/Law_of_Jante">Law of Jante</a> says: <em>blend in</em>. The job market says: <em>stand out</em>. Something has to give.</p>
<p><em lang="sv">Jantelagen</em> (written as satire in 1933) is built on collective unity, yet Nordic countries score among the highest in the world for individualism. Those two things are in direct conflict.</p>
<p><strong>Taking Jantelagen literally might be the most Jante thing of all.</strong></p>
<p>Being Finnish, I now recognise experiencing something similar in my childhood. But I wasn’t aware of what that was, or where it came from—like a fish unaware of the water it swims in.</p>
<p>The first time I heard about it was when I was working in Copenhagen. Since then, I’ve been navigating that narrow space between <em>standing out</em> and <em>sticking out</em>. One is admired. One is punished.</p>
<p>Who controls the interpretation of your visibility? The community does. That’s the real mechanism behind Jantelagen. It’s also its biggest problem.</p>
<p>It belongs to a stable, predictable world. In a job market disrupted by remote work, <abbr title="Artificial Intelligence">AI</abbr>, geopolitical earthquakes, and climate transition, <strong>blending in is the riskiest strategy of all</strong>.</p>
<p>In a job search, knowing who you are and what you bring—and <strong>giving yourself permission to make it visible</strong>—eats Jante for breakfast.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="Books" /><category term="Motivation" /><category term="Teams" /><summary type="html"><![CDATA[Jantelagen was written as satire in 1933. We took it literally. In a job market that demands visibility, that’s a trap.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/jantelagen.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/jantelagen.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Two New UN CC:Learn Certificates</title><link href="https://www.akikoo.org/log/2026/06/15/two-new-un-cc-learn-certificates/" rel="alternate" type="text/html" title="Two New UN CC:Learn Certificates" /><published>2026-06-15T08:06:24+00:00</published><updated>2026-06-15T08:06:24+00:00</updated><id>https://www.akikoo.org/log/2026/06/15/two-new-un-cc-learn-certificates</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/15/two-new-un-cc-learn-certificates/"><![CDATA[<figure>
  <img src="/assets/images/posts/un-cc-learn-certificates.jpg" alt="" />
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    <p class="figcaption">Two certificates of completion: <em>An Introduction to Climate Change and Human Rights</em>, and <em>Net Zero 101: What, Why and How</em> at UN CC:Learn.</p>
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<p>I just received my certificate in the course <a href="https://unccelearn.org/course/view.php?id=136&page=overview&lang=en">An Introduction to Climate Change and Human Rights</a> at <strong>UN CC:Learn</strong>. A couple of days earlier, I also completed <a href="https://unccelearn.org/course/view.php?id=185&page=overview&lang=en">Net Zero 101: What, Why and How</a>.</p>
<p>Both were short, but they gave me a clearer picture of how climate change connects to the way we live, work, and treat each other: from emissions pathways to Net Zero, to the human impact of a changing climate, particularly on the most vulnerable.</p>
<p>I’ve been trying to live climate-conscious in my own daily choices, and courses like these are a small but useful way to turn that curiosity into a better understanding of the bigger picture. Always looking to keep learning and find ways to do things a little better.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="General" /><category term="Motivation" /><summary type="html"><![CDATA[Two new UN CC:Learn certificates - Climate Change & Human Rights, and Net Zero 101. Turning climate curiosity into action, step by step.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/un-cc-learn-certificates.jpg" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/un-cc-learn-certificates.jpg" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">AI Literacy Certificates from Anthropic Academy</title><link href="https://www.akikoo.org/log/2026/06/10/ai-literacy-certificates-anthropic-academy/" rel="alternate" type="text/html" title="AI Literacy Certificates from Anthropic Academy" /><published>2026-06-10T18:57:27+00:00</published><updated>2026-06-10T18:57:27+00:00</updated><id>https://www.akikoo.org/log/2026/06/10/ai-literacy-certificates-anthropic-academy</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/10/ai-literacy-certificates-anthropic-academy/"><![CDATA[<figure>
  <img src="/assets/images/posts/anthropic-academy-certificates.jpg" alt="" />
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    <p class="figcaption"><em>Six <abbr title="Artificial Intelligence">AI</abbr> certificates in six days.</em></p>
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<p>I’ve been using AI tools for a couple of years now. This week I decided to formalise that with some structured learning.</p>
<p>I completed four <a href="https://www.anthropic.com/learn">Anthropic Academy</a> courses on <strong>AI literacy</strong> and <strong>AI fluency</strong>, plus two others: <a href="/log/2026/06/08/elements-of-ai-certificate/">Elements of AI</a>, and <a href="/log/2026/06/05/new-certificate-career-essentials-in-generative-ai/">Career Essentials in Generative AI</a>.</p>
<p>Six AI certificates in six days, across three platforms:</p>

