IT Infrastructure

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.

**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

Get stronger, train smart, and end every session with a laugh. We'll do a full-body strength workout followed by 1–2 fun games. Bring your training shoes and some water. **Schedule:** \-19:00 – 19:15 \| Setup & warm\-up \-19:15 – 19:55 \| Full\-body strength training \(squat\, hinge\, push\, pull\) \-19:55 – 20:20 \| 1–2 fun games – let yourself be surprised \-20:20 – 20:30 \| Cleanup **What to bring:** \- Indoor sport shoes \(clean soles\) \- Water bottle \- Towel \- Training clothes you can move and sweat in \- Changing rooms available\, no shower on site **Cost:** 3 CHF per session (covers hall rental). Twint to +41 79 123 16 74 or cash. **For everyone:** All levels welcome. The 4 main exercises are scaled to your level – beginners get easier variations, experienced lifters get challenged. The program is built around progressive overload to help you reach your goals effectively – whether that's weight loss, muscle gain, injury prevention, or just getting stronger. The games change every session – think "people playing in a gym" rather than "sports league". No skill needed, fun is what matters. Want updates and spontaneous session info? Message me directly to join our WhatsApp group. See you Monday! *** Stärker werden, smart trainieren, und jede Session mit einem Lachen beenden. Wir machen ein Ganzkörper-Krafttraining und danach 1–2 Fun Games. Bring Trainingsschuhe und Wasser mit. **Ablauf:** \- 19:00 – 19:15 \| Aufstellen & Warm\-up \- 19:15 – 19:55 \| Ganzkörper\-Krafttraining \(Squat\, Hüftstreckung\, Drücken\, Ziehen\) \- 19:55 – 20:20 \| 1–2 Fun Games – lass dich überraschen \- 20:20 – 20:30 \| Aufräumen **Was mitbringen:** -Hallenschuhe (saubere Sohlen) \- Wasserflasche \- Handtuch \- Trainingsklamotten zum Bewegen und Schwitzen -Umkleidekabinen vorhanden, keine Duschen vor Ort **Beitrag:** 3 CHF pro Session (deckt Hallenkosten). Twint auf +41 79 123 16 74 oder Bar. **Für alle:** Alle Levels willkommen. Die 4 Hauptübungen werden auf dein Level skaliert – Anfänger bekommen einfachere Varianten, Erfahrene werden gefordert. Das Programm setzt auf progressive Overload, damit du deine Ziele effektiv erreichst – egal ob Gewichtsverlust, Muskelaufbau, Verletzungsprävention oder einfach stärker werden. Die Spiele wechseln jede Session – stell dir eher "Leute spielen in einer Halle" vor als "Sport-Liga". Kein Skill nötig, der Spass steht im Vordergrund. Updates und Infos zu spontanen Sessions? Schreib mir direkt für die WhatsApp-Gruppe. Bis Montag!

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! ***

🌿 **Imagine finishing a peaceful walk in nature… feeling lighter, clearer, and deeply connected to yourself again.** If something inside you is asking for space, clarity, or an emotional reset, this session may be exactly what you need. If you’ve been feeling overwhelmed, stuck, or disconnected from your inner calm, this Nature Coaching Session offers a gentle space to pause and realign. This is a **1:1 guided coaching walk in nature**, designed to help you slow down, reconnect with yourself, and hear your inner voice again. Nature has a powerful way of softening the mind and opening deeper awareness. During our walk, you may experience: • releasing built-up stress • quieting the mental noise • moving from overthinking into embodied presence • accessing new perspectives and insights • feeling grounded, supported, and more like yourself again ***You don’t need to prepare anything, just come as you are.*** Depending on what is alive for you, we may explore topics such as: • finding clarity around a personal or emotional situation • reconnecting with your inner voice and intuition • navigating life transitions or uncertainty • reducing overwhelm or anxiety • identifying and shifting limiting beliefs • cultivating deeper presence, self-trust, and inner peace This is a **safe, compassionate space** where you can speak openly, reflect, and reconnect with what truly matters to you. ### How the session works 🌿 We meet in a beautiful natural location in **Zurich Seebach** (exact spot shared after booking). 🌿 The session lasts around **60 minutes**. 🌿 We walk at a relaxed pace — it’s not about distance, but about **presence and connection.** 🌿 During the walk you’ll receive gentle guidance, reflective questions, grounding practices, and intuitive coaching support. 🌿 **This session is offered on a donation basis.** You’re invited to contribute an amount that feels aligned for you, based on the value you receive and what you’re able to give. ***Payment can be made after the session (cash or Twint).***

