ICO

**What this is** Bank-desk feel without the stress. We refine playbooks, review trades, mark up charts, and keep each other honest on risk. **Where** Motel One Zurich, bar area. Head to the bar and ask for Financial Network Zurich. **When** Mondays, 19:00 to 22:00 19:00 arrivals and setup 19:20 market wrap and key levels 19:40 trading style analysis, indicators and strategy sharing 21:00 Open Networking **How we roll** Process first. Discipline always. Profits follow. **Bring** Laptop or a device where you can access your broker or charts. **Food and drinks** Order food and drinks with the waitresses whenever you like. **LINKS** Community Owner’s Direct (All Infos & Questions): Alessandro +41 76 279 32 84 WhatsApp Group: https://chat.whatsapp.com/DCSSmdHj7xr6F39ZAAWubX Financial Network Zurich: https://www.meetup.com/entrepreneurs-focus-and-network-workshop/ Founder’s Links (Alessandro): https://linktr.ee/alessandronfthyme

Following up our last meetup "LLM Coding Agent and Effect On Teams" we go hands on this time. **Human vs Machine – Hands-On Workshop** Who's actually in charge when you're coding with AI? In this 2-hour hands-on lab, you'll find out — by living it. Each group picks a LLM working mode and runs with it. All groups tackle the same coding kata. The kata is intentionally hard. You probably won't finish it — and that's the point. We'll pause, reflect, and get into it: \* Where did AI help? \* Where did it get in the way? \* What did you actually learn? Bring 👨🏻‍💻 your laptop your preferred 📟 code language your 📢 opinions AND your ready to use 🧠 AI tool.

Join us for the weekly Language Exchange! 🚀 Language Exchange WhatsApp Chat https://chat.whatsapp.com/C36TAgOl8Ei5qsWMNPZpHU Join the weekly Language Exchange (every monday) to work on your language skills, socialize and meet cool and open people. 💡HOW DOES IT WORK💡 1. Come to the location (for Spring and Summer the event will take place on a outside)☀️🍹 2. The Event Host will greet you🤜🏽🤛🏾 3. Choose the language flag that interests you and speak the language of the flag🇪🇸🇬🇧🇵🇹🇮🇹🇩🇪🇨🇭🇫🇷 4. Start talking with people around the world and improve your language skill💪🏽💭

Kommen Sie vorbei und lernen Sie care 4 kids kennen. Wir stellen uns vor, erzählen Ihnen über unseren Jobmöglichkeiten und beantworten alle Ihre Fragen. Wir sind im Starbucks an der Europaallee 7 (neben HB Zürich). Sie finden uns drinnen am Tisch . Auf dem Tisch sind care 4 kids Schablonen aufgestellt, damit Sie uns schneller sehen.:) Bitte bringen Sie Ihren vollständigen Lebenslauf mit und konsumieren Sie ein erfrischendes Getränk. Wir freuen uns auf Sie. *** Come and learn about care 4 kids and let us answer all your questions. Please find us at Starbucks Europaallee 7 (next to HB Zurich). We have care 4 kids sign set up so you can find us faster. :) Please bring us your CV and have a refreshing drink. We very much look forward to meeting you! ***

Swiss Chan Circle – Session: Qigong, Ba Duan Jin & Achtsamkeitsmeditation (J **👥 Für wen**: Alle, die ihr mentales Wohlbefinden fördern und ihre innere Balance finden möchten **Beschreibung:** Willkommen zu einem entspannenden und heilenden Treffen, bei dem wir Körper und Geist in Einklang bringen. In /\*/-\*dieser Veranstaltung werden wir traditionelle Praxisformen erleben: **Qigong (氣功)**, sowie **Achtsamkeitsmeditation (正念禪修)**. **Qigong (氣功) (18:00 - 19:00)** Diese alten chinesischen Übungen fördern die Lebensenergie (Qi) und stärken Körper und Geist. Durch fließende Bewegungen und gezielte Atemtechniken wird das Energiegleichgewicht wiederhergestellt, was zu mehr Vitalität, innerer Ruhe und körperlicher Ausgeglichenheit führt. **Achtsamkeitsmeditation (正念禪修) (19:00 - 20:00):** In der Meditation üben wir, mit voller Achtsamkeit im Moment zu leben. Durch gezielte Meditationstechniken bringen wir unsere Gedanken zur Ruhe und öffnen uns für das Hier und Jetzt. Diese Praxis hilft, Stress abzubauen, emotionale Klarheit zu gewinnen und ein tieferes Gefühl der inneren Ruhe zu erreichen. **Was erwartet dich?** * Sanfte Einführung in Qigong-Übungen * Geführte Achtsamkeitsmeditation für Entspannung und Konzentration * Gelegenheit zum Austausch und zur Stärkung der Gemeinschaft **Für wen ist dieses Event geeignet?** Diese Veranstaltung richtet sich an alle, die mehr über Achtsamkeit, Meditation und Qigong erfahren möchten – egal, ob du Anfänger oder erfahren bist. Komm mit einem offenen Herzen und einer Neugier für die Praxis! **Anmeldung:** Bitte melde dich im Voraus an, da die Plätze begrenzt sind. Wir freuen uns auf deine Teilnahme und darauf, gemeinsam diese tiefgehenden Praktiken zu erleben! **Preisstuktur** \- Erste Sitzung: Kostenlos \- Einzelne Sitzung: CHF 15 pro Stunde \(z\.B\. Qigong für die erste Stunde \+ Meditation für die zweite Stunde = CHF 30\) \- Alternativ: Ein 10er\-Paket für CHF 20 pro 2\-Stunden\-Sitzung

