Security Metrics

Kom til JCafe og diskuter om IT udvikling har fået AI som fast deltager for alle pladser og opgaver. Agenda * AI first /v Martin Boel * Claude og PF4J - et plugin framework til Java v/Anders Kristian Andersen

**❗ Complete your event RSVP here:** [https://gdg.community.dev/events/details/google-gdg-copenhagen-presents-google-io-extended-2026-watch-party-framna-copenhagen/](https://gdg.community.dev/events/details/google-gdg-copenhagen-presents-google-io-extended-2026-watch-party-framna-copenhagen/) Join Framna for their annual Google I/O Livestream Event on May 19. Framna are opening their doors at their office in Islands Brygge for an exciting evening of technology, talks, and tasty treats! Schedule: 17:00 - Doors Open 17:30 - Enjoy snacks and refreshments 19:00 - Google I/O Livestream begins 21:00 - Event concludes This is a fantastic opportunity for tech enthusiasts, industry professionals, and anyone interested in the latest developments in technology to come together and experience the magic of Google I/O. Whether you’re a developer, a student, or just curious about the future of tech, you’re welcome to join us. The event is open to all and free to attend. Come network, learn, and be inspired. We look forward to seeing you there! Agenda 5:00 PM: Doors Open 5:30 PM: Enjoy snacks and refreshments 7:00 PM: Google I/O Livestream begins 9:00 PM: Event concludes *** Partner Framna Denmark (https://framna.com/) Framna is a diverse and global team of builders, thinkers, and creators. We are united by one mission: to craft digital products that make everyday life better for millions of people worldwide. Today, over 500 of us collaborate across eight studios in Denmark, the Netherlands, Sweden, Switzerland, and the US. We partner with industry leaders (and those about to be) to create digital products that define markets, reshape industries, and drive meaningful growth. We call it Win by product. ***

**RUN THE CITY. MEET THE WORLD.** We launched something new - and what a success it was! With up to 40 people we run beautiful routes through Copenhagen on our social runs - and you're invited to be part of the next edition. In the future, we will post and track our runs on CYKOM (platform/app), as we thereby have the opportunity to get connected with brands to elevate our runs and maybe provide us with some drinks or similar occasionally. To establish this well it would be great if you can take a minute and join our running community there and also join the next run via the following link: https://app.cykom.com/LJUg/o7izxl02 **DEAR WORLD RUNS** is for those who want to move, connect, and feel the city in motion. Whether you're a regular runner or just curious to join, this is your moment. 🏃‍♂️ **The Run** • Friendly but fun pace around 6:15 min/km to be able to chat but with ambition • Approx. 5–6 km, accessible for most • You don’t need to be “fast” - just bring energy ☕ **The Vibe** • Post-run coffee/tea included & hangout at Nomad Day Bar in the 25hours hotel on beautiful Paper Island • Come solo or bring a friend - we’ll make it social • Led by the Dear World crew you can leave your belongings that you don’t want to take along the run with the venue which will secure it while we are gone. 📍**Where & When** Nomad Day Bar / 25hours Hotel Paper Island 🗓️ Tuesday every 2 weeks 🕙 18:00H sharp (meet from 17:45) **We run the city - join us.** Let’s make this the start of something that moves us all. #DWRuns #DearWorldCPH

Fulfillment. Joy. – Do you know what it is? Do you feel it now? Many of us are living lives that have “just sort of happened”. We had a dream, a vision (maybe we still do) for what we wanted our lives to look like. Somewhere along the way, life took over and something else ended up happening. We made decisions, took a turn down a path, and now our life isn’t what we thought it would be. Or we’re living someone else’s life. Maybe it’s what our parent’s wanted for us. What we believe our partner or a potential partner might want. Or maybe it’s what we believe we need to do and have to be happy. I was one of these people. My life checked all the boxes for what I thought I needed in order to be happy. And still, I wasn’t. Join me for a coffee talk on what it means to live a Life By Design. Where your choices are deliberate and based on your authentic, true self. What you have to let go off to achieve this (hint: the notion that vulnerability is a weakness and feelings of fear and guilt) and who you will become in the process.

