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Dear all, We’re turning 3… and we’re celebrating in style! 🎉✨ Brussels Sprouts wouldn’t be what it is without each and every one of you. Thank you for making this community so vibrant, warm, and full of life. To mark this special moment, we’re bringing together our amazing members and new friends for a night of great energy, connections, and celebration. Expect good vibes, inspiring people, and a lot of fun 🥂 Come celebrate with us, reconnect with familiar faces, and meet new ones along the way. Let’s make it a night to remember! Cheers 🌈 Yifei

New formula: Free coworking day for people working in crypto during the day. Happy hour and meetup in the evening. ​Come cowork and mingle with fellow crypto enthusiasts at the Commons Hub Brussels every first Wednesday of the month. ​Stay focused on your work in the coworking or offer or join a workshop, conversation or presentation, unconference style. Reach out if you'd like to sponsor food or drinks.

For centuries, the figure of the pirate has occupied a strange place in our imagination, both villain and folk hero, outlaw and symbol of freedom. From the swashbuckling adventures of Captain Jack Sparrow to the real-world exploits of Blackbeard, piracy has often been romanticized as a life unshackled from authority, where individuals carve their own destiny beyond the reach of states and laws. Beneath the mythology, however, lies a deeper philosophical question: what does it mean to live freely, and at what cost does that freedom come? Yet piracy is far from a relic of the past. In today’s world, the term stretches far beyond the high seas, reaching into the digital realm, where so-called “internet pirates” challenge the boundaries of ownership, access, and intellectual property. From peer-to-peer file sharing to the rise and fall of platforms like The Pirate Bay, the debate has evolved into a question of whether information should be free or protected. At the same time, accusations of “piracy” still surface in geopolitical conflicts, where the line between enforcement and overreach becomes increasingly blurred. Recent actions involving the seizure of vessels, particularly by powerful states like the United States, have reignited debates about legality, sovereignty, and moral authority on the high seas. When does the defense of order begin to resemble the very lawlessness it seeks to prevent? And who, ultimately, gets to define what piracy really is? This debate will follow a British Parliamentary format with eight debaters split into **four teams of two.** Participants who wish to speak are highly encouraged to bring a paper and pen. You are welcome to participate even if you have no prior debating experience. We aim for debates that are respectful, constructive, and welcoming: * **Respect ideas and people** Listen actively, stay quiet while others speak, and debate arguments, not identities or beliefs. * **Be concise and civil** Keep questions short and relevant; avoid hostility, hate speech, or discrimination. * **Respect boundaries and time** No unwanted advances or suggestive behavior; arrive on time to avoid disrupting the debate. * **Follow moderators** They guide the discussion and ensure fairness.

Wil je sterker leren spreken voor een groep? Meer zelfvertrouwen krijgen tijdens presentaties, vergaderingen of sociale situaties? Welkom bij de eerste bijeenkomst van **De Sprekersclub Brussel** – de enige volledig Nederlandstalige Toastmastersclub in Brussel. Dit is geen cursus met theorie, maar een praktische en interactieve bijeenkomst waar je leert door te oefenen, te observeren en feedback te krijgen in een veilige en positieve omgeving. *** ## Wat kan je verwachten? Tijdens deze bijeenkomst ervaar je hoe mensen hun communicatievaardigheden ontwikkelen door: • korte voorbereide speeches • spontane spreekmomenten (vrijblijvend) • constructieve feedback • een gestructureerde maar ontspannen sfeer • kennismaking met het Toastmasters-concept Je hoeft geen ervaring te hebben. Veel gasten komen gewoon kijken tijdens hun eerste bezoek. *** ## Wat is Toastmasters? Toastmasters is een wereldwijd netwerk dat mensen helpt groeien in **publiek spreken, presentatievaardigheden en leiderschap**. Door regelmatig te oefenen en feedback te krijgen, bouwen leden stap voor stap meer zelfvertrouwen op. Meer dan een opleiding is het een leercommunity waarin iedereen elkaar vooruithelpt. *** ## Voor wie is dit? Deze bijeenkomst is ideaal als je: ✔ beter wil leren presenteren ✔ zelfverzekerder wil spreken in het Nederlands ✔ spreekangst wil overwinnen ✔ communicatievaardigheden wil verbeteren ✔ persoonlijke of professionele groei zoekt Introvert of extravert? Iedereen is welkom. *** ## Praktische info 📍 Locatie: GC Den Dam, Waversesteeweg 1741, Brussel 🕒 Start: 19u (kom gerust iets vroeger voor kennismaking) 💶 Deelname: gratis en vrijblijvend Je mag deelnemen wanneer je wil, maar observeren is perfect oké. *** ## Nieuwsgierig? Klik op **“Inschrijven”** en ontdek hoe oefenen in een ondersteunende omgeving het verschil maakt. Misschien is dit wel de plek waar spreken plots natuurlijk begint te voelen.

