Configuration Management

**How AI Breaks the Career Ladder: Automation and Coordination Failure in Knowledge-Intensive Firms** by [Claudio Zucca](https://www.linkedin.com/in/claudio-zucca-b691292/) AI automation creates an intertemporal tradeoff for knowledge-intensive firms: cutting junior workers to exploit cheap automation boosts short-term profits but depletes the career pipeline needed to develop future senior talent. Individual f irms can resolve this tension through lateral hiring from competitors, but the industry as a whole cannot—lateral markets merely redistribute talent from a collectively shrinking pool. We develop a dynamic model with nested CES production calibrated to law firms, investment banking, and management consulting, treating the industry as a closed system where senior professionals must be developed internally through multi-year apprenticeships. When all f irms optimize automation individually, they collectively eliminate 92–95% of the junior talent pipeline. Dynamic simulations show firms maintaining career ladders sacrifice 16–32% of potential automation gains in the short run but ultimately achieve 60–112% higher output when partner scarcity becomes the binding constraint. Crossover periods occur 8–15 years after the automation shock (at absolute periods t=14 for investment banking, t=16 for law firms, and t=20 for management consulting). Although automation initially boosts output by 50%, the subsequent destruction of the career pipeline depletes the senior professionals who are production complements to automation, causing output to fall below the pre-shock baseline despite continued robot usage. This creates a coordination failure combining Becker’s training externality with common pool resource dynamics: individual firms can free-ride on competitors’ training investments through lateral hiring, but when all firms automate simultaneously, lateral markets cannot expand aggregate capacity. Solutions require industry wide coordination **Hidden Signals in Text Embeddings: Recovering Skill Hierarchies with Inductive Hyperbolic Representations** by [Thiago Brant](https://www.linkedin.com/in/thiago-quaresma-chaves-brant-605a21b/) Many areas of learning have a hidden order: some skills and ideas need to come before others. In this work, we ask whether that order can be inferred from the subtle signals already embedded in text embeddings, even when the model is not explicitly told which concept should point to which. We train a self-supervised system that learns from text descriptions, places concepts in a curved space well suited for hierarchies, and uses only a very small hint to keep the overall direction consistent. When tested on entirely new skills, the method recovers prerequisite direction better than a comparable standard baseline. Control experiments also show that the gains come from meaningful semantic information in the text. Overall, the results suggest that text representations contain hidden clues about learning order, and that hyperbolic geometry helps bring that structure out.

Outdoor calisthenics workouts are a fantastic way to build strength, improve fitness, and enjoy the great outdoors 😁🦾 Calisthenics is a form of strength training that uses the resistance of your body and gravity to help strengthen your muscles and improve your coordination, endurance, and mobility. It’s a workout that relies on body weight with little or no equipment. In fact, almost all common bodyweight exercises are considered calisthenics exercises. Some examples include: - airsquats - pushups - pullups - frogstand -handstand -musclup -backlever aso 😁 Whether you’re a beginner or an advanced athlete, calisthenics provides a holistic approach to fitness. 🏋️‍♂️💪

There are many resources available for guidance on how to write code that is efficient and results in more sustainable software applications, but applying these at scale can be challenging, and often isn’t a priority for busy teams. GitHub have recently released Agentic Workflows, a way of specifying automation tasks in human-readable format to be performed by an AI agent as part of a GitHub Actions workflow. In this talk, Max Mizzi from GitHub's Sustainability team gives an overview of Agentic Workflows, and will demonstrate how they can be used to improve software efficiency through both structured green software rules and autonomous performance engineering. He'll finish by walking through a real-world use-case showing how the technology helped to dramatically reduce the energy consumption - and carbon footprint - of a major website. Come along if you want to learn more about using AI to improve the energy efficiency of your software. Check out the Green Software Brighton [website](https://greensoftwarebrighton.co.uk/) for links to previous talks. Arrive from 18:00 for pizza and drinks. Event will start at 18:30. We always head for a drink and a chat locally afterwards too. --- ***Thank you to Runway East for use of their space to host our events and to Silicon Brighton and the Green Software Foundation for supporting us.***

En avez-vous assez de devoir utiliser de nombreuses applications différentes pour gérer votre entreprise? Simplifiez tout cela avec Odoo, l’unique plateforme dont vous avez besoin pour tout gérer! 💯 Retrouvez-nous à **Luxembourg-ville** le **21 Mai 2026** à **19h** pour un événement unique, combinant une démo en direct dont vous serez le héros et une session Q&A, suivi par un cocktail networking. 📍 ➡️➡️ Inscrivez-vous à notre événement gratuit pour obtenir votre billet via notre site web: **[https://www.odoo.com/r/14Si](https://www.odoo.com/r/14Si)** ⬅️⬅️ La conférence se déroulera en français.