<h2>Anthropic Academy</h2>
<ul>
  <li><a href="https://anthropic.skilljar.com/claude-101">Claude 101</a></li>
  <li><a href="https://anthropic.skilljar.com/ai-fluency-framework-foundations">AI Fluency: Framework & Foundations</a></li>
  <li><a href="https://anthropic.skilljar.com/ai-capabilities-and-limitations">AI Fluency: Capabilities & Limitations</a></li>
  <li><a href="https://anthropic.skilljar.com/introduction-to-claude-cowork">Introduction to Claude Cowork</a></li>
</ul>

<h2>University of Helsinki</h2>
<ul>
  <li><a href="https://www.elementsofai.com/">Elements of AI</a></li>
</ul>

<h2>Microsoft & LinkedIn</h2>
<ul>
  <li><a href="https://www.linkedin.com/learning/paths/career-essentials-in-generative-ai-by-microsoft-and-linkedin">Career Essentials in Generative AI</a></li>
</ul>

<p>AI is moving fast, and it’s largely being shaped by a handful of large American commercial companies with their own interests. That’s worth keeping in mind.</p>
<p>But I’d rather engage with it critically and create a foundation to build on, than dismiss it. Ignoring it is not an option.</p> 
<p>Knowing how it works, how to apply it in real workflows, what it can and can’t do, and where the risks lie feels more useful than either hype or dismissal.</p>
<p>All six are free and self-paced if you want to form your own view.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="AI" /><category term="Motivation" /><category term="Teams" /><summary type="html"><![CDATA[Four free Anthropic Academy certificates in a week - building AI literacy and AI fluency]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/anthropic-academy-certificates.jpg" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/anthropic-academy-certificates.jpg" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Elements of AI Certificate</title><link href="https://www.akikoo.org/log/2026/06/08/elements-of-ai-certificate/" rel="alternate" type="text/html" title="Elements of AI Certificate" /><published>2026-06-08T07:52:53+00:00</published><updated>2026-06-08T07:52:53+00:00</updated><id>https://www.akikoo.org/log/2026/06/08/elements-of-ai-certificate</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/08/elements-of-ai-certificate/"><![CDATA[<figure>
  <img src="/assets/images/posts/certificate-elements-of-ai.png" alt="" />
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    <p class="figcaption"><em>Elements of AI: Introduction to AI</em> certificate by the University of Helsinki and MinnaLearn.</p>
  </figcaption>
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<p>Continuing on my <abbr title="Artificial Intelligence">AI</abbr> learning path, I just completed the <strong>Elements of AI: Introduction to AI</strong> online course, earning a <strong><a href="https://certificates.mooc.fi/validate/8br4cuh4hnn">certificate</a></strong> and two <abbr title="European Credit Transfer and Accumulation System">ECTS</abbr> credits.</p>
<p>This course is part of <a href="https://www.elementsofai.com/">Elements of AI</a>, a series of free online courses created by <a href="https://www.minnalearn.com/">MinnaLearn</a> and the <a href="https://www.helsinki.fi/">University of Helsinki</a>. It covers a broad range of topics including the history and definitions of AI, search algorithms, the Bayes rule, machine learning, supervised learning methods, neural networks, deep learning, real world applications, and the societal implications of AI.</p>
<p>What I liked most is that it’s more “computer sciency” than most introductory AI courses. It goes deeper under the hood, combining theory with fun puzzles and reflection tasks. It’s available in multiple languages and completely free, so if you want to genuinely demystify AI and understand how it works rather than just what it does, I’d highly recommend it.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="AI" /><category term="Motivation" /><category term="Teams" /><category term="University" /><summary type="html"><![CDATA[Completed Elements of AI by University of Helsinki — free, surprisingly deep, and highly recommended for anyone wanting to truly understand AI.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/certificate-elements-of-ai.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/certificate-elements-of-ai.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">New Certificate - Career Essentials in Generative AI</title><link href="https://www.akikoo.org/log/2026/06/05/new-certificate-career-essentials-in-generative-ai/" rel="alternate" type="text/html" title="New Certificate - Career Essentials in Generative AI" /><published>2026-06-05T10:34:35+00:00</published><updated>2026-06-05T10:34:35+00:00</updated><id>https://www.akikoo.org/log/2026/06/05/new-certificate-career-essentials-in-generative-ai</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/05/new-certificate-career-essentials-in-generative-ai/"><![CDATA[<figure>
  <img src="/assets/images/posts/career_essentials_in_generative_ai.png" alt="" />
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    <p class="figcaption">Microsoft Certificate: <em>Career Essentials in Generative AI by Microsoft and LinkedIn</em>.</p>
  </figcaption>
</figure>