I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg Rennweg 12, 8001 Zurich. Designed to strengthen, release and stretch muscle tensions, conditioning your body by increasing your range of motion and flexibility as well as overcoming back pain; improving your posture and circulation so you can exercise more efficiently, whilst keeping your body injury free. The class is structured as a workout & stretch combination. Open to all levels. You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session. There's a small cost to cover the venue and facilities - CHF 40.- For more details about the training provider please see: https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich

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!

**This Meeting’s Theme: “Adventure”** Every speech is a thrilling adventure! ️ It's about having the courage to explore uncharted ideas , navigating the unknown terrain of the stage , and taking your audience on an exciting journey they'll never forget. So, pack your bravery , map out your story, and let's discover new worlds together! \*\*\* You can **pay directly via Meetup**! For this meeting, we’re collecting **CHF 37**, which also includes a delicious dinner prepared by the restaurant. That’s dinner *and* personal growth in one go—what a deal! ️✨ Per default, you're in for the vegetarian option. If you want meat, let us know via PM before Sunday! \*\*\* \*\* Practice public speaking, sharpen your communication, and grow your leadership skills\*\* Ever wanted to feel more confident speaking in front of others? Or perhaps become a better communicator and leader? Toastmasters is the perfect place to challenge yourself in a warm, supportive, and safe environment. Here, you can practice, learn, grow, mentor, and share—while having a laugh or two along the way. With over **16,600 clubs worldwide**, Toastmasters helps people reach their full potential as confident speakers and inspiring leaders. \*\*\* \*\* Welcome to Zuriberg Toastmasters Club\*\* We usually meet on the **1st, 3rd, and 4th Tuesday** of each month in the beautiful **Zunftsaal** at *Restaurant Weisser Wind* in Zurich. (We’ll always notify you if there's a change in venue.) \*\*\* **️ What to expect at a meeting** Each meeting is hosted by the **Toastmaster of the evening**, who welcomes guests and introduces the *Word of the Day*. Then, we move into the main event: **️ Prepared Speeches** – 3–4 speeches, each 5–7 minutes long **️ Dinner Break** – Enjoy a delicious meal together \*\* Speech Evaluations\*\* – Supportive and constructive feedback \*\* Table Topics\*\* – Fun impromptu speaking, open to guests too! \*\* Meeting Evaluation\*\* – A general overview and suggestions for improvement **️ Guest Feedback & Closing** – Share your thoughts and wrap up the evening \*\* After-Hours Conversations\*\* – Stick around for drinks and good chats \*\*\* **❓ FAQs** **Do I have to speak at my first meeting?** Nope! You’re welcome to just observe. If you feel comfortable, you can introduce yourself and maybe even try Table Topics. Totally optional! **Is there a teacher or instructor?** There’s no formal instructor. The club is run by elected members, and learning happens through practice and peer feedback. You’ll receive a speaking guidebook and can also request a mentor. **Do I have to pay for the dinner?** Yes, the CHF 37 fee covers dinner and the venue. Soft drinks are not included and cost approx. CHF 6. **How many people attend?** Usually between **20–30 people**, a mix of members and guests. Meetup RSVPs mostly reflect guest numbers. **What is Toastmasters International?** A nonprofit founded in 1924 with **16,400+ clubs** in **141 countries**, Toastmasters helps people become better speakers, communicators, and leaders. **Can anyone join?** Yes! Anyone **18 or older** is welcome to become a member. **What is the refund policy?** Unfortunately, we cannot offer refunds for cancellations. But we know that life can get in the way, so guests cancelling two or more days prior to the event are welcome to reach out via private message and we can coordinate a visit at a later date without further charges. \*\*\* We look forward to seeing you—whether it’s your first word or your first speech. Come for the skills, stay for the stories!