**Guests: Registration on email is required before attendance** Guests are most welcome to join our meetings, but attendance must be registered by email to [copenhagen@toastmasters.dk.](http://copenhagen@toastmasters.dk.%2A%2A/) Please come 10 minutes before the meeting start. We start at exactly 18:00. Welcome to ***Copenhagen Toastmasters Club*** Looking to improve your speaking and communication skills? Ignite your career? Gain the confidence to speak up? You’ve come to the right place. **Our meetings for 2026 from April to June:** • Wk 15: 7. april • Wk 17: 21. april • Wk 19: 5. may • Wk 21: 19. may • Wk 23 2. jun. • Wk 25 16. jun. **Our history** The *Copenhagen Toastmasters Club* was established in June 1996 by a group of dedicated people. We are the first Toastmasters club in Denmark. We are part of the Toastmasters International which is a nonprofit organisation that helps people to improve public speaking. **Our goals** *Copenhagen Toastmasters Club* will give you the skills and confidence you need to express yourself effectively in any situation. Toastmasters is the most efficient, enjoyable and affordable way of gaining great communication skills. You'll learn how to: * Formulate and express your ideas effectively * Be more persuasive and confident when giving presentations * Improve your one-on-one dealings with others At *Copenhagen Toastmasters Club*, you'll get to practice your skills by organising and conducting meetings and motivating others to help you. Become a better negotiator. Gain trust. Inspire your team. **Want to know more about *Copenhagen Toastmasters Club*?** [Facebook](https://www.facebook.com/CopenhagenToastmasters) , [LinkedIn](https://www.linkedin.com/company/2480522/admin/dashboard/) [Toastmasters International - global network](https://www.toastmasters.org/)

**Welcome to .NET Skåne!** Welcome to the next meetup of .NET Skåne! This time we have the pleasure of inviting you to Elva11 in Malmö for yet another inspiring evening! **IMPORTANT**: If you have signed up to the event but can't make for some reason please cancel your spot in good time before the event so the spot is free for someone else to attend. **Agenda:** **What I think about when I think about identity** (Fredrik Mörk) Who are you, really? Now, this may be one of the large questions in life, and not an easy one to answer. You may not get all the answers in this session, but what you will get is a run through of good things to think about when dealing with identity and users in single-sign on environments. In a mix of theoretical and hands-on examples I will share learnings from implementing single-sign on systems serving multiple services. **Rethinking AI in software development** (Aisha Kujovic) AI is becoming part of everyday development, but 74% of organizations cite security as their biggest concern, and most AI usage already happens outside of IT control. In this talk, Aisha shares lessons from building Noorlytics and explores what secure AI looks like in practice when you run models locally. When does it work, where does it fall short, and what does it actually mean for real development teams? **AgenticTerminal** (Mats Alritzsson) AgenticTerminal explores a terminal-first agent experience where the user can see, understand, and learn from the agent’s actions instead of having them hidden behind opaque automation. The project combines an interactive terminal UI with a lightweight wrapper model for tracked command execution, using a backchannel to report lifecycle events such as start, completion, exit status, timing, and diagnostic context. This enables more reliable coordination than prompt-detection heuristics while preserving transparent stdin/stdout/stderr behavior. The result is a foundation for agents that are both observable to humans and better informed about the commands they run. **About the speakers:** **[Fredrik Mörk](https://www.linkedin.com/in/fmork/)** Fredrik is a software architect thriving in the borderland between software-, product- and business development. He has written code in Visual Basic. The non .NET kind. Yes, he is that old. He is an occasional conference speaker (DevSum, Øredev and user groups in Sweden and Norway, among others), and a photographer. **[Aisha Kujovic](https://linkedin.com/in/aisha-uk)** Aisha is a software engineer, team lead, and founder of Noorlytics AI Tech. She builds developer tools that use AI to analyze code, surface technical debt, and identify risky dependencies, without sending code to external services. Her work challenges the default “just use cloud AI” approach, exploring what happens when you run AI locally instead: what you gain, what you lose, and what actually works in real development environments. [Mats Alritzson](https://www.linkedin.com/in/mats-alritzson-3b96ab20/) Mats is a software developer with over 20 years of experience across embedded systems, imaging, and cloud-based solutions. He combines deep technical expertise in C#, C++, and modern cloud platforms with a strong focus on agile ways of working and team empowerment. Mats has been involved in projects in industries ranging from logistics and public transport to automotive and consumer software. Mats works as a consultant at [Living IT](https://www.livingit.se). **Host:** ELVA11 was founded with a bold idea. To prove that people, culture, and values can scale just as fast as technology. We are a software and AI company with global ambitions – delivering world-class innovation while building a culture that dares to be different. Join our [Discord server](https://discord.gg/w3gtJPjHUu) or our [GitHub repo](https://github.com/dotnetskane).

