Artificial Intelligence Applications

Join us for an inspiring session exploring the frontier of "constructive" democratic technology. As traditional mechanisms for citizen engagement struggle against polarization and an algorithm-driven attention economy, how can we build digital public infrastructure that actually brings people together? Digital deliberation provides a new framework for our democracy. Rather than focusing on division, these tools allow us to map underlying consensus and foster collective sense-making across society. In this meetup, we move beyond abstract theory to explore the practical ways the Finnish Innovation Fund (Sitra) has successfully deployed citizen participation at scale, and look ahead to the new European Civic Tech Hub. We will dive into: * **The Power of "Voxit":** How Finland successfully scaled this open-source platform across more than 120 societal dialogues, utilizing AI and statistical clustering to map "Uncommon Ground" and find consensus. * **From National Labs to European Impact:** Insights from massive citizen dialogues—such as the "What do you think about AI, Finland?" campaign—and how they directly shape public sector rulebooks. * **The European Civic Tech Hub:** How the ongoing work to build a centralized hub under the European Commission's *European Democracy Shield* aims to solve the biggest bottlenecks in civic tech adoption, from procurement to GDPR compliance. **About the Speaker & Moderator:** **Sanna-Kaisa Saloranta (Speaker)** is a Specialist and Democracy Team Lead at Sitra's International Programmes. She leads efforts to scale democratic innovations that support collective sense-making, actively working to bridge the gap between Finnish open-source success and the wider European digital ecosystem. **Michael Jensen (Moderator)**, Co-founder of DemAI, will host the session and guide the conversation, drawing on his expertise in democratic AI to bridge the themes of the presentation with our audience's questions. Come prepared for a constructive dialogue on how we can learn from these approaches to build a more transparent, resilient, and connected democratic future in Europe. We look forward to seeing you there!

**This session is part of Global Azure 2026** Azure Skåne invites you to a double session. This time we have on stage **Venicia Solomons** \(aka Cyber Queen\)\, Cloud & AI Security at Microsoft \| CISSP and our own **Nikos Delis**, Microsoft MVP for Azure & Iot. **Agenda**: * 17:30 - 17:45 Meet & Greet * 17:45 - 18:30 Session 1 - Venicia Solomons * 18:45 - 19:30 Session 2 - Nikos Delis * 19:30 - 20:30 Mingle **Session 1 (by Venicia): Governing AI Apps and Agents - The Microsoft Approach** Every organisation is racing to deploy AI agents, and most are quietly inheriting a security problem they haven't named yet. By 2028, there will be an estimated 1.3 billion AI agents in the world. The old playbook doesn't stretch that far. In this session I'll share what I'm seeing in the field: why AI security isn't traditional security, and why every agent needs an identity, because that's what will define how we govern and manage them. At the core of Microsoft's approach is Agent 365, extending Purview, Entra, and Defender into the agent world so you can actually discover, protect, and govern what your business is building. Expect a few practical things you can take back to your team. **Session 2 (by Nikos): Architecting Agentic Systems Like a Grown-Up** What does “agentic” look like in a real codebase? In this deep dive, we’ll architect goal-driven systems using **Microsoft Agent Framework**—covering tool orchestration, planning cycles, state management, multi-agent composition, and governance. We’ll apply classic engineering principles to systems that reason, act, and adapt.

