Automation

Hi All, We are excited to invite you to another informative and coding session on Saturday morning. Come network with data enthusiasts, share ideas, projects, and advance your programming skills. We recommend bringing a fully charged laptop. Agenda: 10:00 – 10:40 Add Apache Spark to your data manipulation by Mark O’Dowd 11:00 – 11:40 Building End-to-End Data Pipelines by Roman Golovnya 11:50 – 12:30 Projects & Networking Let Roman Golovnya know if you're interested in hosting the next event or presenting at future meetups. You can contact him via meetup messages or email [roman.golovnya@gmail.com.](http://roman.golovnya@gmail.com./)

If you’ve worked with LLMs, you’ve probably run into slow inference, out-of-memory errors, or hallucinations you couldn’t explain. There’s no shortage of resources on how transformers work, but most of them either ask you to build one from scratch or get lost in theory that doesn’t connect to the problems you’re actually facing. Transformers in Practice is different. We will give a complete practical view of how transformers work, from how they generate text to what’s happening inside the model to how it all gets optimized to run on real hardware. Interactive visualizations throughout let you see key concepts in action and build intuition that actually sticks. Here’s what you’ll learn: * **Model Behavior:** You’ll learn how LLMs generate text through an autoregressive loop, selecting one token at a time from a probability distribution. You’ll see how sampling parameters like temperature shape the output, why hallucinations happen, and how techniques like RAG, constrained generation, and chain-of-thought reasoning all work within this same loop. * **Model Architecture and Attention:** You’ll look inside the transformer to understand what attention is really doing, how positional encoding tracks token order, and how multiple layers and attention heads work together to turn an input sequence into a next-token prediction. * **Scaling and Deploying:** You’ll learn why GPUs are well-suited for transformer inference and where the real bottlenecks are. You’ll build practical intuition for quantization, KV caching, flash attention, and speculative decoding, including the tradeoffs each one introuces for cost, speed, and output quality. The minimum fee is to pay the venue and avoid no show and make this group of people sustainable in the long term

Let's spend a summer afternoon exploring the area around the River Liffey and Grand Canal Dock. We'll meet at **Mayor Square** at **15:00**, outside Cool Hand, where we can grab a coffee before we set off. After taking some time around the square and the north side of the Liffey, we'll cross either the Sean O'Casey or Samuel Beckett bridge, and walk along the south of the river. Our end goal is to get to Grand Canal Square, which should provide an excellent opportunity for urban landscapes and architecture photography. There are also quite a few options for food and drinks in the area, so we can end our walk in a pub restaurant. If you'd like to stay in touch between events to share and chat about photos, life, the universe, and everything, you can join our new Signal or Telegram group chats, linked below. * [Signal Group Chat](https://signal.group/#CjQKIHwLgV-sbNo5zEs-puKDIuniaus_YfYSdRJTbtwO_MwEEhCiXhPvTTOjK05Ckda4ADzP) * [Telegram Group Chat](https://t.me/+MyFJqkiPZksyNGY0)

Hi all, arranging another meeting up to try and get more people involved in the group. It was great to meet everyone the first time around. Hope to see you there.

**Craft Night has returned to Tog!** *From 6.30 pm to 8.30 pm every second Sunday, drop by and join in.* Whether you make the yarn itself (we love spinners!) or noodle about with e-textiles and blinky quilts, you will be very welcome. If you haven’t been to Craft Night before, it’s mainly people working on portable crafts like yarn-based and textile projects, jewellery and paper crafts. Feel free to bring your current WIP (Work In Progress). We’ll take over the common area with crafting and conversation. We might even try to bring a group Craft Night project to Dublin Maker (it’s been a while!). You’ll find the nights on [our calendar](https://www.tog.ie/calendar/), so you don’t need to remember which every other Sunday it is. Newcomers to Tog are more than welcome to join us. See you there!

**An evening for over-givers** I asked the people who follow my work: "What's harder for you: giving or receiving?" The answers came back almost identical. Giving is easy. Receiving doesn't always come naturally. People described it as a burden, a debt, an awkwardness, a thing they'd been taught they had to earn first. One person said, "It's safer not to want." Most of us were trained to be *over-developed givers* and under-developed receivers, and we live the rest of our lives slightly off-balance because of it. The Relating Lab is a 105-minute group session to explore this topic, guided by a psychologist. **Who this is for** * You can give for hours. Receiving for five minutes feels strange. * When someone gives you something, you feel like you owe them something back. * You don't always know what you actually want. * You notice yourself trying to be worthy of the good things in your life. * You wish for more affection in your friendships without awkwardness. * You suspect that the way you were taught about love and worth in childhood is still running quietly in the background. **What we'll do** * A guided meditation on a recent moment when receiving felt hard * Paired work with a simple exercise that can change how you understand every interaction in your life. * A closing sound bath where you receive together. * A closing circle. **What this is not** This is not therapy. Not a workshop you'll have to perform at. Not a "share your trauma" circle. Just come as you are and give this topic the time it deserves. *Your only task is to **receive**. Not to deserve it. Not to repay it. Not to make anything happen. Just let it land.* **The practical bits** Sunday 31 May, 4–5:45 pm. Calm Rooms, Monkstown. €27. Up to 15 seats. RSVP through this Meetup. Wear something comfortable that you can sit on the floor in. Bring a water bottle. **About me** I'm Olena. I'm a psychologist (PSI graduate member), doing a PhD in organisational psychology, with somatic and consent-based training on top. I run cacao ceremonies and cuddle therapy sessions in Dublin. The Relating Lab is a series of four events that I'll be running monthly through the summer. Each event is focused on a different quadrant of the Wheel of Consent. This is the entry point. Come and share this space with like-minded people. **Everything is opt-in.** You can pass on any exercise without explaining why. This event is an introduction to future workshops about giving, receiving, taking, and allowing. It's a safe space; the exercises might include some platonic touch (if you opt in). Every participant is invited to come with reverence for others in the group.

