Scala Akka

**Building AI Products That Matter** explores what it really takes to turn AI ideas into products that create real business impact. Join us for an honest discussion on moving beyond experimentation, identifying meaningful problems, validating outcomes, and building AI solutions that scale in production. Expect practical insights, lessons learned, and real-world perspectives from teams actively delivering AI products. **🔹 Talk 1: Building AI Into Products: Why Some Efforts Fail Before They Begin** AI is rapidly becoming a core part of modern products, with teams increasingly able to add powerful capabilities in a matter of days. When done well, it can unlock entirely new user experiences, drive efficiency, and create meaningful competitive advantage. But while the technology has never been more accessible, successfully integrating it into real products requires more than just plugging in a model. Many teams move quickly to add AI features without first addressing the underlying foundations — particularly data quality and workflow design. The result is often inconsistent outputs, low adoption, and systems that struggle to deliver real value at scale. In practice, AI tends to amplify the strengths and weaknesses of the environment it operates in, making these prerequisites critical. **Speaker:** [Cathal Ó Riain](https://ie.linkedin.com/in/cathal-o-riain-298b8a1), Director of Data Products at Cubic³ Through roles with Accenture, Aon, Flutter and Cubic, Cathal has experience building and scaling data-driven products and AI-enabled systems in enterprise environments. In this talk, he explores the key foundations required to effectively integrate AI into products — from preparing high-quality data to embedding AI into processes where it can genuinely add value — along with practical lessons on how to set AI initiatives up for success from the outset. **🔹 Talk 2: The Customer Insights Stack: What It Really Takes to Build (And When You Shouldn't)** Every company sits on a huge amount of customer insight data - call recordings, support tickets, sales conversations - that rarely gets revisited. At the same time, building internal AI tooling has never been easier, leading many teams into a “build everything” mindset. But when building becomes cheap, deciding what’s actually worth building becomes the real challenge. Teams often end up with fragmented tools that don’t scale, are difficult to maintain, and fail to deliver clarity or adoption. **Speaker:** [Richard Blythman](https://ie.linkedin.com/in/richardblythman), Co-Founder & CEO of Naptha AI Richard has experience building both custom enterprise solutions and scalable productized platforms in this space. In this talk, he explores the spectrum from lightweight AI workflows using Claude Code to fully productionized customer insight systems, including the trade-offs, investment considerations, and performance comparisons against custom-built solutions. **What to Expect:** * **Interactive Q&A:** Bring your toughest product challenges; our speakers are ready for your questions. * **Networking:** As always, we’ll have plenty of food and drinks to fuel the conversation. It’s the perfect opportunity to reconnect with familiar faces and meet new people from Dublin’s product community. **⚠️ RSVP & Check-in Information** Please RSVP **only if you can attend in person.** **Transport:** The venue is easily accessible via the Green Luas Line, with direct access from Dublin City Centre. Thursday, Jun 25 · 6:00 PM to 8:00 PM IST Cubic³ Office Dublin · The Hive, Carmanhall Road, Sandyford Industrial Estate, Dublin 18, D18 Y2C9 See you soon! [Sima](https://www.linkedin.com/in/simaban/), [Anna](https://www.linkedin.com/in/anna-savelieva/), [Elham](https://www.linkedin.com/in/elham-hesaraki/), [Antonella](https://www.linkedin.com/in/antonellabettati/)

Tired of casual chit chat with no connection among strangers? Looking for a new activity to pick up on weekends? Ready to get your body moving, sweating, and discover a new side of yourself you did not know you had? You are in luck, we have just what the doctor ordered! Experience the wonderful environment that can only be had with the sound of Afro-Latin music. Learn to feel the rhythm and body movement of traditional Cuban Salsa, show off your moves with Sensual bachata, or simply come to have good craic and meet new folks! Class schedule as follows: ● **1930 - 2030pm:** Bachata class ● **2030 - 2130pm:** Cuban Salsa ● **VENUE**: Turk's Head Temple Bar 27 Parliament St, Dublin 2 ***Note***: *Meetup attendance list is not reflective of actual number of people that show up! Come with or without a partner and get ready to dance!* Check our website for specifics on upcoming events: [https://www.dublinsalsabachata.com](https://www.dublinsalsabachata.com/)

Adult Bachata and Salsa dance classes with practice social at Coolock Ardlea Scout Den Coolock Village. This is a mirror studio located upstairs from the hall with nice wooden floors. This is a weekly Thursday event. Come down, learn and have fun! Men and Women are welcome. Free taster for first timers and discount for students, request via dm. Beginners cost 10 euro for all beginner classes and practice.