<p>Continuing to build on my existing certifications in Scrum, SAFe, Agile Kata, and Product Ownership, I just completed the <strong><a href="https://www.linkedin.com/learning/certificates/b6677ab94d9a82e29aabfe7cc221282e9048932b77fc7bca126ca7b3a9e5d38a">Career Essentials in Generative AI</a></strong> learning path, earning the <strong>Microsoft Professional Certificate</strong>. It felt like a worthwhile investment of time in a space that’s moving faster than most of us can keep up with.</p>
<p><abbr title="Artificial Intelligence">AI</abbr> is reshaping how we work, and staying current matters. The path consisted of five modules:</p>

<ul>
  <li>What Is Generative AI?</li>
  <li>Your Top AI Questions Answered: AI Literacy for Everyone</li>
  <li>Learning Microsoft 365 Copilot for Work</li>
  <li>Ethics in the Age of Generative AI</li>
  <li>Everyday AI Concepts</li>
</ul>

<p>If you’re looking for a structured, free introduction to generative AI that results in a recognised certificate, I’d recommend giving it a look.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="AI" /><category term="Motivation" /><category term="Teams" /><summary type="html"><![CDATA[Adding AI to my certification stack — keeping skills current alongside Scrum, SAFe & Product Ownership]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/career_essentials_in_generative_ai.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/career_essentials_in_generative_ai.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Age Discrimination - Illegal, Commonplace, Tolerated</title><link href="https://www.akikoo.org/log/2026/06/02/age-discrimination-illegal-commonplace-tolerated/" rel="alternate" type="text/html" title="Age Discrimination - Illegal, Commonplace, Tolerated" /><published>2026-06-02T07:32:25+00:00</published><updated>2026-06-02T07:32:25+00:00</updated><id>https://www.akikoo.org/log/2026/06/02/age-discrimination-illegal-commonplace-tolerated</id><content type="html" xml:base="https://www.akikoo.org/log/2026/06/02/age-discrimination-illegal-commonplace-tolerated/"><![CDATA[<figure>
  <img src="/assets/images/posts/age_discrimination.png" alt="" />  
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    <p class="figcaption">Age discrimination in hiring is illegal in many countries, Sweden included.</p>
  </figcaption>
</figure>

<h2>The Moving Goalposts</h2>
<p>From my own experience navigating the job market right now: Youth is mistaken for energy. Experience is mistaken for rigidity.</p>
<p><q>Underqualified</q> at 25. <q>Overqualified</q> at 50. The goalposts move, but somehow you end up on the wrong side of them.</p>

