Active 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.***

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.

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. 🏋️‍♂️💪

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)

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.

Join for an amateur pilates session in a park 🧘‍♀️ Bring your own mat 🫶 *Meeting for women only

We'll get in around 4 miles at Three Creeks Metro Parks, primarily natural trails. 17-18 minute miles, no one left behind, and faster walkers are free to lead out. Optional lunch after! If you're joining for hiking all the metro parks, this is the sixth one!

Hi ladies. We will meet in front of the Nature Center and head to the two Observation decks. We will then hike Hickory Ridge, Ripple Rock, Overlook and Sugarbush trails to get approximately four miles total distance. We will walk approximately a 18 minute mile pace. Please wear appropriate hiking shoes.

Join us this Thursday at 6:30 pm for a nice hike along the Big Walnut Trail along the Gahanna golf course, circling Creekside and back. This 2 mile hike is fully paved and a beautiful walk through the heart of Gahanna.

# Stop Scrolling. Start Living. Sometimes the best way to meet new people is simple **get out of the house and do something in real life.** With weather still unpredictable, we’re keeping this one simple **we’ll be walking indoor or outdoor at Polaris.** Most people who attend often come alone. **This is a casual social walk designed to meet new people.** No awkward networking. No pressure. Just walking, talking, and good company. Whether you're new to the group or a regular, this is a great way to **get some steps in, meet new people, and do something different on a Tuesday evening.** Location **Polaris Fashion Place** **Meeting Spot:** Outside or just inside **"Dicks Main entrance"** from parking lot Look for the **Meetup sign and green or gold wristbands.** The Plan **6:45 PM — Meetup / Check-in** Arrive, say hello, meet a few people, and get checked in. *The first 15 minutes are usually the best time to meet people before we start walking.* **7:00 PM — Walk Starts (Sharp)** We’ll begin a **casual indoor or outdoor social walk around Polaris Mall.** by the end of the hour we should be near 3 miles approx. 6k steps **8:00 PM — Walk Ends** Anyone who wants to keep the fun going can join us for Topgolf. **Optional Activity** After We’ll head over to **Topgolf** No golf experience needed — **beginners welcome.** **Let’s** **see your best Happy Gilmore swing!!!** To reduce no-shows and keep events sustainable: **$2 — Walk RSVP** **$15 — Optional Topgolf add-on** or **$17 TOTAL** Topgolf is **limited to the first 6 paid players per bay.** If the first bay fills, I’ll open another lane if enough people want to join. **To keep group sizes manageable and reduce no-shows, this event is limited to paid attendees. RSVP alone does not reserve a spot.** Use payment link in comments to confirm your reservation. Even if only 1 person signs up and confirms their rsvp the event will happen! **Important** RSVP alone **does not guarantee a spot.** Paid attendees receive: • Event wristband • Guaranteed Topgolf spot (if purchased) • Inclusion in group activities Why These Events Exist Wise Unlimited events exist to help people: • meet new friends • get off their phones • **do more things in real life** Too many people **want to go do things** but **don’t want to go alone.** This solves that. **Stop scrolling. Start doing stuff.**

Hi ladies. Let's hike the edward thomas trail, lake trail , spring creek and a short walk on the multi purpose trail. This is one large loop . Wear your shoe of choice. Meet in the Maple Grove Picnic area. 4.2 miles in length .