We are a group of people meeting on Tuesdays to socialize around cooking and eating together. Usually around 40-50 people. Many are international students, but also other people join. The foodclub exist independent of Meetup, we invite you because we have room for a few more people. The food is vegan and made from donated leftover veggies from a local greengrocery. The place has originally hosted leftwing activist groups, and many of the people joining are also involved in political groups. If you want to join for chopping and cooking, we will be doing that from 3 to 6 pm. It is possible to join part of the time. From 6:30 to 8pm we are serving food. Donation around 30 kroner. If you are helping out some hours, chopping, cooking or cleaning, you can eat for free. From 8 to 9 - 9:30 pm we are cleaning up the place. We hope to see you in our lovely foodclub <3

Welcome to another exciting evening of NixOS! If there are no speakers, we just hold a regular hack evening. Room: Kantine, 1. Sal, PASCAL\* ## Details Interested in NixOS? Maybe only its package manager Nix? Want to share how you (ab)use Nix(OS) in your own company? Join this NixOS user group meet-up! Topic will be announced. *Why NixOS?* **NixOS The Purely Functional Linux Distribution** NixOS is a Linux distribution with a unique approach to package and configuration management. Built on top of the Nix package manager ( nixos.org/nix ), it is completely declarative, makes upgrading systems reliable, and has many other advantages ( nixos.org/nixos/about.html ). **Declarative** NixOS has a completely declarative approach to configuration management: you write a specification of the desired configuration of your system in NixOS’s modular language, and NixOS takes care of making it happen. **Reliable** NixOS has atomic upgrades and rollbacks. It’s always safe to try an upgrade or configuration change: if things go wrong, you can always roll back to the previous configuration. Come join us for a cosy night of Nix(OS). There will be pizza, kindly sponsored by PROSA