Join us in the next AZUG meetup and learn how to tune your cloud database. **Hands‑on tutorial on Azure Database for PostgreSQL Flexible Server parameter tuning** PostgreSQL exposes hundreds of configuration parameters, but only a few dozen truly determine performance and resource efficiency. Tuning them correctly is notoriously difficult due to complex interactions and workload‑specific behavior. Traditional approaches—manual tuning or generic rule‑based tools—often fall short. In this practical workshop, participants will learn the fundamentals of server parameter tuning and get hands‑on experience using heuristics‑based open‑source tools such as PGtune to achieve meaningful performance improvements. We'll explore which parameters matter most, how PGtune's heuristics work, and why they influence performance. The session concludes with an introduction to DBtune Community Edition , an AI‑powered agentic tuning engine that blends heuristic rules with modern AI and ML techniques to deliver smarter, workload‑aware optimization. **Prerequisites: Bring your own laptop with a command‑line shell (eg, PowerShell).** If you are using a company laptop, please whitelist \*\* [http://app.dbtune.com%2A%2A./]app.dbtune.com\*\*. **About our Speaker:** Dr. Luigi Nardi is the founder and CEO of DBtune, a leading company driving advancements in AI, database systems, and cloud computing. Previously an associate professor of AI at Lund University and a research staff at Stanford University, Luigi's expertise centers around Bayesian methods and optimization theory and practice. Luigi's journey includes a post-doctoral position at Imperial College London and a role as a software engineer at Murex, following his Ph.D. program in applied mathematics at Université Pierre et Marie Curie in Paris in 2011. Luigi is a public speaker and prolific researcher, having co-authored more than 50 peer-reviewed papers at leading venues in machine learning and computer science. **Sponsors:** https://www.dewise.com/ https://codenode.dk/

*Talk by Claes Worm* `tatr` is a new tool written in OCaml for recursively traversing file-hierarchies and finding all indented trees of text that match your queries. Its design tries to be simple, powerful, elegant and general. A common action on the CLI is to search for all the files within some directory that contain a specific regular expression - e.g. using a mix of `find` and `grep` or tools that do both like `ripgrep`. These tools only match on lines, not on “sets of lines” or “related lines” or “trees of indented text” - `tatr` does this and filters the trees to only show the parts you are interested in. What formats can you query? Anything that contains lines of text that are related to each-other based on indentation. E.g.: * bullet-point based notes like markdown, wiki, org-mode or plain text * notes with *tags* * code that contains comments * structured configuration-formats like json, sexp, etc. When used with your notes; you suddenly get the opportunity to not only structure your notes by linking pages in a graph or tree - but also by tagging and logically relating “verbal arguments” via indentation. [https://github.com/rand00/tatr](https://github.com/rand00/tatr) [https://r7p5.earth](https://r7p5.earth) *As usual, there's mingling at the local bar after the talk.*

## Learn Go and NixOS deployments with large language models Hello, 世界! When used sensibly, language models can be tutors, too. For meetup #60 on Tuesday [May 26, 2026 19:00 CET](https://www.meetup.com/leipzig-golang/events/312537727) we are really happy to have [Maxime](https://www.linkedin.com/in/plumps/) dive into Nix/NixOS with the help of language models. Nix is a functional package manager and its immutable traits enable robust, reproducable deployments of Go (and other) projects. The high level goals of Nix/NixOS are similar to other immutable Linux distributions, like [Silverblue](https://fedoraproject.org/silverblue/) or [Bazzite](https://bazzite.gg/). Becoming familiar with the Nix configuration language can be a challenge, but one that a well instructed tutor may help with. > Artificial intelligence techniques are increasingly used in education to enable personalized learning and intelligent tutoring [LLM Agents for Education: Advances and Applications](https://aclanthology.org/anthology-files/anthology-files/pdf/findings/2025.findings-emnlp.743.pdf) (11/2025) Why reproducible and immutable deployments play a role? [Justin Garrison](https://justingarrison.com/blog/state-of-immutable-linux/) says: > It’s 2026, if you’re not using something immutable (or at least reproducable) you’re doing more maintenance work than you should. [blog post recapping talk from [Southern California Linux Expo 23x](https://www.socallinuxexpo.org/scale/23x)], 03/2026, PASADENA, CA ### Schedule * 18:45 Doors open * 19:00 Welcome * 19:10 Dive into Nix/NixOS with LLMs * 19:50 Open discussion We’ll meet: * in person at [Basislager Leipzig](https://basislager.co), at [Peterssteinweg 14, 04107 Leipzig](https://maps.app.goo.gl/1fMkeDSPZ7Aauszh8) ([OSM](https://www.openstreetmap.org/node/3504864558)) * and online via [Google Meet](https://meet.google.com/poy-koue-spc) Join us to discuss robust Go deployments, language models as learning tools and more!