EN (FR en bas): We're still accepting people in our classes. Join us!​ -step 1: Book here! -> [https://www.danceproject.be/reservations.html](https://www.danceproject.be/reservations.html) -step 2: Show up! [Schedule](https://www.danceproject.be/classes.html#schedule) Fees : [All info on trials, packs, subscriptions here](https://www.danceproject.be/classes.html#fees) Locations: -Rue Brialmont 7, Brussels Metro/Tram: Botanique Salsa, Bachata, Lindy Hop, Forró Intro - 1: From base to the dancefloor! When you come for the first time we go over the base & rhythm with you. Then you are included in the group and everybody learns the same new steps for which you just need the base. Practice makes perfect: just relax and enjoy Salsa, Bachata, Lindy Hop and/or Forró! Our group is very welcoming and looking forward to meet new dancers! Salsa, Bachata, Lindy Hop, Forró Roots I - 2: Ready to go deeper on Salsa, Bachata, Lindy Hop &/or Forró? Let's go! [https://www.danceproject.be/classes.html#improvers](https://www.danceproject.be/classes.html#improvers) Salsa, Forró Roots II - 3: Looking for #SalsaChallenge? Already familiar with Forró Root? We've got your back! [https://www.danceproject.be/classes.html#intermediates](https://www.danceproject.be/classes.html#intermediates) More info: -Web: [https://www.danceproject.be](https://www.danceproject.be) -Whatsapp: +32 493 16 41 10 -Mail: brussels.salsa.project@gmail.com -[Facebook](https://facebook.com/brussels.salsa.project) -[Instagram](https://instagram.com/brussels.salsa.project) \-\-\-\-\- FR: Nous acceptons encore de nouvelles personnes dans nos cours. Rejoins-nous ! -1ère pas : Fait ta réservation ! -> [https://www.danceproject.be/reservation.html](https://www.danceproject.be/reservation.html) -2ème pas : Vient danser ! [Horaire](https://www.danceproject.be/cours.html#horaire) Les prix : [Toutes les infos sur les essais, packs, abonnements ici](https://www.danceproject.be/cours.html#prix) Endroits : -Rue Brialmont 7, Bruxelles Metro/Tram: Botanique Salsa, Bachata, Lindy Hop, Forró Intro - 1 : De la base à la piste de danse ! Lorsque tu nous rejoins on voit la base et le rythme avec toi. Ensuite, tu es inclus dans le groupe et tout le monde apprend les mêmes pas pour lesquelles tu as juste besoin de la base. C'est en forgeant qu'on devient forgeron : détend-toi et profite la Salsa, de la Bachata, du Lindy Hop et/ou du Forró ! Notre groupe est très accueillant et a hâte de rencontrer de nouveaux danseurs ! Salsa, Bachata, Lindy Hop, Forró Roots I - 2 : Prêt à approfondir la Salsa, la Bachata, le Lindy Hop &/ou le Forró ? Allons-y! [https://www.danceproject.be/cours.html#inities](https://www.danceproject.be/cours.html#inities) Salsa, Forró Roots II - 3 : Tu cherches #DefiSalsa ? Tu connais déjà Forró Roots ? Nous sommes là pour toi ! [https://www.danceproject.be/cours.html#intermediaires](https://www.danceproject.be/cours.html#intermediaires) Plus d’info: -Web: [https://www.danceproject.be/fr.html](https://www.danceproject.be/fr.html) -Whatsapp: +32 493 16 41 10 -Mail: brussels.salsa.project@gmail.com -[Facebook](https://facebook.com/brussels.salsa.project) -[Instagram](https://instagram.com/brussels.salsa.project)