Welcome to lockpicking at Tog. Join us as we teach the various methods of picking and bypassing common locks in Ireland. All equipment provided. Warm clothes reccomended as the heating isnt the best.

Join us to **practise and improve your Spanish/English with native speakers every Thursday @ River Bar** (Burgh Quay, Dublin 2) from **6.30pm to 8.30pm**. **Our system:** **• You sit opposite a native speaker of the language you're learning** **• You speak 5mins English, 5mins Spanish, then change table** This ensures everyone gets an equal opportunity to speak the language they're learning. Our team organises everything such as the timing, seating people, moving people etc. What to expect: • Relaxed easy going atmosphere • Professional and quality service • Great networking opportunities • All levels welcome from absolute beginner to fully fluent • A big mix of ages with people from 18 years to 70+ attending each event • Topic cards on the tables to help start conversations **Admission fee €7** (€1 off for student card holders). **No pre-registration required, just show up.** Loyalty card system: Come to 5 events and the 6th is free. Over 150,000 people have attended our language exchanges to practise and improve their target language - you can too! Everyone is welcome! For more news and info check: Website: [www.languageexchangeireland.com](http://www.languageexchangeireland.com/) FB: [www.facebook.com/languageexchangeireland](http://www.facebook.com/languageexchangeireland) Instagram: [www.instagram.com/languageexchangeireland](http://www.instagram.com/languageexchangeireland)

Capoeira Água de Beber, would like to invite you to our Family Natal Capoeirando with present professora Belinhá from portugal capoeira maculelé for the First time in Ireland. Workshops of Capoeira, Maculelé, Samba de roda, and Cocó de roda and Frevo. Come and enjoy with us 2 days of Brazilian culture dances and martial arts. Dates: 8/12/23. 9/12/23 Location: St Gabriels Playgroup Clontarf, Dublin 3. For more information: cecab.ireland@gmail.com mobile 0874053996 mamaozinhocapoeira@hotmail.com [https://www.facebook.com/Dublinschoolofcapoeira](https://www.facebook.com/Dublinschoolofcapoeira?__cft__[0]=AZX_Vg06wRLTSb9AMM8FZE1gSF-bg4cQ_qsIKvJ5YtEwLfuGFGh99kaNAnvExpu3JPzl8LNYKWcgYe3A_Lk73wksdVhQI1AtpAsePOBjUOsCEPM-33Xi3DCfhRKscSgJRPA&__tn__=q) [https://dublinschoolcapoeira.wordpress.com/contact/](https://dublinschoolcapoeira.wordpress.com/contact/?fbclid=IwAR3qvy0eEScBC9AFUvUkwJf2kxQDbNadFHKsNTHzLObADGa-YPnWZv3ObLM) The Organize of the Event; Francisco and Matilda Co-ordenator Master: Robeiro Queiroz. All the activities realized through CECAB are designated to execution of social responsibility projects, further on the sportive, cultural and artistic activities through the realization of the shows, presentations and events related to Capoeira and Brazilian culture.

Join us to **practise and improve your Italian-English with native speakers every Thursday downstairs at River Bar** (Burgh Quay, Dublin 2) **from 6.30pm to 8.30pm**. **Our system:** **• You sit opposite a native speaker of the language you're learning** **• You speak 5mins English, 5mins Italian, then change table** This ensures everyone gets an equal opportunity to practise the language they're learning. Our team seats people, controls the time, organises the table changes etc. What to expect: • Relaxed easy going atmosphere • Professional and quality service • Great networking opportunities • All levels welcome from absolute beginner to fully fluent • A big mix of ages with attendees at each event from 18 to 70+ years old • Topic cards on the tables to help start conversations **Admission fee €7** (€1 off for student card holders). **No pre-registration required, just show up**. Loyalty card system: Come to 5 events and the 6th is free. Over 150,000 people have attended our language exchange events since 2012 to practise and improve their target language - you can too! For more news and info check: Website: [www.languageexchangeireland.com](http://www.languageexchangeireland.com/) FB: [www.facebook.com/languageexchangeireland](http://www.facebook.com/languageexchangeireland) Instagram: [www.instagram.com/languageexchangeireland](http://www.instagram.com/languageexchangeireland) We also organise this event every Monday at River Bar at 6.30pm.