<h2>How Ageism Hides in Plain Sight</h2>
<p><strong>Age discrimination</strong> in hiring is illegal in many countries, Sweden included. And yet, you see it routinely in the language: <q>We’re looking for someone who can grow with us</q>. Translation: <q>we’d prefer you weren’t already grown</q>.</p>
<p>Add a minimum number of years of experience, and the message becomes clear: lifelong learners with a long work history, apparently, need not apply.</p>

<h2>Experience Is Not the Opposite of Potential</h2>
<p>The assumption that experience makes you less <q>moldable</q> is worth questioning. If we’re genuinely <strong>hiring for potential</strong>, <em>what has age got to do with it?</em></p>
<p><a href="https://www.amazon.com/gp/product/1422117367/">Adult education</a> is an underrepresented and undervalued path. Many people reinvent themselves professionally well into their 40s, 50s, and beyond. That’s not a liability. That’s exactly <strong>what potential looks like</strong>.</p>
<p>Both assumptions cost organisations more than they admit. For the people on the receiving end, the cost is personal, financial, mental, and largely invisible. We should talk more about that.</p>

<h2>Sweden’s Equality Blind Spot</h2>
<p>Sweden is proud of its equality. <strong>Ageism in recruitment is still its blind spot</strong>.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Accessibility" /><category term="Agile" /><category term="General" /><category term="Motivation" /><category term="Teams" /><summary type="html"><![CDATA[Underqualified at 25. Overqualified at 50. If we’re hiring for potential, what has age got to do with it?]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/age_discrimination.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/age_discrimination.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">What Are We Optimising For?</title><link href="https://www.akikoo.org/log/2026/05/28/what-are-we-optimising-for/" rel="alternate" type="text/html" title="What Are We Optimising For?" /><published>2026-05-28T14:53:21+00:00</published><updated>2026-05-28T14:53:21+00:00</updated><id>https://www.akikoo.org/log/2026/05/28/what-are-we-optimising-for</id><content type="html" xml:base="https://www.akikoo.org/log/2026/05/28/what-are-we-optimising-for/"><![CDATA[<figure>
  <img src="/assets/images/posts/what_are_we_optimising_for.png" alt="" />  
  <figcaption>
    <p class="figcaption">We’ve automated the hiring process without questioning the assumptions underneath it.</p>
  </figcaption>
</figure>

<p><abbr title="Artificial Intelligence">AI</abbr> writes the CV. AI then screens the candidates it will soon replace. In the process, we’re transferring and scaling our existing biases to AI. What exactly are we optimising for?</p>
<p>Hiring for <em>culture fit</em> often means hiring for comfort. Sure, some self-replication keeps operations stable. But without <em>culture add</em>, you’re optimising for yesterday.</p>
<p>We talk about diversity in hiring. We mean gender, ethnicity, neurodiversity. We rarely mean age. Filtering out either experience or inexperience is <em>diversity washing</em>.</p>
<p>The common thread: we’ve automated the process <strong>without questioning the assumptions underneath it</strong>. The shortlist feels wrong because the job description was written for the last person who filled the role, not the <em>next one who will shape it</em>.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="General" /><category term="Motivation" /><category term="Teams" /><summary type="html"><![CDATA[We’ve automated hiring without questioning the assumptions underneath it. No wonder the shortlist feels wrong.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/what_are_we_optimising_for.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/what_are_we_optimising_for.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">The Role Nobody Posted But Everyone Needs</title><link href="https://www.akikoo.org/log/2026/05/16/the-role-nobody-posted-but-everyone-needs/" rel="alternate" type="text/html" title="The Role Nobody Posted But Everyone Needs" /><published>2026-05-16T15:49:51+00:00</published><updated>2026-05-16T15:49:51+00:00</updated><id>https://www.akikoo.org/log/2026/05/16/the-role-nobody-posted-but-everyone-needs</id><content type="html" xml:base="https://www.akikoo.org/log/2026/05/16/the-role-nobody-posted-but-everyone-needs/"><![CDATA[<figure>
  <img src="/assets/images/posts/the_role_nobody_posted.jpg" alt="" />  
  <figcaption>
    <p class="figcaption"><i>Photo by <a href="https://unsplash.com/@robert_clark">Robert Clark</a> on <a href="https://unsplash.com/photos/a-blue-and-white-abstract-photo-of-a-cross-gJKhc2veDcA">Unsplash</a>.</i></p>
  </figcaption>
</figure>