🏃‍♂️ Sunday Vacations | Train Together, Finish Together Thinking about joining the **20km of Brussels on May 31st**… but don’t want to train alone? 👉 Join our **after-work training group** and prepare together in a fun, social, and motivating atmosphere. Whether you're a beginner or already running regularly — **you’re welcome.** ## 🏳️ Follow Your Flag (Pace Groups) To keep things simple, we use the official **20km Brussels pacemaker system**: - 🟠 **Beginner (≈ 2h15)** Run/walk friendly — just aim to finish *🟣 **Steady (≈ 2h00)** Comfortable and regular pace - 🟢 **Intermediate (≈ 1h45)** Faster group for those who want a challenge 👉 Not sure? Start easy — you can switch anytime. ## 📊 Long Run Progression (Thursdays) We gradually build up to the race: 6 km → 8 km → 10 km → 12 km → 14 km → 16 km → 18 km 🔥 *lighter week before the race ## 🏁 Goal 📅 Sunday 31 May 2026 🎯 Run the 20km of Brussels — together ## 💡 What to expect - Friendly, international group 🌍 - No one left behind - Natural pace groups - Motivating and social vibe 👉 We start together, run in groups, and finish together. ## ☕ After the run Optional drink or snack — because it’s also about **meeting people and having fun** ## ⚠️ Practical info - Bring water - Wear proper running shoes - Join at your own responsibility - Beginners welcome ## 🌍 About Sunday Vacations We are a **Brussels-based community** organizing social activities, hikes, and trips. 👉 This training is part of our mission: **bringing people together through shared experiences** 🔥 Don’t train alone — join us and enjoy the journey to the 20km!

🌟 Hello Yogis and Future Yogis! 🌟 Come and join us on the mat for this new series of "Yoga For Men" ! It doesn't matter if you're Gay, Bi, trans, ally, curious -> if you identify as male and have friendly vibes - come and join us ! Ladies, unfortunately you'll have to skip this one - but you're more than welcome at our Sunday morning sessions ! 🧘‍♀️🧘‍♂️ Class takes place every **Wednesday evening - from 18:30 to 19:45 :) Please arrive a few minutes before class to give you the time to set-up...** No need to worry if you've never tried Yoga before – everyone is welcome, beginners included! 🌈 Just bring yourself in some comfy clothes and let the magic happen :-). 🌿 **Class Details:** * Classes take place [Merci Wellness - Place Dillens 1, 1060 Saint-Gilles](https://www.merci-wellness.be/plan-acces.php). Very easy to get there, either by bike or metro (Hotel des Monnaies). * ⏰ 18:30 to 19:45 (doors will open at 18:15 - **class starts at 18:30 sharp** \- not possible to join after that **as the door will be closed**). 💸 **Cost:** * First class: 10 euros 🌟 * Single class: 15 euros 🧘‍♂️ * 5-class pass: 65 euros (valid for 3 months - a great deal for regular yogis! 🎉) * 10 class pass: 125 euros - valid for 5 months. You can pay your class on site either in CASH or through PAYCONIC. For more info - follow us on [Instagram.com/queeryogabrussels](http://www.instagram.com/queeryogabrussels) **Come and try it !** Spend a moment in a nice atmosphere and discover the benefits of Yoga, from increased flexibility, better posture, a stronger body to a calmer mind. See you on the mat! 🧘‍♀️✨ Edson P.S. We also have a "mixed gender" class on Sunday mornings from 11:00 to 12:15 - make sure to check it out on Meetup !