Come join the cozy game audio community breakfast meetup at Ghost Ship Games on May 26th 08.00am - 10.00am CEST alongside the wonderful people of Audiokinetic - Damian Kastbauer and Alessandro Famà. Organized by Audiokinetic and Game Audio Denmark.

Fulfillment. Joy. – Do you know what it is? Do you feel it now? Many of us are living lives that have “just sort of happened”. We had a dream, a vision (maybe we still do) for what we wanted our lives to look like. Somewhere along the way, life took over and something else ended up happening. We made decisions, took a turn down a path, and now our life isn’t what we thought it would be. Or we’re living someone else’s life. Maybe it’s what our parent’s wanted for us. What we believe our partner or a potential partner might want. Or maybe it’s what we believe we need to do and have to be happy. I was one of these people. My life checked all the boxes for what I thought I needed in order to be happy. And still, I wasn’t. Join me for a coffee talk on what it means to live a Life By Design. Where your choices are deliberate and based on your authentic, true self. What you have to let go off to achieve this (hint: the notion that vulnerability is a weakness and feelings of fear and guilt) and who you will become in the process.

✨We’re excited to invite you to a new Barrel AI 🐒🐒 event — this one is shaping up to be one of our most epic yet ✨ We’ll be given a presentation and speach by an eminent AI expert and ambassador, **Dr. Michael Green**, alongside our recurring **AI Release Radar**, where we highlight the latest AI/ML releases and news. As always, there will be great opportunities for networking — plus pizza and drinks. This event will also be hosted at our new home for future events: **Fyrtornet / Drivbänken**, right in the heart of Hyllie, Malmö. **📅AGENDA** 17:30 – 17:45 Arrival & initial networking 17:45 – 18:00 Welcome by Barrel AI organizers 18:00 – 18:20 AI Release Radar 18:20 – 19:00 Dr. Michael Green – Talk & Q&A 19:00 – 19:30 Pizza & networking **🚀 THE WARM-UP: AI RELEASE RADAR** Before the demo, we will kick things off with our AI Release Radar and scan the latest happenings in the AI community — LLM drops, AI/ML white papers, and the news that actually matters to AI Engineers & Developers. **🎓 SPEAKER INTRODUCTION** Dr. Michael Green builds AI systems designed to make decisions under uncertainty, using Bayesian machine learning and probabilistic AI—because real-world environments rarely provide perfect information. Models that fail to account for uncertainty often become fragile when deployed in complex settings. He is the founder of two Copenhagen-based AI companies applying these principles where decision-making truly matters: *Alviss AI* and *AI Alpha Lab.* Alviss AI is a marketing science platform that helps organizations optimize advertising, media investments, and growth through a combination of probabilistic modeling and modern machine learning. AI Alpha Lab is a research-driven initiative focused on financial markets and systematic investing, leveraging probabilistic AI and quantitative methods. Their AI-driven fund, trading on Nasdaq, has achieved performance surpassing many index funds. Michael is also a strong advocate for digital and AI sovereignty, with a focus on strengthening EU-driven AI ecosystems—a topic he will also touch upon. 🗣️**TALK DESCRIPTION** At the upcoming Barrel AI event, Michael will take a deep dive into the technical architecture behind his systems, exploring how uncertainty-first and physics-inspired neural networks are applied in high-stakes environments. Financial markets are unforgiving—there are no second chances, no re-runs with a different random seed. In his talk he will tell the story of building the model that now runs AI Alpha Lab’s fund, and the hard lessons learned along the way. It starts, as these things often do, with 36 million going up in smoke 🔥💸.