<p>Nobody is hiring a <em>Chief Intersection Officer</em>. Nobody has a budget line for a <em>Head of In-Between</em>, a <em>Psychological Safety Engineer</em>, a <em>Slow Adopter Shepherd</em>, or a <em>Distributed Teams Gardener</em>.</p>
<p>These titles don’t exist, but <strong>the need behind them does</strong>. And somewhere in your organisation, someone is probably covering that ground anyway—unofficially, invisibly, and without a mandate.</p>

<h2>The Hiring System Wasn’t Built For This</h2>
<p>Job boards, <abbr title="Applicant Tracking Systems">ATS</abbr>, recruiters with briefs—they’re all <strong>optimised for labels</strong>. Specialist or <a href="/log/2022/03/22/what-is-an-expert/">Expert</a> labels. The kind you can match to a box. Why are we so stuck with labels? <a href="/log/2022/09/02/naming-things/">Naming is hard</a> enough as it is. So we default to the nearest approximation, post the job, and wonder why the shortlist feels slightly wrong.</p>
<p>The problem isn’t specialists vs generalists. The more interesting question is: <strong>what happens at the intersection of two or more specialist fields?</strong> That’s where new connections and meanings get made. That’s where the most impactful and rarest roles live. And that’s precisely where the hiring system breaks down completely.</p>
<p>David Epstein explored the generalist advantage in <a href="https://www.amazon.com/Range-Generalists-Triumph-Specialized-World/dp/0735214506/">Range: Why Generalists Triumph in a Specialized World</a>. People who move across domains make connections that specialists, working in depth, rarely see. But it’s not just generalists who do this. It’s specialists who refuse to stay in one box.</p>

<h2>What I Mean By Intersection</h2>
<p>Here’s what this has looked like across my own working life (roughly one or more seven year cycles for each era):</p>
<p><strong>As a Scrum Master</strong>, I was also deep in systems thinking, mindfulness, organisational culture, and group dynamics. The Scrum events were the visible part. The rest was what made them actually work, and what made the value reach the customer.</p>
<p><strong>As a Senior Front-End Developer</strong>, I was also becoming a Web Accessibility Specialist—while pulling in usability, <abbr title="User Experience">UX</abbr>, <abbr title="Developer Experience">DX</abbr>, work processes, and the psychology of how teams work, prioritise, and make decisions together. The code was the output. The craft was wider than that.</p>
<p><strong>As a Communications Officer</strong>, I was also editing layout for publications, liaising with network infrastructure vendors, and writing small apps on <abbr title="Linux, Apache, MySQL, Perl/PHP/Python">LAMP</abbr> stack to support an aviation lobby’s policy work.</p>
<p><strong>As a Musician</strong>, I was also teaching drums, studying composition, and learning music software. Performing together and teaching sharpened each other. Learning music software opened a door I didn’t expect. So did every language I picked up along the way, because music took me places.</p>
<p><em>The pattern</em> here isn’t distraction or inattention. It isn’t a lack of focus either. Each time I held a formal specialist title, <em>I was also doing adjacent things</em>. And those adjacent things were precisely what made the specialist work better, paving the way to new paths. <strong>The connections across domains are the value, not a coordination tax on it</strong>.</p>