Hallo! Mein Name ist Michał und ich bin langjähriger Meditationspraktizierender und Bewusstseins-Coach. (Die Veranstaltung findet im GZ Heuried – Döltschiweg 130, 8055 Zürich statt. **Ich bitte um eine schriftliche Bestätigung deiner Teilnahme bei der Anmeldung.)** https://gz-zh.ch/gz-heuried/angebote/meditation-runterkommen/ In dieser geführten Meditation werden wir die Realität genau so beobachten, wie sie ist. Wir konzentrieren uns auf den Geist, den Körper und die Empfindungen im Körper. Die von mir geleitete Meditation ist in der Vipassana-Tradition verwurzelt und enthält Elemente der non-dualen Bewusstheit. Ich verwende keine Visualisierungen oder göttliche Bilder – sie ist so einfach wie möglich und meiner Erfahrung nach die effektivste Methode, die wahre Natur der Realität allmählich Tropfen für Tropfen zu erkennen. Diese Meditation ist für alle spirituellen oder religiösen Hintergründe offen. Der Abend besteht aus **einer Stunde Meditation**, gefolgt von **30 Minuten Fragen und Antworten**. Ich würde mich sehr freuen, wenn du an diesem Abend teilnehmen würdest. **Gebühr – 20 CHF**. Wenn du finanzielle Schwierigkeiten hast, kontaktiere mich bitte, und wir können über andere Möglichkeiten sprechen.

Hi there! I’m happy you have come across **Afro Dance Fitness classes**! Are you interested in group fitness (all levels) or dancing, Afrodance and Working out in a group of likeminded women to Afrobeats music, then this is for you! Afro Workout is an Afrodance inspired Dance Fitness Class in Zürich that combines dynamic dance moves and intensive Workout to Afrobeats. Similiar to Zumba but to Afro music including dance movement, fitness and sculpt. Afro is all about Good Vibes! Expressing a joy of living, to be confident and feel good in your body. Classes take place **every Monday from 7-8 pm** in Zürich Altstetten. For all levels! You don’t have to be a dancer or a fitness geek. Party, Dance and sweat with us to Afrobeats! First class is always free for first timers! Sign up for the FREE class [Free class](https://afroworkout.as.me/free-class) Please always sign up and RSVP to every class, via Meet up Event, [Email](vanessa@afroworkout.com) vanessa@afroworkout.ch, DM on Instagram or Sign up link on Website. There will be always more people in a class then shown on Meet up. Don‘t hesitate to sign up via above mentioned channels. Can‘t wait! Check daily updates and classes on [Instagram](https://instagram.com/afroworkout.ch?igshid=YmMyMTA2M2Y=) Website for more information and class info [www.afroworkout.ch](https://www.afroworkout.ch) Move, Dance and Stay Fit to Afrobeats!

RSVP here: [https://www.rsv.pizza/zug](https://www.rsv.pizza/zug?utm_source=luma) *** ​🍕 Join us at CV Labs Zug as we celebrate Bitcoin Pizza Day, a milestone moment in crypto history marking the first real world Bitcoin transaction, when 10,000 BTC were famously exchanged for two pizzas in 2010! ​What started as a simple purchase has become a global symbol of how far the ecosystem has come and a reminder of the innovation still ahead. **​What to expect:** * ​Free pizza & good vibes * ​Bitcoin & crypto enthusiasts sharing insights * ​Good conversations into the world of bitcoin & other cryptocurrencies ​RSVP on the [PizzaDAO website](https://www.rsv.pizza/zug?utm_source=luma) to secure your spot. ​Whether you are deeply embedded in the space or just getting started, this is the perfect opportunity to plug into one of the world’s most active blockchain communities