Join us for an evening of real-world data and AI stories in Malmö! Databricks Skåne Meetup is a community gathering for data engineers, architects, and AI practitioners in the Skåne region. Whether you're actively building with Databricks or just curious about what others are doing, this is your evening! We'll have great talks, good food, and even better conversations. **What to expect:** We focus on practical, experience-driven sessions from practitioners who have worked with Databricks in real production environments. Expect to hear clear stories covering the problem, how Databricks was used to solve it, and the lessons learned along the way. **Agenda:** * **17:00** \- Doors Open: Grab some food\, drinks\, and say hello\! * **17:30** \- Session 1: Digital Product Passports in Databricks \- *Presented by Daniel, Databricks* * **18:15** \- Session 2: Deep Dive into AgentBricks \- *Presented by Nivethan, Databricks MVP Sweden* * **18:45** \- Mingle & Networking * **19:00** \- Wrap up **Topics we'll be discussing:** * Agentic and compound AI systems * Lakehouse architecture and OLTP serving * Data quality and observability at scale **Who should attend:** Data and AI professionals in the Skåne region working with or exploring the Databricks platform on Azure, AWS, or GCP. **What to bring:** Just bring yourself and your curiosity! No laptops are required unless you want to take notes.

The CPH AI Hub warmly invites you to join our upcoming workshop on AI in defense and security. On Thursday, 28 May 2026, from 18:00–20:00, we will gather in Copenhagen to explore how artificial intelligence is transforming modern defense, security, and society. The discussion will cover both the technological applications of AI in military settings and the wider societal, ethical, and governance challenges that accompany these developments. Topics of Discussion • The EU and the broader political landscape • Applications of AI in military and defense contexts • Societal and ethical implications of military AI • Opportunities for collaboration with CPH AI Hub This is not intended to be a formal conference with set speakers, but rather an open-ended and informal discussion among people in Copenhagen who share an interest in these topics. Together, we will exchange perspectives, discuss current developments in AI and governance, examine the evolving political context within the EU, and explore opportunities for meaningful collaboration that can positively impact our communities, workplaces, and society more broadly. If you would like to make a presentation during the workshop, feel free to reach out beforehand. **Location** Studiestræde 24 1455 Copenhagen K Upon arrival, please enter the courtyard and turn right. The venue is located upstairs. We look forward to welcoming you!

Your company bought the AI tools - your creatives still aren't using them. The second session of the Creative AI Bootcamp at BLOXHUB is built around that. Hear from practitioners who included their creative teams in the adoption from day one, then build your own approach on the spot. **Our panel:** sharing real Creative AI use cases from their organisations and what it actually took to get creative buy-in: * Vera Kozlenko Sheleketo, 2D/UI/AI Artist, Tactile Games * Anders Wendel, Head of Creative, Boozt * Kate Young, Senior Director Always On, Pandora * Dave Laing, Director Campaigns & Content, Novo Nordisk **What you will take away:** * Panel: Bottom-up AI initiatives, what creatives actually need and how it changed the approach * The points where buy-in fails and how to design around them * Hands-on workshop: build and pressure-test an adoption approach based on real requirements from creative teams **Agenda:** 11:00 Arrival & Lunch \| 11:30 Introduction \| 11:40 Panel: Bottom\-up approach to make Creative AI use scale \| 12:10 Hands\-on workshop \| 12:50 Debrief \| 13:00 End 🍽️ Lunch included. Limited seats — attendance is by application.