**Join us at AI Meetup Copenhagen 21/05/2026** Connect with innovators, designers, academics, suits and developers in a relaxed and positive environment. Enjoy talks from exciting speakers and demo your own ideas on stage. Be a part of our vibrant community! This is a multidisciplinary community and meetup for innovators, creators, and techies who are passionate about learning and talking about artificial intelligence. The event is open from 16:45. The program starts 17:15. **Lightning talks (15 minutes)** * Ali Reza Farahnak, Senior AI Architect, Microsoft * Kræn Hansen, Developer Experience Engineer, Eleven Labs * Daniella Feiglin, Product Manager, Tactile Games * Olga Safonova, Lead Product Manager, Public 360° at Tieto ***SPEAKER BIOS & TOPICS:*** **[Ali Reza Farahnak](https://dk.linkedin.com/in/alirezafarahnak)** is a Senior AI Architect at [Microsoft](https://www.microsoft.com/), focused on AI, Azure, and GitHub. For the past 7 years he has worked out of Microsoft's Global Customer Success organization in Redmond with some of the world's largest customers, including Tesla, NEOM, the London Stock Exchange, Bank of America, Emirates, Aramco, Maersk, Novo Nordisk, and several governments. Since January 2026, he has been part of Customer Success in Denmark, helping Danish enterprises turn generative AI into production-ready solutions. Topic: Most enterprise AI apps stop at the chat window, but your customers are on the phone, on WhatsApp, on SMS, in their inbox, and inside Teams. Ali shows how Azure Communication Services lets a single AI app reach customers across all of those channels, with a live demo of an outbound Danish speaking voice agent, similar to what has been built for the insurance industry, Vodafone Qatar, Norlys and many more, that calls a customer, runs a light identity check, and has a real conversation powered by Azure Voice Live and gpt-realtime-1.5. **[Kræn Hansen](https://dk.linkedin.com/in/kraenhansen)** is a Developer Experience Engineer at voice AI startup [ElevenLabs](https://elevenlabs.io/) where he builds [SDKs](https://elevenlabs.io/blog/elevenagents-react-sdk-v1-0) to enable text-to-speech, speech-to-text, and voice-cloning on the real-time ElevenAgents platform. He formerly worked at MongoDB, building a local-first database and sync engine called Realm. He holds a Master's degree in Computer Science from the Technical University of Denmark (DTU). Topic: "We talk to AI every day, but when we switch from typing to speaking, the rules change. A half-second delay breaks the illusion of conversation. In this talk, I'll take you behind the scenes of how voice agents actually work: what makes a voice conversation feel natural, why latency is the enemy, and the different ways you can deploy voice AI, from fully managed platforms to bringing your own AI model. Whether you're building with voice AI or just curious about where it's heading, you'll walk away understanding what's really going on when you talk to a machine." **[Daniella Feiglin](https://dk.linkedin.com/in/daniella-feiglin)** is a Product Manager at [Tactile](https://tactilegames.com/product-manager-at-tactile/), where she works closely with development teams and stakeholders to turn ideas into fully launched game features. She joined the company in August 2025 and brings nearly a decade of experience in the mobile games industry with a background across game design, market research, and product management. At Tactile, she focuses on using data and market insights to shape product decisions and drive impactful player experiences. Topic: A practical, honest look at how day-to-day work changed using Claude Code. Daniella will share how she transitioned to an AI-powered workflow that allows her to prototype features as she specs them, while providing consistent, high-detail output for her development teams at a higher pace. **[Olga Safonova](https://www.linkedin.com/in/olgasafonova/)** is a product leader with 20+ years in enterprise tech, currently Lead PM for [Public 360°](https://www.tietoevry.com/en/industry/public-360-services/360-case-document-and-records-management/) at Tieto (GovTech, 500K+ users). Previously at Siteimprove, Workday, LEO Innovation Lab and Saxo Bank. She also builds: Open-source MCP servers (a few running in production), an OTel observability library for AI tool infrastructure, and SkillCheck (getskillcheck.com). Where most product leaders talk about AI, she ships it on weekends. Topic: From personal OS to team OS - Agentic skills, MCPs and team context. As product manager, Olga shares how she built her own AI tooling: A personal OS of agentic skills, MCP servers, CLIs, and the cross-machine configurations that keeps it coherent. ... ***Venue:*** [Tactile Games](https://tactilegames.com/) \- Vestergade 33\, Copenhagen ***Sponsors:*** Thanks to [Tactile Games](https://tactilegames.com/) for event sponsorship along with sponsoring food, beverages and snacks. A big thanks to our foundational sponsor [Transmission](https://www.transmission.dk/). ***Sponsorship opportunities:*** Please contact the group administrator ([Martin Schultz](https://www.linkedin.com/in/martinschultz/)) if you would like to be an event sponsor, a sponsor of food and/or beverages or if you would like be a future venue sponsor. This is a non-profit event. ***Please note:*** 1. Attendance is capped at 75 participants to maintain quality interaction, and we reserve the right to select attendees to optimize group dynamics. 2. Photos and perhaps video will be taken at the meetup and shared on our Meetup.com group, on various LinkedIn channels, our LinkedIn newsletter, the AI Meetup Copenhagen website, possibly by the event host, other participants and by our sponsors. Let us know at the event if you don't want to be in the photos or videos (that's not a problem). 3. If you're signed up, but find that you're unable to attend, you're *expected to cancel* your attendance (your RSVP status) here on the Meetup platform. You can still join future meetups - you will only cancel your attendance for this meetup. 4. Speaker bios are submitted by the speakers themselves and reviewed only for basic accuracy. AI Meetup Copenhagen does not independently verify all information provided.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Vi glæder os til at se jer alle til PPUG Brugergruppemøde ved Context& fredag d. 22 maj. ​Context& snakker ind i deres brug af Power Platform, både ved dem selv, og evt. også i kundeløsninger (med tilladelse! ​Der vil være morgenmad kl. 08:30 ​Selve mødet starter kl. 09:00 ​**Agenda:** 09:00 - Velkommen til ved Context& * ​1. emne - * ​Pause * ​Rundt om bordet * ​Pause * ​2. emne - * ​Tid til at netværke ​13:00 - Tak for i dag ​Agenda'en er blot vejledende. ​Mødet foregår i [Hummeltoftevej 49, 2830 Virum](https://maps.app.goo.gl/BsdL4MtyzW56KCFbA?utm_source=luma) VIGTIGT sigup her : [PPUGDK Q2 2026 KBH · Luma](https://luma.com/5hsdtalk)