Has it been just you and your phone lately? It’s easy to feel connected yet still feel alone. Digital interactions can’t replace the warmth of eye contact, real laughter, and meaningful conversations. True connection happens when we step away from our screens and show up as ourselves — present, open, and engaged. At Fast Friending, we create spaces where real relationships begin. - just genuine conversations and shared moments. Because nothing compares to meeting face-to-face, discovering common ground, and walking away with a connection that truly feels real. **You will need to buy a ticket for attending -** [https://lux23rdmay.eventbrite.co.uk](https://lux23rdmay.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. TICKETS:- Early Bird - €5 / person Regular Ticket - €10 / person Cash at meetup: If you do not purchase a ticket in advance then you can pay Shye cash of €15 when you attend. **Here’s how your evening will flow:-** **7:00 PM – Welcome** Arrive at 7:00 PM and be welcomed by your host, Shye, who will guide the evening and help with introductions. Feeling shy? Come a little early and she’ll ease you into small-group conversations. You’re also welcome to bring a lady friend along for free. **7:30 – 8:30 PM \| Fast Friending** Chat with a new attendee every 3 minutes, ensuring you meet a variety of like-minded ladies and gentlemen. **After 8:30 PM \| Open Mingling** Reconnect with those you enjoyed speaking to and continue meaningful conversations at your own pace \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 21 to 45 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a dating group\. Our events are not organised to manage your dating life\. Our group is created to help ladies and gents meet other like minded ladies and gents\. Please do not attend our event if a perfect gender balance is important for your enjoyment of our meet\-up\. Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing ](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs)

This one is going to be big. Like, really big. ✨ **AI & Everyone** is back — and this is the biggest edition before summer. If you've been waiting for the right moment to show up, meet the community, and get on top of everything happening in **AI right now** — this is it. 🙌 We'll be sharing exciting news about what's coming next for **AI & Coffee** — meetups and community updates you won't want to miss. This is more than a gathering. It's where Luxembourg's **AI community** — and beyond — comes together. Curious minds, builders, creators, professionals, students. All in one room. All welcome. **☕** \*\*\* **AI & Everyone** is one of many formats hosted by the AI & Coffee Team - but this one is the biggest one that only happens once a month in a special setup. There is **a limit on attendees**, so make sure to reserve your spot as early as possible. Our next gathering will be on **Sunday, 24 May**, at **Hertz Pop Up** (44 Grand Rue 1660, · Luxembourg, LU). The official event is **from 15h00 to 18h00**, but **make sure to come a bit eariler so you can make the most out of it**. Here's what to expect 👇 🎤 Community members pitching their projects and initiatives 🔬 Live demos happening in every corner of the room 🤝 Open networking, interviews and real conversations 🌍 AI news, trends, tools and real-world applications 💡 And announcements you'll want to hear first The official programme runs 15h00 to 18h00 — but come early to make the most of it, and stay as long as you like after. Spots are limited and this edition will sell out. ⚡ After 18h00, the gathering is free to continue for dinner at the restaurant, so there’s space for organic conversations, networking, and community building. 💡 **Special feature:** If you would like the opportunity to pitch your ideas or share your project at the beginning of the event, please contact one of the hosts or via the Whatsapp group that AI & Coffee has for the community. (This Whatsapp group is only accessible for people who have attended one of our events.) ☕ **We’ll gather for open conversations about:** • AI news, trends, tools, and real-world applications • Personal projects, ideas, and reflections • Ethics, creativity, and the societal impact of AI • Connecting, learning, and building community 👥 **Who’s welcome?** Everyone. Students, developers, creatives, entrepreneurs, researchers, or anyone simply curious about AI. No experience required. 💡 **What to expect** • Casual, open atmosphere • Guests from the community presenting at the start • Free-flowing conversations and networking • No pressure, no presentations (except for invited pitches) 🎉 The event is free. Drinks or food are at your own expense. 🎟️ Please download the MeetUp app and have your ticket ready to check-in at the entrance. Bring your curiosity, questions, and an open mind — and let’s explore AI together.