Join us for another evening of deep dives into data engineering! This time, we are hosted by **[Heyra](https://heyra.io/)** for two talks that explore the practical side of the "Agentic" shift in data workflows and the high-performance internals of data transfer with Apache Arrow. As always, there will be food, drinks, and plenty of time to network with fellow data engineers in the Copenhagen community. Based on the style of your previous events and the details provided, here is a draft for the upcoming **Agentic data engineering, beyond the hype** *Kilian Tscherny, Lead Data Engineer @ Heyra* Data engineering is changing fast, and the teams getting ahead are the ones rebuilding their workflow around agents instead of just bolting them on. In this talk, Kilian will cover how the team at Heyra has adapted to this shift, sharing real-world examples of how agentic workflows can move beyond the hype to provide actual architectural value. **Taking Flight: Zero-Copy Data Transfer at Scale with Apache Arrow Flight and Friends** *Anders Bogsnes,* *Head of Investments & Trading Engineering @ Nordea Asset Management* We all love Apache Arrow in our DataFrames and DuckDBs - but have you considered how the data is ending up on your machine? Arrow Flight and friends was designed as a way of enabling end-to-end native Arrow communication and in this talk we will go through the motivations behind the Arrow Flight protocol, introduce some of the derived protocols, and we end by building an Arrow Flight server from scratch and demonstrating how to interact with that server from a client. **Agenda** * **18:00:** Doors Open & Networking * **18:20:** Welcome from Copenhagen Data Engineering & Heyra * **18:30:** Agentic data engineering, beyond the hype – Kilian Tscherny * **19:00:** Food, Drinks & Networking * **19:30:** Taking Flight: Zero-Copy Data Transfer at Scale – Anders Bogsnes * **20:00:** Networking & More Drinks

You’ve thought about it. Reflected on it. Maybe even talked about it… But how do you actually *move forward*? In this practical, hands-on workshop, we focus on one thing: 👉 turning ideas into small, concrete actions You’ll: • Choose a direction that feels interesting (not perfect) • Turn it into a simple, real-world experiment • Plan when and how you’ll take your next step No big life decisions. No pressure. Just a clear, doable action you can take right away. 🧭 This is the 3rd session of a 6-part series—but you’re welcome to join even if it’s your first time. Progress starts small.

We are looking much forward to welcome you to Rust meetup #68! This month's meetup will be hosted by Microsoft. Microsoft are located at: Kanalvej 7, 2800 Kongens Lyngby As usual, RSVPs open a week before the meetup. The agenda for the night is outlined below: \- 18:05\-18:15: Welcome \- 18:15\-19:00: Mossa: **THE RUSTY ROAD TO EPIDEMIOLOGY** \- 19:00\-19:50: Food Break\, Sponsored by Microsoft \- 19:50\-20:35: Game Show 2 \- 20:35\-20:50: Raffle \- 20:50\-21:00: Clean Up\, Leave \- 21:00 \- ???: Bar Make sure to bring your best energy for a cozy evening in great with other Rust enthusiasts, professionals and amateurs alike. Let's Rust up! 🦀

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

Most people use AI like a search box: they type one sentence, hope for the best, and get frustrated when the answer is generic, wrong, or useless. But getting better results from tools like ChatGPT, Claude, Gemini, and other AI systems is not about memorizing magic prompts. It is about learning how to give the AI better context. In this beginner-friendly session, we’ll break down how to make AI dramatically more useful by improving the way you communicate with it. You’ll learn how to give clearer instructions, provide examples, set constraints, ask for better output formats, and use follow-up questions to turn a mediocre answer into a genuinely useful one. We’ll cover practical techniques you can use immediately for work, learning, writing, coding, planning, research, and everyday problem solving. We’ll also touch on why these same ideas show up in more advanced AI systems, including RAG, agents, evaluations, and AI workflows. No technical background required. Bring your curiosity, your questions, and maybe one real task you wish AI was better at helping you with. **What you’ll learn:** * Why “better prompting” is really about better context * How to structure requests so AI gives more useful answers * How to use examples, constraints, and output formats * How to iterate when the first answer is not good enough * How these skills connect to more advanced AI workflows This meetup is for anyone who wants to move beyond basic ChatGPT usage and start getting more practical value out of AI. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**Presenter:** Auri Rahimzadeh, Principal Software Architect, Momentum3 **Time:** Pizza at 6:00, Presentation Starts at 6:30pm Eastern **Location:** Theoris, 9000 Keystone Crossing, Suite 230, Indianapolis Auri's been using AI a lot. Are you? Let's discuss how to be your most effective self by using AI in your development workflow. Looking forward to seeing you there!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)