**NOTE: Registration invalid on meetup. Please register here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)** "A capable agent is one that replies. A valuable agent is one that handles real work." This is the third installment in the OpenClaw series, shifting focus toward practical application—deploying built agents into real workflows across customer support, go-to-market, engineering, and QA. The event features a self-directed, table-group format where attendees work at their own pace alongside others pursuing similar goals. What we'll work through together • Customer support automation: triaging, drafting, routing, resolving without the back-and-forth • GTM workflows: lead research, outreach drafting, CRM updates, follow-up sequences • Engineering tasks: PR summaries, issue triage, documentation, test generation • QA and ops: automated checks, error monitoring, reporting pipelines • Building for your domain: scoping the right use case and wiring it up end to end Bring a laptop. Bring a running agent. Have a workflow in mind you'd love to hand off. Run of show 11:00 Doors open, coffee 11:30 Quick round the room 12:00 Build time 13:00 Lunch 13:45 Back to building 15:30 Sharing session 16:00 Close Series Partners Browser Use – open-source framework for web browser automation with AI agents Bronto – logging layer for the AI era Tensorix – radically simple platform for private AI inference ElevenLabs – AI research and product company building voice and audio tools​Your OpenClaw is running. It replies. Maybe it's done a few things you've asked it to. ​Now make it genuinely useful. **NOTE: Registration invalid on meetup. Please register on here for a valid ticket:** [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3) ​This is the second day in the OpenClaw series. We're going deeper: memory that actually persists across conversations, a knowledge base it can draw on, skills that connect it to the tools you already use, and workflows that handle a whole process end to end. These are the things that turn an interesting agent into something you actually rely on. ​Self-directed, table-group format. You work at your own pace, in your own direction, with people around you doing the same. ​**What we'll work through together** * ​Memory architecture: short-term, long-term, episodic and how to set them up properly * ​Knowledge bases: connecting your own docs and notes so the agent can draw on them * ​Good skills to add: which integrations are worth the effort (Notion, email, calendar, GitHub) * ​Giving access to tools: MCP, APIs, function calling * ​Proper workflows: multi-step, conditional, handling a whole process and not just one message * ​Sandboxing: running actions safely without breaking things or leaking data **NOTE: Registration invalid on meetup. Please register on here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)** ​You don't need to have come to Event 1. If you have OpenClaw running, you're ready for this. ​Bring a laptop. Bring your OpenClaw running. ​**Run of show** ​🕙 11:00 Doors open, coffee 💬 11:30 Where is everyone at: quick round the room 🚀 12:00 Build time 🍕 13:00 Lunch 🛠️ 13:45 Back to building 🖥️ 15:30 Share what you've connected 🔚 17:00 Close *** ​**Series Partners** [Browser Use](https://browser-use.com/?utm_source=luma) is the open-source framework for web browser automation with AI agents. If your agent needs to navigate the web, fill forms, or extract information from any site, Browser Use is how you wire that up. ​[Bronto](https://bronto.io/?utm_source=luma) is the logging layer for the AI era. It gives engineering teams unlimited log retention, millisecond search, and AI-powered troubleshooting without the cost blowout of legacy observability tools. [Tensorix](https://tensorix.ai/?utm_source=luma) is the radically simple platform for private AI inference. Access MiniMax-M2.5, GLM-5, and open-source models. Trusted by Finance, Healthcare, and Government orgs where compliance is non-negotiable. ​**Community Partner** ​\*\*[Wolfpack Digital](http://wolfpack-digital.com/?utm_source=giveago&utm_medium=live_event):\*\* Award-winning web and mobile product studio with teams in Dublin and Cluj-Napoca, working with clients from early-stage startups to global brands. ​**Community** [Give(a)Go](https://giveago.co/?utm_source=luma) is a Dublin-based builder community running hands-on events for ambitious people who make things. 30+ events. 1,000+ attendees. Partners include PostHog, LangChain, ElevenLabs, HubSpot and Windsurf. One rule: learning by building. **NOTE: Registration invalid on meetup. Please register on here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)**

Hi All, We are excited to invite you to another informative and coding session on Saturday morning. We will continue working with Apache Spark. 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 Declarative Automation Bundles (formerly known as Databricks Asset Bundles) by Grace Jeremiah 10:50 – 11:20 Databricks ai_query mini demo by Krzysztof Lechowski 11:30 – 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./)

well you beautiful people Alan's awesome sea swim is back, lets have brilliant swim together with beautiful people.you can float have a chat or just a dip or swim to buoy what ever suits you.we are not life guards so everyone take care of yourself but we do look out for each other. HOPEFULLY we have some nibbles for anyone there 🙃🙃🙃