Let's meet at the CNC meetup on Thursday, May 21st, 2026, at 15:00 CET. **Location:** VSHNtower, 8th floor, Neugasse 10, 8005 Zürich **Agenda:** Would you like to speak at this event? Contact us at [https://cnc-meetup.ch](https://cnc-meetup.ch)! Guidelines: * All sessions are held in English. * No product or sales pitches are allowed. * All projects showcased should be open source. * We cannot cover travel costs, but we welcome speakers from other regions. * We're seeking more diversity among our speakers: underrepresented groups are welcome! 14:30 – Door Opening 15:00 – Welcome, Intro, & Announcements 15:05 – Kuberik: Safe, Hands-Off Deployments for Kubernetes (Luka Rumora) 15:35 – 5 minutes pause 15:40 – Kubernetes Without the Operator: A Minecraft Panel with Rust and kube-rs (Hadi Cherkaoui, CM Informatik AG) 16:10 – 5 minutes pause 16:15 – Vibe Code Survival Guide for Open-Source (Vadim Bauer, 8gears) 16:45 – 5 minutes pause 16:50 - Writing a Kubernetes Cluster Autoscaler Provider with externalgrpc (Marco De Luca, VSHN) 17:20 – Final words, networking & apéro Kuberik: Safe, Hands-Off Deployments for Kubernetes (Luka Rumora) Most teams deploying to Kubernetes end up in one of two places: either GitOps that stops at applying manifests, or brittle CI pipelines full of bash and glue. Both fall short of true end-to-end delivery. The ideal is well known—canaries, health checks, smoke tests, promotions, rollback—but Kubernetes lacks a native, reusable way to compose these without reinventing everything. Existing tools solve pieces (Argo Rollouts, Flagger, Kargo), but not the whole pipeline. Kuberik fills that gap: it orchestrates the full journey from release to production—detecting, gating, rolling out, verifying, and promoting—using opinionated, pluggable Kubernetes resources that integrate with existing GitOps setups. Luka is a Lead SRE with 10 years of experience building platform infrastructure and internal developer tooling, always with the same focus: systems that are robust, easy to maintain, and a pleasure to use. Over the years, he has watched the delivery tooling landscape change, from Jenkins to GitLab CI to Drone to GitHub Actions, yet the fundamental approach to CD has stayed the same: step-based pipelines with the same challenges they had a decade ago. He built Kuberik because he believes we can do better. Kubernetes Without the Operator: A Minecraft Panel with Rust and kube-rs (Hadi Cherkaoui, CM Informatik AG) Anvil is a Kubernetes-native Minecraft server panel written in Rust. It creates one StatefulSet, PVC, and Service per server through direct kube-rs calls, with no CRD and no controller. The Kubernetes API itself is the runtime state store; every user action is a direct API call. This 20-minute talk argues that the operator pattern is sometimes the wrong tool. Controllers earn their complexity when there's autonomous state to reconcile. They become a ceremony when there isn't. Anvil is a worked example of the imperative alternative, running on a home lab k0s cluster. Hadi Cherkaoui is a 17-year-old EFZ Plattformentwickler apprentice at CM Informatik AG in Schwerzenbach, ZH. He works daily with k0s and FluxCD, and is interested in Kubernetes, Rust, infrastructure automation, and homelab projects. Vibe Code Survival Guide for Open-Source (Vadim Bauer, Container-Registry.ch) Vibe code is flooding open-source projects with an ever-growing volume of pull requests and ideas. Banning AI contributions isn't the answer, yet it is difficult to resist. How can open source projects survive and keep progressing despite the pressure? This talk covers the project playbook we're building in CNCF Harbor and Harbor Satellite: defining a clear project direction so contributors, human or AI-assisted, know what's in scope before they contribute. Setting explicit acceptance criteria and guardrails. Using AI on the maintainer side to triage, review, and filter the growing volume of contributions. Deciding as a project where your boundaries are, what's core, what's an extension, and what's out of scope, so you stop drowning in well-intentioned feature PRs that slowly erode coherence. We share what works, what fails, and how we are rethinking open-source, contributions, community, and project Vadim Bauer is a Container Silverback with over a decade of experience in running containers in production. As a maintainer of the CNCF project Harbor, he focuses on extending the boundaries of OCI artifact management, adoption, and developer experience. At 8gears, Vadim helps cloud providers, ISVs, and enterprises adopt Harbor and use OCI capabilities. Writing a Kubernetes Cluster Autoscaler Provider with externalgrpc (Marco De Luca, VSHN) The Kubernetes Cluster Autoscaler decides when to scale, but it doesn't know how to create a VM. That's the cloud provider's job, and the upstream tree covers mostly big clouds. With externalgrpc, you can plug virtually any cloud into the autoscaler over gRPC. This talk first looks at how the Cluster Autoscaler works under the hood and where the cloud provider fits in. Then we walk through implementing one for a Swiss IaaS provider as an out-of-tree gRPC service: the design choices, the parts of the contract that matter, and the gotchas you only find by reading the autoscaler source. By the end, you'll know how to attach autoscaling to a cloud that isn't on the upstream list. Marco De Luca is a software/infrastructure engineer at VSHN AG. He spends most of his time on Kubernetes platforms, developer tooling, and making sure things don't break at 3 AM. At mdnix.io, he writes about infrastructure, Linux, Kubernetes, and the things he builds along the way. When he's not behind a terminal, he's somewhere in the Alps with his camera or having a private jam session with his guitar. The event will be recorded and made available on VSHN's YouTube channel: [https://vshn.tv](https://vshn.tv). Subscribe to stay notified of updates. We expect all participants to abide by VSHN's Conference Code of Conduct: [https://www.vshn.ch/en/code-of-conduct/](https://www.vshn.ch/en/code-of-conduct/) If you would like to share your cloud-native projects at the CNC Switzerland meetup events or sponsor future events, just send us your talk suggestion here: https://cnc-meetup.ch. We look forward to hearing from you!