**Hands in the Soil: Community Growing, Learning & Craic** This first gathering will be a relaxed mix of **hands-on garden work, shared learning, and good conversation**. It’s about getting together in a real space, doing something practical, and seeing what ideas and connections might grow from there. On the day, we’ll: * Get our **hands dirty** with some light garden work and soil prep * Do some **seed sowing** and talk about what grows well locally * **Make kombucha together** and chat about fermentation, food, and simple home practices * Share knowledge, questions, and experiences around growing food * Enjoy some **fellowship, chats, and a bit of craic** along the way.Alongside the practical side, we’ll also have an open, informal discussion about a bigger idea: * The possibility of **small community “park farms” or gardens** in underused green spaces around Dublin * What that might look like, what’s realistic, and whether others feel drawn to exploring it further There’s no pressure, no expertise required, and no expectation beyond showing up with curiosity and a willingness to pitch in. Whether you’re experienced with gardening or completely new, you’re very welcome. Bring clothes you don’t mind getting muddy, and if you have them, gloves. Everything else will be very low-key. This is just a **first step** — a chance to meet, work, talk, and see if there’s a shared appetite to keep growing something together.

**[FOLLOW OUR LIVE LOCATION HERE!](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)** **✨ Dynamic Conversations** Enjoy small-group conversations (2–3 people per blanket) at dedicated language blankets. There will always be **English-only blankets**, and every attendee rotates through these blankets during the **first and last rotation**. **🏷️ Language Stickers on Arrival** As soon as you arrive, you’ll receive: • **Native language stickers** (with flags + “native”) • **Practicing language stickers** (with flags + “practicing”) You may choose multiple practicing languages. These stickers help you join the right tables and connect with people who match your goals. **🔄 Rotations Every 30 Minutes** Every 30 minutes, the organizer rearranges groups based on preferred languages. We aim for **bilingual tables**, ideally with at least one native or advanced speaker. If no native speakers are available, we can still create a blanket as long as **two people want to practice the same language**. **🌍 Popular Languages** English, Spanish, French, German, Portuguese, Italian, and any other language requested by at least two attendees. **📈 All Levels Welcome** Beginner or advanced—everyone is welcome. The only requirement is enthusiasm and willingness to communicate. **🃏 Complimentary Snacks** Enjoy complimentary **Pringles around 8:00 PM**. **💸 Pay-as-you-go (Cash / Card)** • €6 General Admission • €5 Students • €4 per person when you bring friends **⭐ Loyalty Card (Automatically Activated)** Attend **4 Language Exchanges or International Meetups**, and your **5th event is FREE**. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join Us!** A fun, relaxed evening full of languages, new people, and confidence-building conversations. **RSVP now! 🚀**

**Registration/booking on our system at least 24 hours before class is necessary. We do not take walk ins/your rsvp on meetup is not a booking.** BOOK [HERE](themovementstudio.ie/handstandsandcoffee) From beginner to winner! We have a special weekly 2 hour class that is more like a weekly workshop. It's a very social class, with amazing coffee, great coaching, and smiles and good work being done. Fancy trying something new? Spending time safely outside your comfort zone? Please visit themovementstudio.ie/handstandsandcoffee to book your spot Registration/booking is necessary. We do not take walk ins.

Hi All, this is a on lead walk with dogs of all ages and experience welcome. Many who attend are recently rescued and learning. Walk the lovely grounds and see the flowers and wildlife followed by coffee. There is a Fb page Sighthound Adventures Ireland and #dublinhoundwalks on Instagram. All Welcome.

**Explore Blessington and Blessington Greenway.** * **MEETING POINT : Tara Street Train Station.** * **WHEN : Sunday, 31st of May.** * **Time : 11:00AM.** We will be meeting at Tara Street Train Station in Dublin City Centre, (Right beside the ticket machines) at the 11:10AM, we wiill make our way to Poolpeg Street and take the Bus at 11:30 (Scheduled 65 Ballymore, Dublin Bus). **Bus Duration 1 Hour & 17 Minutes, 72 Stops.** If you are running late you can take the Luas to Tallaght and the Bus goes to Tallaght Square Bus Stop. There is a lot of Coffee and Pubs in Blessington. Thereis a Pizza pop up and Bar at the Greenway. Every event is 5 Euro's, you can pay by using Revolut or Cash I hope to see you there. **Reminder No Irish Rail this Bank Holiday Weekend.**

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**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** *Customize the IDE: Building Extensions for Visual Studio Code* Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs. In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling. The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options. **YouTube Link** TBD

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

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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!

**🫶 Miami Online Speed Dating on Zoom** Join from home and meet real Miami singles in guided one-on-one Zoom rounds. Matched by age and personality. **Register below for your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Miami&groupurlname=find-authentic-connections-through-group-outings&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Miami&groupurlname=find-authentic-connections-through-group-outings&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Miami&groupurlname=find-authentic-connections-through-group-outings&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Miami&groupurlname=find-authentic-connections-through-group-outings&ar=55+&face_v=2.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below and complete the quiz. Capacity is limited. --- **How It Works** 1. **Register** – Pick your age group above and sign up. 2. **Take the quiz** – Short personality quiz so we can match you well. 3. **Join on Zoom** – Your host will guide you through every round. 4. **Get matches** – Mutual matches sent after the event. --- ✨ Your next match is one Zoom call away. 🫶 ✨

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)