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/CRqdyO6p6lZDIN2qVRIlWX), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/CRqdyO6p6lZDIN2qVRIlWX). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/CRqdyO6p6lZDIN2qVRIlWX) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY - Making Philosophy Available To All. ✨** Practical Philosophy hosts weekly, in-person meetups in 25+ countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://chat.whatsapp.com/CRqdyO6p6lZDIN2qVRIlWX) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/?hl=en) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

♠️ **Poker Night — No Real Money, Just Good Games & Nice People** 🍸 Want to enjoy poker without any financial stakes? Come play, think, and connect with people who also love strategic challenges. **This event is for you if you...** * Enjoy poker and love talking strategy * Are curious about math, game theory * Find the psychology of reading people fascinating * want to meet like-minded people **What to expect** We play Texas Hold'em with play money — so the only thing on the line is your pride. 😄 The atmosphere is chill: cards, good drinks, and discussions about poker strategies. **New to poker?** No worries — we kick off with a beginner's introduction and basic strategy walkthrough. Join us from **18:15**. **Already know your way around the felt?** Jump straight in from **18:30**. Feel free to come and go as you please — no commitment required. The venue is open from **18:00**. **Track your progress on our leaderboard** and see who comes out on top across sessions. See you at the table! 🎰

No agenda. No awkward intros. Just good people. Just Gutsy is a weekly meetup for solo travelers, nomads and locals who love meeting them, a simple way to find your people in a new city. Who comes: Solo travelers in transit · digital nomads · curious locals who love meeting travelers What to expect: casual and self-led · small group energy · show up, talk to someone, see where it goes Not sure how to talk to strangers? I put together a set of questions that actually make it easy — find them here: [justgutsy.com/icebreakers](http://justgutsy.com/icebreakers) The only things you need to do: → Comment below so others know you're coming → If plans change, update your RSVP → When you arrive: comment "Here, [what you're wearing]" so people find you When & where: • Every Sunday · 4PM local time Meetup.com sometimes shows a different timezone — ignore it, it's always 4PM where you are • Location: in front of the Søren Kierkegaard statue Join Just Gutsy → [justgutsy.com](http://justgutsy.com/) · Early members get lifetime premium access to the app

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

We may pick a specific topic and post in advance or may discuss current events and various ad hoc topics . We would love to spend time hanging out and getting to know one another. Atheist, agnostics, other non-theists, and atheist-friendly people are welcome to join us. Note: COUNT operates a Facebook page at www.facebook.com/groups/COUNT.discussions (http://www.facebook.com/groups/COUNT.discussions/) to promote discussions among members and visitors.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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

**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.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.