**Zurich's only competitive social game night where winning can pay off \| Every 3rd Tuesday** 🎟️[ ](https://eventfrog.ch/ZFGJackpotnight)**[\[Get Your Ticket - CHF 5\]](https://eventfrog.ch/JackPotnight)** **🏆 THE CHALLENGE** Tonight isn't just about playing — it's about winning together. **Play** → Join a hosted table (70+ games available) **Win** → Win any 2 different non-cooperative games **Jackpot** → Earn a Golden Raffle Ticket **Draw** → At 22:30, one winner takes a CHF 50 Coopers Pub voucher No experience needed — just a bit of luck, strategy, and good vibes 🍀 **🎲 JUST HERE TO PLAY & HAVE FUN?** Totally fine! If you want to skip the challenge and simply play, chat, and enjoy the evening, we've got you covered. We always run casual tables alongside the jackpot challenge — same great games, zero pressure, pure fun. **🎲 GAMES & CROWD** **70+ curated games:** Party, strategy, bluffing & social deduction — something for every taste and skill level. 🌐 **See full game list:** **[Website](https://zurichfungamers.com/list-of-games)** **The vibe:** Mixed and welcoming — expats & locals, beginners & experienced players all share tables. English-speaking, all languages welcome. 💡 **Pro tip:** Arrive early for smoother table placement and more time to play! **🤔 WHY ZFG?** We're Zurich's most vibrant non-profit board gaming community. No cliques, no awkward standing around — just sit down, roll dice, and make friends. 🎟️ **[\[Secure Your Spot - CHF 5\]](https://eventfrog.ch/JackPotnight)** 🎟️ **Regular player?** See our Annual Legends Pass in Dopi/Ladies Night events 📲 **Join Switzerland's biggest board gaming WhatsApp community** for weekly updates : **[Whatsapp](https://chat.whatsapp.com/GhVuGiUwPpi3BkhskOUJgp)** 👉 **Official [Website](https://zurichfungamers.com/)** 📲 **Follow us on [Instagram](https://www.instagram.com/zurichfungamers/)** 🎟️ **[\[Reserve Your Ticket\]](https://eventfrog.ch/JackPotnight)**

**⚠️ [>>Ticket needed (click here)<<](https://eventfrog.ch/de/p/essen-trinken/digital-detox-cafe-7458497765120727342.html) or** **[www.social-circle.ch](www.social-circle.ch)** **Unplug & Create: Digital Detox Café at Paint it Easy** Take a break from screens and reconnect with yourself and others at our Digital Detox event in Zürich’s most inviting creative space, Paint it Easy. We’ll kick off the evening with a relaxed atmosphere, setting the tone for a mindful and inspiring night. Join our craft group: [https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3](https://chat.whatsapp.com/JPIASNUJGwD23UUweSe0s3) Choose your path for the evening: **Deep Talk with Question Cards:** Dive into meaningful conversations and connect with fellow participants on a deeper level. **Boardgames:** Just for fun or to meet new people. **Creative Activities:** * **Drawing** (included) * **Canvas Painting** (CHF 10/hour + canvas, e.g., 30x40 cm: CHF 9) * **Pottery Painting** (CHF 20–45 per piece) * **Jewellery Making with Beads** (CHF 10/hour + materials, avg. CHF 20–30) * **Linocut Printmaking** (CHF 25–35 per piece) **Location:** Paint it Easy, Zürich **Ticket:** CHF 15 **Includes :** Welcome drink\*, drawing material, notebook, games. **Doesn't include** : optional creative activity fees (depending on your choice) \*Warm drink, homemade iced tea, or lemonade Want more events like this? Join our community! [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP) No experience needed—just bring your curiosity and an open mind! Whether you're painting, reflecting, or connecting, this is your space to recharge, express, and enjoy. Please note that pictures might be taken and used, if you don't want to be on them please let the host know. Tickets are not refundable. #digitaldetox