<h2>The <abbr title="Artificial Intelligence">AI</abbr> Question</h2>
<p><em>AI makes specialists redundant, so be a generalist.</em> Right? I don’t think that’s quite right either.</p>
<p>What AI changes is the <strong>cost of the specialist knowledge</strong> itself—not the judgment about when and how to apply it, not the ability to see across fields, and certainly not the <a href="/log/2026/02/24/rediscovering-the-human-core-of-teamwork/">human relationship work</a> that makes any of it land in an organisation.</p>
<p>If anything, the <strong>intersection roles become more valuable</strong> when AI can handle both the shallow and the deep. What remains irreplaceable is the <em>multi-disciplinary synthesizer</em>—not just a person, but <a href="/log/2026/04/19/AI-empowered-triads/">the AI-augmented team</a> that collectively knows which depth to reach for, why, and what it connects to across the rest of the map.</p>

<h2>The Job Ad Problem</h2>
<p>Every time I read a job posting now, I find myself mentally deconstructing it: <em>this role has elements of what I do, but it’s missing whole areas I’m good at</em>. The description points at a problem. But the title and the expected background often point somewhere else entirely.</p>
<p>To really understand what a company needs, you have to read past the label and find the challenge underneath. That’s a skill too. And <strong>it lives at an intersection</strong>.</p>

<h2>You Are Not Your Job Title</h2>
<p><a href="https://en.wikipedia.org/wiki/Teal_organisation">Teal organisations</a>, self-managing teams, role fluidity—these ideas exist because some people have already noticed that the box doesn’t fit the work.</p>
<p>I haven’t worked in a teal organisation yet. But I’ve worked in enough conventional ones to know what gets lost when <strong>someone who lives at the intersection</strong> doesn’t have a seat at the table.</p>
<p><a href="/log/2023/10/24/people-are-not-resources/">You’re not your job title</a>. You’re the sum of everything you’ve explored, and the connections you’ve built between those explorations. A smarter way of working is always there, waiting for your action.</p>
<p>If you’re reading this and thinking <em>yes, and I don’t know what to call myself either</em>—welcome. You might be exactly who I’m talking about.</p>
<p>I’m curious: where do you sit on the specialist–generalist spectrum? Does the intersection idea change how you think about it? Have you invented your own job title out of necessity?</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="Accessibility" /><category term="AI" /><category term="Books" /><category term="Mindfulness" /><category term="Motivation" /><category term="Music" /><category term="Teams" /><summary type="html"><![CDATA[I’ve never had a job title that fully fit. Turns out that’s the point.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/the_role_nobody_posted.jpg" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/the_role_nobody_posted.jpg" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">AI-Empowered Three-Person Teams</title><link href="https://www.akikoo.org/log/2026/04/19/AI-empowered-triads/" rel="alternate" type="text/html" title="AI-Empowered Three-Person Teams" /><published>2026-04-19T13:52:27+00:00</published><updated>2026-04-19T13:52:27+00:00</updated><id>https://www.akikoo.org/log/2026/04/19/AI-empowered-triads</id><content type="html" xml:base="https://www.akikoo.org/log/2026/04/19/AI-empowered-triads/"><![CDATA[<figure>
  <img src="/assets/images/posts/ai_empowered_triads.png" alt="" />  
  <figcaption>
    <p class="figcaption">The future of teams isn’t 10 people. It’s networks of <abbr title="Artificial Intelligence">AI</abbr>-empowered triads.</p>
  </figcaption>
</figure>

<p><em>Will my job exist in a few years?</em> Focusing on individual roles is understandable, but far less attention is paid to <strong>how AI will reshape teams and <a href="/log/2026/02/24/rediscovering-the-human-core-of-teamwork/">collaborative work</a></strong>. That’s the more interesting question.</p>
<p>What if the future of high-performing teams is the <strong><em>triad</em>: a small, empowered three-person unit partnered with AI?</strong> Whether AI is considered a tool or a <a href="/log/2023/10/24/people-are-not-resources/">team member</a> is an open question—but the distinction matters for <em>accountability</em> and <em>decision-making</em>.</p>