Join us for a full day of collaborative work at HSBXL! This event is open to everyone who enjoys working in a community environment, whether you're advancing on business ventures, freelance projects, or creative endeavors. Bring your laptops, your enthusiasm, and your projects to collaborate, learn, and share in the main room of our spacious hackerspace. During this **8-hour co-working event**, you'll have the opportunity to work on your project, ask for feedback, offer help to others, and if you wish, share your achievements at the end of the day. **Please Note**: While HSBXL has multiple rooms for various purposes, this coworking event is taking place in the main room. It's important to note that online meetings should be avoided during this event to prevent noise disturbance and to maintain a conducive work environment for everyone. \#\#\# What the day will look like: 1\. Introduction and setting up: Find a comfortable spot in the main room\, set up your workspace and grab a Club Mate\, soft drink\, or a coffee to get your day started\. 2\. Work Session: Dive into your project\, seek assistance\, and collaborate with others\. 3\. Sharing Session: Optional\, but encouraged\! Share what you've worked on\, your challenges\, and triumphs\. \#\#\# How to get to HSBXL: HSBXL is located in Brussels. For detailed instructions on how to get to the hackerspace, please visit [here](https://hsbxl.be/enter/). If you encounter any issues while trying to get in, you can contact us at +32 28804004. Please note that the phone is inside the space. Alternatively, you can also reach out to us in our [Matrix chatroom](https://matrix.to/#/#hsbxl:matrix.org). \#\#\# Requirements Please bring your laptop, and if you have, an extension cord. The space has WiFi, but having your own internet backup solution can also be useful. Join us at this **8-hour co-working day** in the main room of HSBXL, and we hope you'll have made progress on your projects, learned something new, and most importantly, enjoyed the power of community collaboration. Whether you're a freelancer, entrepreneur, or creative, we welcome you to this day of productivity, sharing, and collaboration.

Come and join **your fellow peers** to have a good time **practicing** **writing code** to get better at writing code in your real jobs. We’ll start off with **koffiekoeken** and form pairs to do the Game of Life Code Kata. After 45 minutes we’ll delete all our code and talk about new insights you’ve gained. Then we’ll pair up with new people and do it all over again but with new constraints applied, like not using conditional expressions, or committing code on green within 2 minutes. At some point we’ll break for lunch and we’ll figure something out for dinner too. ## **What to bring?** This event is very hands-on and it’s always better to come prepared. Bring your laptop (and peripherals if this helps you code better). Make sure you’ve installed GIT, and some programming languages you like. Here are some kickstarting code repositories you can already clone to see if they are usable for you on your machine: [https://github.com/SoftwareSandbox/coderetreat-kotlin](https://github.com/SoftwareSandbox/coderetreat-kotlin) [https://github.com/SoftwareSandbox/coderetreat-java17](https://github.com/SoftwareSandbox/coderetreat-java17) [https://github.com/SoftwareSandbox/coderetreat-elm](https://github.com/SoftwareSandbox/coderetreat-elm) [https://github.com/TimmyGilissen/coderetreat-dotnetcore](https://github.com/TimmyGilissen/coderetreat-dotnetcore) ## **Schedule** 08:30 Welcome with koffiekoeken 09:00 Kick-off, facilitated by Vincent Verhoeven and Tim Schraepen 09:30 First kata 12:30 Lunch break 13:30 More kata’s 17:30 Closing ## **Is this event for me?** If one or more of these apply to you, I’d say you’ll have a good time and learn something new: * You’re a student and want to learn from people that code for a living * You want to improve your coding skills * You want to learn how to improve your AI context/harness engineering via software crafting skills * You’ve never done Test Driven Development before * You’re experienced and want to pair with somebody outside of your team * You’re very experienced and want to help your peers grow their coding skills ## **Practical Info** Our host of the day is Unlockd and along with sponsoring the food and drinks, they’ve lent their office space (desks, monitors, meeting rooms, …) to help you become a better software developer. Unlockd is an agency specialised in building (mobile) apps for any screen. They focus on collaboration with clients who appreciate creating value through small iterations. They do this for mobile, web, desktop and embedded devices. In small teams they focus on app development but include all involved 'edges' like back-end/middle layers, embedded/BLE interfaces, design, dev ops, app store publishing and optimisation, production monitoring, etc. They've build apps for Hubo, Standaard Uitgeverij (Strips), Lava (fruite & vegetable auctions), Classified Cycling and many more.

## What should you bring to the potluck? * Yourself! (be aware that there are steps to get in the building) * A dish to share! Do you have a favorite dish or snack from your home country? Bring a few servings to share! (We have a refrigerator, small freezer, microwave and sink to wash dishes inside if needed. Please note that there is not a full kitchen.) * a plate and cutlery for you to try all the other dishes ## What will the IHL provide? \- We provide the space for wonderful conversations and lots of laughs \- We will have soft drinks\, beer and wine at the honesty bar\. \(all IHL drinks are 2€ \- card or exact cash accepted\) Everyone is welcome to join, whether you are international or not! We look forward to seeing you again or meeting you for the first time at the IHL! **Theme for the potluck: Childhood favourites** For the upcoming potluck on May 9, we have decided to go with a theme to make it more interesting. Bring a dish that you enjoyed eating as a child. Savoury or sweet - your choice! It would be great if everyone participated in the theme, but in case you are unable to, feel free to bring any dish. :)