We keep it a fun and practical language exchange. First thing you'll notice is we match you with **fluent speakers** in your target language. **Event Flow** **18:45–19:15** → Registration Scan the QR code to tell us your fluent and target languages. **19:15–20:30** → Language Exchange Powered by our **Learn by Flipping** method. **20:30 onwards** → Stay, chat, or head off — totally up to you 😉 **What is "Learn by Flipping"?** **Practical** → You speak with fluent speakers in your target language. **Collaborative** → Every 5 minutes, you switch roles: learner ↔ helper. **Fun** → Small groups, good energy, and a bar atmosphere — without the chaos. Save some time by [Signing up to our web app](https://fliplingoes.com/) beforehand. **Entrance:** 10 CHF (includes a tapa) Please note, event registration closes after 7:15PM

Welcome to the 24th edition of the Hack The Box Zurich Meetup. We will meet in person at the [University of Zurich, Digital Society Initiative](https://www.dsi.uzh.ch/) for another HTB machine walkthrough. In this session we will cover [Fluffy](https://www.hackthebox.com/machines/fluffy), a Windows machine designed around an assumed breach scenario, exploiting CVE-2025-24071 and ACDS. You will need: * Your own laptop with Wi-Fi (don't forget your power adapter) * A Hack The Box account, [register here](https://account.hackthebox.com/register) (don't use Google or LinkedIn) * Some experience working with a terminal (cmd.exe / shell) * *Optional*: local virtual machine running your preferred hacking OS (browser-based VM is provided alternatively) * Motivation and good mood The participation is free of charge. This is an onsite event, neither online-participation is possible nor recording will be provided. **Attendance is exclusive to registered participants. Please use the RSVP button to confirm your participation.** The meetup takes place with the kind support of [Project CYREN ZH](https://cyrenzh.ch/) who are hosting the venue. **Please note**: seats are allocated on a first-come-first-serve basis. After reaching max capacity, guests will be added to a waiting list. If you change plans, and are not able to come, please kindly release your seat for someone on the waiting-list. **Unexcused no-shows will be excluded from future participation.**

We are back for another round of a Lock Picking & Soldering Dojo, presented by DC4131. This is a hands-on technical workshop featuring finessing your skills at lock picking and/or soldering (#BadgeLife) [DEFCON Switzerland members ](https://www.defcon-switzerland.org/#pages/portfolio)will have priority to available spaces & equipment. Spaces & hardware are limited and thus are provided in a 1st come 1st serve basis. In this edition, we invite you to explore and experience lock picking and soldering (#BadgeLife), taught by Vratko, Salvatore Pascal and Remy. Don't miss out on a great day of fun, and who knows where these newly acquired skills may come in helpful..... ;) Stay Legal. **What can you expect?:** **14:00** \- Intro presentations to soldering safetys\, challenge area\, couch lockpicking **Soldering Workshop (#BadgeLife) -** **14:00 - 17:30** \- Drop in/out style \- DIY Soldering (Beginner and advanced) Soldering-Kits available and free for all [official DC4131 members](https://www.defcon-switzerland.org/#pages/portfolio), and also available (with a small charge) to non-members, while supplies last. **Lock Picking Workshops -** **14:30** \- Intro to the basics \- Hands\-on lock picking tutorials **15:30** \- Challenge\! Competition Introduction \- What's at stake to win\! **15:45** \- Advanced lock picking tutorials **16:30** \- Challenge\! Competition **17:00** \- Competition Finals and Winner Award Ceremony **18:30** \- Close Down If you're still not a DC4131 member, and would like to join the family, drop us a mail at ***membership[@]defcon-switzerland[.]org***, and we'll get you singed up in no time! :)

**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

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Early-bird coffee and conversation at [Shibam Coffee](https://shibamcoffee.com/)!

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

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