<h2>Why Triads?</h2>
<p>The <a href="https://scrumguides.org/">Scrum Guide</a> recommends teams of ten or fewer. That was sound advice in a pre-AI world, where a cross-functional team needed enough people to cover all necessary skills. But when AI can cover entire <a href="/log/2025/07/06/breaking-free-from-the-capability-trap/">capability</a> gaps on its own, the calculus changes. <strong>How many humans does a self-managing team actually need?</strong></p>
<p><strong>Three</strong> turns out to be a surprisingly powerful number. In a triad:</p>

<ul>
  <li>No one is ever alone with a problem</li>
  <li>If someone is sick or away, work continues without crisis</li>
  <li>Cognitive load stays manageable—work gets sliced into <a href="/log/2025/09/06/big-or-small/">small, fast chunks</a></li>
  <li>Deep focus time and collaborative flow can coexist, without coordination becoming a bottleneck</li>
</ul>

<p>But why not <em>dyads</em> (two people) and an AI? Because the third person changes the group dynamics entirely. Dyads tend toward binary tension: agreement or disagreement. A third person introduces mediation, new perspectives, and richer interaction. It also, simply, makes the work more enjoyable.</p>
<p><em>Think of a music trio</em>: each player is autonomous, but the interplay between three creates something no other combination quite matches. That dynamic tension is exactly what makes the triad powerful.</p>

<h2>The Layer Above: Tribal Leadership</h2>
<p>Coding was seldom the real bottleneck. <em>A loosely-coupled and distributed network of triads</em> doesn’t operate in a vacuum. With AI handling much of the execution, the real bottleneck shifts to <strong>strategy, direction, and culture</strong>.</p>
<p>This is where ”tribal leaders” come in. Not managers in the traditional sense, but <strong>coaches and connectors</strong> who understand multi-cultural team dynamics, embed product thinking, facilitate feedback loops, link teams to customers, and actively eliminate cross-team dependencies. They create the conditions for triads to thrive: shared values, psychological safety, trust, and a clear sense of purpose.</p>
<p>Practices like <a href="https://www.liberatingstructures.com/8-troika-consulting/">Troika Consulting</a>—a structured peer-coaching method from Liberating Structures—are exactly the kind of lightweight tools that make this layer work without adding bureaucracy.</p>

<h2>Potential weaknesses</h2>
<p>No model is perfect. The tribal leader layer creates a potential <strong>single point of failure</strong>—though this is mitigated by overlapping triad relationships and strong shared values across the network. <strong>Onboarding</strong> can be harder in a triad: swapping one person changes the entire dynamic, so rotation needs to be intentional. </p>
<p><strong>AI dependency</strong> is real: AI tools hallucinate, and small teams may be more vulnerable to over-trusting them without the checks a larger team provides. <strong>Not all work suits this model</strong>: highly regulated or safety-critical environments may need more oversight than three people can reasonably provide.</p>

<h2>Is This Agile For The People Who Gave Up On Agile?</h2>
<p>The triad model is lean, human-centered, and built for a world where AI handles capability gaps. It sidesteps the overhead that makes scaled agile frameworks feel like the disease rather than the cure.</p>
<p>If you’ve ever said <a href="/log/2024/01/24/uncovering-agile/">“agile doesn’t work here”</a>, this might be worth a second look.</p>
<p>Are you already experimenting with something like this? <em>I’d love to hear what you’re seeing</em>.</p>

