Friendly Dogs

**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.***

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)

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.

Friday evening sketching session at Villa Vauban. Every friday Villa Vauban is free between 6-9pm. To benefit from this we willl have a monthly sketch & sip session (in that order :)) using a specific room/painting in the museum. Agenda: 6pm (early arrivals) - meeting at the reception and move to a room by 6:10 7pm - for those of us that cannot leave work earlier, I will post where to find us in whatsapp. Sketching until 8 8pm - share our sketches 8-9pm sip your favorite wine, beer etc in a bar/restaurant in the city centre. Fee: To ensure a more clear picture on the participation, there is a fee of 5 EUR per event and 3 EUR for early confirmations. The RSVPs will be closed 4 or 5 days prior to ensure bookings for the drinks can be finalized. Join the whatsapp group to keep informed and share your work: https://chat.whatsapp.com/CDtDO1GurPrA4ceFPePeQb

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 😜)

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 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.

Who else is ready to sit outside? Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!

For the last 5 years, Central Ohio Friends and Columbus Social Connection have teamed up for some incredible nights out and some of the biggest social events in Columbus with our biggest combined event bringing out 80+ people. ⚠️ Please only RSVP through ONE group to help keep headcount accurate. Now we’re celebrating where it all started. On Friday, May 22, we’ll be joining Central Ohio Friends 🍻 **Starting at** Brothers Bar & Grill in the Arena District the same place their very first event was held back in 2021. Whether you’ve been to one of our events before or **have been waiting for the right one to come out to,** this is a great one to jump into. Stop scrolling. Start doing stuff. If you find value in these events consider contributing Link can be found in comments!

Let’s meet and wander the galleries! General admission on Sundays is free.