Professional Development

**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.***

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.

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)

**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.

Ready for a different kind of afterwork? Want to get buzzed with inspiration? **Join our Meaningful Afterwork!** A relaxed and uplifting space for meaningful conversations inspired by the Bahá’í Writings. Together, we explore deep questions about life, purpose, and the world around us, connecting spiritual insights with the realities of everyday living and the challenges of society. An open, co-created, and collaborative space for reflection, discussion, and consultation, where everyone is welcome to be a protagonist, share, listen, and think together. And because meaningful connection also happens around the table, this is also a potluck-style gathering: feel free to bring something to share! Food for the soul… and for the body ;) Come as you are. Bring your openness and curiosity, meet new people and recharge your spirit! The Details: * 📅 **Date:** Friday, 22nd May * ⏰ **Time:** 6:30pm * 📍 **Location:** 17, Allée Léopold Goebel, Luxembourg City In case you have further questions, feel free to contact us via email ([meaningfulafterwork@gmail.com](https://meaningfulafterwork@gmail.com "https://meaningfulafterwork@gmail.com")). Warmly, Your Meaningful Afterwork Team P.S.: As spaces for the upcoming Meaningful Afterwork will be limited, please sign up via the link below to let us know if you’re coming, if you’re bringing a colleague, and what treats you might be bringing for the potluck: 🔗 [https://forms.gle/9LxXX4PmwA62vhZM7](https://forms.gle/9LxXX4PmwA62vhZM7)

Want to practise French 🇫🇷 German 🇩🇪 English 🇬🇧 Luxembourgish 🇱🇺 — or ANY language you can find a partner for? Then join our crew of friendly expats & locals for a night of chats, laughs & global energy 🎉 In Luxembourg, speaking multiple languages is basically a superpower 🦸‍♂️🦸‍♀️ — but this meetup is all about connection, not perfection. Beginners, pros & “I understand but can’t speak” people — all welcome 😄 Don’t feel like practising a language? 😎 No worries — you’re STILL totally welcome! come hang out, meet people & enjoy the international vibes anyway 🥂✨ Come for the languages — stay for the laughter, friendships & drinks 🍹 ✨ What You’ll Find ✔ Super chill atmosphere 😌 ✔ Expats from everywhere 🌍 ✔ Zero pressure — just vibes ✨ ✔ “How do you say…?” moments 🤔😂 ✔ Old friends & new — ❤️ 🍹 AFTER-EXCHANGE APÉRO 🤩 Languages warm-up… Drinks cool-down… Balance restored 😌🍺 Most weeks we wander to another bar afterwards for beer, bites & bonus socialising. Just follow the organisers — they know the 🔥 hotspots 😉 🪧 HOW IT WORKS ➡️ Sit with the group for the language you want to practise ➡️ Look for the table signs 📍 ➡️ Switch groups anytime — totally chill ➡️ Rare language? Post in the group & find your match 💫 ➡️ Luxembourgish shows up too 🇱🇺 ⚠️ By attending, you agree organisers can’t be held liable for regulation violations (or accidental grammar crimes 😜)

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

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

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)

**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

Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business. This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, May 30, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.