About the Book: The One Thing In The One Thing Book, Gary Keller and Jay Papasan challenge the myth that success comes from doing more. Instead, they argue that extraordinary results come from narrowing your focus to the single most important thing. Built around one powerful question: "What's the ONE thing I can do, such that by doing it, everything else will be easier or unnecessary?" the book offers a practical framework for cutting through noise, protecting your time, and achieving disproportionate results. Why join this meetup? Join a round of discussion between people who like personal development and are willing to exchange about what they learned, know and have newly discovered through the book! Whether you've read the whole book, just started, or are simply curious, this meetup is for you. We'll explore: 💡 Why doing less (but better) beats doing more 💡 How to identify your ONE thing in work and life 💡 The Domino Effect's role in life 💡 The real cost of multitasking and scattered focus 💡 Practical time-blocking strategies that protect what matters 💡 Real-life applications from the book 💡 Your own wins, struggles, and takeaways

Join us for the next session of "Backdoors & Breaches" the IRT game. Whether you're a seasoned cybersecurity professional or new to the field, this event offers a unique opportunity to collaborate, strategise, and learn in a hands-on environment. Engage with like-minded individuals and tackle unpredictable cyber threats in a setting that encourages critical thinking and teamwork. About the venue: Café Villa provides a cosy atmosphere, perfect for an evening of learning and networking. The café is known for its welcoming environment and is dog-friendly, so feel free to bring your canine companions. To confirm your attendance, please RSVP on our Meetup page: We look forward to your participation in this exciting event.

**Titre :** Rejoignez-nous pour une soirée de développement personnel et de convivialité avec les Orateurs de Luxembourg ! **Description :** Vous pensez que Toastmasters, c’est seulement pour apprendre à parler en public ? Détrompez-vous ! Avec les Orateurs de Luxembourg, nos réunions offrent bien plus que cela. Venez découvrir un environnement accueillant où vous pourrez non seulement améliorer vos compétences oratoires, mais aussi : * **Développer votre écoute active** pour mieux comprendre les autres. * **Socialiser et rencontrer de nouvelles personnes** dans une atmosphère conviviale et bienveillante. * **Élargir votre cercle d’amis** et créer des liens durables. * **Accroître votre intelligence émotionnelle**, essentielle tant dans la vie professionnelle que personnelle. Que vous soyez un orateur débutant ou expérimenté, nos séances sont conçues pour vous aider à grandir, à vous sentir à l’aise face à un public et à renforcer vos interactions humaines. Chaque rencontre est une opportunité d’apprendre, de s’amuser et de se connecter. **Où :** 65, Avenue de la Gare, Luxembourg Inscrivez-vous dès maintenant sur Meetup et **principalement sur** [Easyspeak](https://tmclub.eu/view_agenda.php?t=249123) **! Nous avons hâte de vous accueillir.** Pour les membres courantes du club merci de **prendre des rôles** en particulier **meneur d’improvisation**, **évaluateurs,** **rôles transverses et tout type de discours.** **Programme:** 18h45 : Accueil des participants 19h : Début de la séance 19h - 19h40 : Roles et improvisations 19h40- 20h20 : Discours et évaluations 20h20 - 20h45 : Remise des prix et clôture de la séance Nous vous prions d'arriver quelques minutes en avance. La séance commence à l'heure indiquée.

Hey everyone! The weather’s finally turning nice, so let’s go grab a cup of coffee at Florence Coffee Belair and then head to the nearby Park Merl to make the most of it with a chill picnic on Sunday! 🌳☀️ Bring along: blankets, snacks, drinks, games, and whatever else you’d like to share or enjoy. Meeting point: Florence Coffee Belair. When we head to the park, I will share the precise location. If you enjoy the event, a voluntary donation is appreciated to help cover organisation costs - BE06967188175922. Looking forward to seeing you all there! Kate

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

**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** TBD **YouTube Link** TBD

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!

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9