Êtes-vous un adepte des logiciels de marketing et souhaitez-vous gérer vos campagnes e-mail et vos indicateurs clés de performance (KPI) en toute simplicité ? Marre de jongler entre plusieurs logiciels pour envoyer des newsletters et piloter vos campagnes marketing ? Cette journée de formation 100 % gratuite, le jeudi 7 mai 2026 à Louvain-la-Neuve est faite pour vous ! Découvrez comment Odoo peut vous aider à centraliser et optimiser votre stratégie marketing. 🚀 Inscrivez vous gratuitement sur notre site : https://www.odoo.com/r/P7N —-------------------------------------------------------------------------- **Les informations pratiques :** Où? Odoo LLN - Rue du Laid Burniat, 5 à 1348 Louvain-la-Neuve Quand ? Le jeudi 7 mai 2026 de 9h à 17h Inscription? https://www.odoo.com/r/P7N Prix ? Gratuit ! Au plaisir de vous y voir nombreux et de vous rencontrer !

***Harbour*** is a worker placement game where players move their worker from building to building, collecting and trading Fish, Livestock, Wood, and Stone; and cashing those resources in to purchase buildings (which are the worker placement spots) from the central pool. Once a building is purchased, it is replaced from the deck, and the central pool is a small subset of the deck, and is therefore different every game.

Hi everyone, This coffee morning event is @MIR Concept Coffee Store! Saturday, 9 May 2026, from 10:00 - 13:00. MIR opened its doors about 4 years ago, right off Place Jourdan. Doriana, the owner, is a super nice host, and is excited to have our group as her café. The café is very beautiful and has great coffee, and many yummy food options. Their Instagram channel: https://www.instagram.com/mirconceptstore/ **The address is:** MIR Concept Coffee Store Rue Gray 4A 1040 Etterbeek *** 1. The **prime time** of the event is **10:30 - 12:30**. That's when most people will be there. 2. When you enter the gallery, it's either on the right-hand side or left-hand side of its hallway, depending which entrance you take. 3. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join! 4. **DON'T forget to cancel** if you can't join! 5. **Please, be respectful towards each other during the event. (And after ;))** **As always, feel free to follow us on INSTAGRAM!** [https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==) **THE STRUCTURE of THE EVENT:** * I will post the event on Saturday/Sunday evening for the following Saturday. * I send out a reminder to everyone on Friday. * There is sometimes a waiting list. * In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime. * **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday. * **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.** **IMPORTANT:** * **Please, be respectful towards each other during the event. (And after ;))** * When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often. * If you have any questions then, message me. *** **A MESSAGE FOR NEWCOMERS:** *In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.* *Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.* *I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.* *In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.* **THANK YOU AND SEE YOU ALL ON Saturday!**

Hi there sprouts 😊🌱 As a Rrroaaaaring Saturday afternoon activity, we propose a guided visit to the ‘Dinosaur Museum’ 🦖 (Museum of Natural History) in Brussels on the **9th** of **May**. You will receive a tour around the permanent collections of the museum where we will take a journey through different prehistoric times. This tour will focus on the impressive dinosaurs 🦕 and other amazing fossil highlights that are on display in the museum. Depending on the mood and vibe, we can also include a special tour around the other exhibits, focusing on queer animals in the natural world 🌈. So bring along your walking shoes and prepare your best dinosaur-related questions for this trip. Everyone is welcome to join but to keep it fun for everyone, places are restricted to 20 people max. PRACTICAL INFO: **Make sure to only subscribe if you can attend the event**. As usual we ask for a **5 EUR fee** for this activity ***on top of the entrance fee of the museum (to be payed at the museum entrance individually)***. or a 40 EUR membership fee for multiple activities throughout the year. Drinks on the square Jourdan after the visit are also part of the planning (but not obligatory ofcourse). Kindly complete your registration before signing up. Thank you! Fees can be payed to: Yifei Yang BE12363234512492 Communication: your name+ DINO EVENT

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

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.