<h2>Further Reading That Inspired This Article</h2>
<ul>
  <li>Henrik Kniberg: <a href="https://hups.com/blog/agile-in-the-age-of-ai">Agile in the Age of AI</a></li>
  <li>Matthew Skelton and Manuel Pais: <a href="https://teamtopologies.com/">Team Topologies</a></li>
  <li>Dave Logan, John King, Halee Fischer-Wright: <a href="https://www.amazon.com/Tribal-Leadership-Leveraging-Thriving-Organization/dp/0061251321">Tribal Leadership</a></li>
  <li>Liberating Structures: <a href="https://www.liberatingstructures.com/8-troika-consulting/">Troika Consulting</a></li>
</ul>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="AI" /><category term="Books" /><category term="Motivation" /><category term="Music" /><category term="Teams" /><summary type="html"><![CDATA[The future of teams isn’t 10 people. It’s networks of AI-empowered triads.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/ai_empowered_triads.png" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/ai_empowered_triads.png" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Goodbye Nion</title><link href="https://www.akikoo.org/log/2026/04/17/goodbye-nion/" rel="alternate" type="text/html" title="Goodbye Nion" /><published>2026-04-17T11:24:52+00:00</published><updated>2026-04-17T11:24:52+00:00</updated><id>https://www.akikoo.org/log/2026/04/17/goodbye-nion</id><content type="html" xml:base="https://www.akikoo.org/log/2026/04/17/goodbye-nion/"><![CDATA[<figure>
  <img src="/assets/images/posts/nion_lake_maggiore.jpg" alt="" />
  <figcaption>
    <p class="figcaption">Me and my Nion colleagues at Lake Maggiore in Italy, October 6, 2024.</p>
  </figcaption>
</figure>

<p>This Sunday, April 19, 2026, marks <strong>my last day at <a href="https://nionit.com/">Nion</a></strong>, and I wanted to take a moment to say a proper thank you.</p>
<p>When I joined <strong>One Agency</strong> in 2018, I couldn’t have predicted half of what was ahead: a <em>global pandemic</em>, <em>Russia’s genocidal war in Ukraine</em>, the <em>merger with Nion</em>, and the <em>rise of AI</em>. Most of my One Agency colleagues who were there when I joined are now gone; though I remain a shareholder, my journey as an employee ends here.</p>
<p>Coming from both a product and technical background, I had already worked for 15 years in several European countries before joining. At Nion, I worked for three different clients over the last eight years: <a href="https://www.sonynetworkcom.com/">Sony</a>, <a href="https://www.skatteverket.se/">Skatteverket</a>, and <a href="https://www.trygghansa.se/">Trygg-Hansa</a>, building relationships and teams, and delivering work that I’m glad was well received. It meant a lot to have their <strong>trust</strong> and the <strong>flexibility</strong> that came with it.</p>
<p>My career path grew from my past development roles into Scrum Master, servant leader, and Team Coach roles I’d set my sights on long before joining. Over a quarter of a century, I’ve taken my career <strong>from code to lean-agile ways of working</strong>—a journey shaped by curiosity, change, and the people and <a href="/log/2022/07/25/distributed-agile-teams/">distributed teams</a> who made it all worthwhile.</p>
<p>I’m grateful for our time and opportunities together.</p>
<p>Now I’m off to see what comes next. I’m excited about how roles such as Product Owner, Delivery Lead, Agile Team Leader, Team Coach, and Scrum Master will transform due to AI and distributed ways of working. I believe the <em>human side of the work</em>—<strong>collaboration</strong>, <strong>cultural understanding</strong>, <strong>psychological safety</strong>, <strong>trust</strong>, <strong>coaching leadership</strong>, and <strong>product thinking</strong>—will matter more than ever. That’s what sustainable value delivery is built on (alongside <strong>technical excellence</strong>, of course).</p>
<p>Good luck in chasing the next bottleneck! I’d love to keep the conversation going on <a href="https://www.linkedin.com/in/akikoo/">LinkedIn</a>.</p>]]></content><author><name>Aki Kärkkäinen</name></author><category term="Agile" /><category term="Malmo" /><category term="Motivation" /><category term="Sweden" /><category term="Teams" /><summary type="html"><![CDATA[8 years, 3 clients, 1 career switch, and a lot of curiosity. Grateful for the journey — excited for what’s next.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://www.akikoo.org/assets/images/social/nion_lake_maggiore.jpg" /><media:content medium="image" url="https://www.akikoo.org/assets/images/social/nion_lake_maggiore.jpg" xmlns:media="http://search.yahoo.com/mrss/" /></entry></feed>