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

Dear fellow Gaeilgeoiri, Cead mile failte / a warm welcome to this group of Irish language lovers and enthusiasts. Hope you will enjoy everything it has to offer and feel free to suggest new events, and, why not step in as an event organizer? What this group is not: - A group limited to those with perfect proficiency in the language, where any single word of English is banned, and where you will get corrected for every séimhiú that, God forbid, you might be forgetting What this group is: - A forum of Gaeilge enthusiasts willing to share their interest and love of the language. We all started learning a language, including our own, from scratch at some point in our lives. Absolute beginners are welcome and should not feel intimidated. Near perfect and native Irish speakers are also welcome to share their vast knowledge of the language. Hopefully this will create a thriving community of lovers of the language at any level. Beir bua Alex (organizer)

Tired of casual chit chat with no connection among strangers? Looking for a new activity to pick up on weekends? Ready to get your body moving, sweating, and discover a new side of yourself you did not know you had? You are in luck, we have just what the doctor ordered! Experience the wonderful environment that can only be had with the sound of Afro-Latin music. Learn to feel the rhythm and body movement of traditional Cuban Salsa, show off your moves with Sensual bachata, or simply come to have good craic and meet new folks! Class schedule as follows: ● **4 - 445pm:** Bachata/Salsa class (alternate weeks) ● **445 - 6pm:** Social Dance ● **VENUE**: Wood Quay Ampitheatre D8 ***Note***: *Meetup attendance list is not reflective of actual number of people that show up! Come with or without a partner and get ready to dance!* Check our website for specifics on upcoming events: [https://www.dublinsalsabachata.com](https://www.dublinsalsabachata.com/)

**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

Welcome, readers! Our June read is ***Endurance: Shackleton's Incredible*** ***Voyage*** **by Alfred Lansing.** A work of nonfiction, and one of the most astonishing survival stories in history, we follow Sir Ernest Shackleton and his crew after their ship is crushed by Antarctic ice. Stranded in one of the harshest environments on Earth, the men endure months of isolation, freezing temperatures, and near starvation—yet refuse to give up hope. Lansing brings their ordeal to life through vivid detail and firsthand accounts, capturing both the brutality of nature and the resilience of the human spirit. At its core, the story is a powerful testament to leadership, perseverance, and the unbreakable will to survive against impossible odds. Looking forward to discussing with everyone! We will meet at Zaftig Brewing Co in their event room in the back. We are welcome to bring in our own food, but **all** **drinks must be purchased at the bar.** Happy reading! 📖

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**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

Granville Land Lab 2025 Burg Street | Granville MEADOWS FOR MONARCHS PROJECT Learning Landscapes Tour + Community Science at the Land Lab Wednesday, July 1, 2026 9 a.m. - 12 noon: Program 12- 12:30: picnic lunch *meet at shelter house near Granville Intermediate School playground* Free. Registration Required so we know to expect you,[ click here https://www.lickingpollinatorpathway.org/land-lab-tour](https://www.lickingpollinatorpathway.org/land-lab-tour) Want to make your own wildflower meadow? Residents of licking county can sign up for this free program to receive free seed and training https://www.lickingpollinatorpathway.org/meadows **ABOUT THE EVENT** Join Pollinator Pathway for a morning at the Land Lab, a ~100-acre prairie and outdoor learning space just steps from Granville Intermediate School. This event explores how schools and other campuses can create living classrooms and contribute to community science. * **Tour the Land Lab:** Award-winning environmental science educator Jim Reding will lead guided tours through prairie, wetlands and other restored habitat, sharing the story behind this nationally-recognized space and the students and partnerships who helped make it happen. * **Contribute to Community Science with iNaturalist App:** Learn to identify and document plants, pollinators and other wildlife using iNaturalist. Dr. Karen Goodell, professor of Evolution, Ecology, and Organismal Biology at The Ohio State University at Newark and one of Ohio's foremost experts on native bees will share how to use this powerful tool to learn about the natural world while contributing to scientific research. * **Connect & Collaborate:** The morning program concludes with an optional BYO picnic lunch and networking at the Land Lab shelter house, overlooking the prairie. **🌸Anyone passionate about conservation and outdoor learning is welcome🌸** **WHAT TO BRING, WEAR & PREPARE** * **Download the iNaturalist app (the new one vs. the "classic" one) & create an account prior to the event if you don't have one already.** * **Sunscreen** * **Water bottle** * **Insect repellent** * **Hat** * **Comfortable closed-toe shoes suitable for uneven terrain** * **Light-colored clothing.** * **Long pants and socks are encouraged.** * **Please bring a reusable water bottle** * **Packed/picnic lunch.** **Picnic table seating will be available at the shelter house overlooking the Land Lab**

Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-5/.

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/