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! :)

Hi everyone, Following the fantastic energy of our first gathering of 2026 at Horn & Company in January—where we kicked off the year with three insightful speeches—we are excited to keep that momentum going! While the January session gave us plenty of food for thought, this next meetup is all about the community. We’re organizing an informal evening to reconnect, discuss the latest in People Analytics, or simply enjoy a drink with fellow practitioners before the summer begins. The gathering will take place at a central, relaxed venue near Zurich HB (details will follow and be shared with all registered participants – make sure to share your email during registration as a prerequisite). This is a "pay-your-own-way" event - you can order drinks and snacks as you wish. **Date and Time:** Tuesday, 19 May 2026 @ 18:30 – 20:00 **Location:** Near Zurich HB - details will follow and be shared with all registered participants on Meetup. **Costs:** This is a "pay-your-own-way" event. You can order drinks and snacks as you wish. **Registration:** meetup.com/people-analytics-switzerland (RSVP close time on Thu, 14 May at 23:00) **Contact:** marco.selva@ferris.ai / andre@obereigner.co We are looking forward to seeing you there. Best regards, Marco and Andre

JavaScript is single-threaded, yet it powers the world's most complex real-time interfaces. Behind that magic lies the event loop; a mechanism that is often misunderstood, feared, or simply ignored until a performance bottleneck brings your app to a screeching halt. This May, we’re celebrating Star Wars month by traveling to the core of the JS galaxy to bridge the gap between "it just works" and "I know why it works". Join us for an evening of live-coding and deep dives. Whether you’re a Padawan or a Jedi Master, come learn how to make the runtime work for you, not against you. **Agenda** * 17:30 – **Doors open** * 18:30 - 18:50 – **Settling in & Intro** * 18:50 - 20:30 – **Talks and pizza** * 20:30 – **Networking** **Explore the detailed agenda and speaker info: [https://zurichjs.com/events/may-2026](https://zurichjs.com/events/may-2026/?utm_source=zurichjs&utm_medium=meetup&utm_campaign=meetup_track)** **About the organizers** * **[Bogdan Ilie](https://www.linkedin.com/in/ilie-bogdan/)** is a user advocate. He's dipped his toes into Web Development, Technical Writing, Marketing, Design, and more. That makes him uniquely predisposed to identify improvement opportunities anywhere in the chain, or come up with unique solutions to problems. Nowadays, he's building websites and webapps at novu ag, using his beloved framework, Vue. * **[Faris Aziz](https://www.linkedin.com/in/farisaziz12/)** is a front-end master and Staff Software Engineer at Smallpdf, after his Engineering management job at Navro, a fintech company in the UK. Faris is a mentor, conference speaker, and workshop instructor, most recently at CityJS and other major conferences. He has contributed to open-source projects like Raycast and has mentored on platforms like Mentor Cruise. His projects include work on GCN, Eurosport, Discovery+, Fiit (a top UK fitness app), and he was the founding engineer of Navro in London. He also serves as a technical mentor at the Bletchley Institute. * **[Nadja Hesselbjerg](https://www.linkedin.com/in/nadja-r%C3%B8mer-hesselbjerg-47002a12b/)** is a Zurich-based frontend developer with a flair for crafting sleek, user-friendly web experiences. With a passion for innovative UX/UI design, she transforms complex ideas into intuitive digital solutions. Her multicultural background adds a unique perspective to her work. When she's not coding, Nadja is likely exploring the latest design trends or enjoying the vibrant Swiss tech scene. **Who are the awesome sponsors and partners?** * **[Vercel](https://vercel.com/?utm_source=zurichjs&utm_medium=sponsored_meetup&utm_campaign=zurichjs_partner_2026)** is THE platform for frontend developers, providing the speed and reliability needed to create at the moment of inspiration. We love Vercel because they’ve turned the "manual labor" of deployment into a simple `git push`. By handling the heavy lifting of global infrastructure and serverless scaling, Vercel allows us to focus on what we actually enjoy: building great user experiences. Whether you’re using Next.js, Nuxt, or SvelteKit, Vercel is the gold standard for shipping fast and staying in the flow. * **[GYFF](https://www.getyourfreefast.ch/?utm_source=zurichjs&utm_medium=sponsored_meetup&utm_campaign=zurichjs_partner_2026)** is a Swiss platform that facilitates connections between IT experts and businesses, where they vet both the companies and the freelancers, so the collaboration goes smoothly. **Get involved** * Have an interesting idea? * Something missing from all meetups in this space? * Do you have feedback? * Wanna buy us a coffee? * **Got a venue idea?** We love rotating locations to showcase Zurich’s tech ecosystem. Reach out, we’re always scouting fresh spots for our upcoming events. There are multiple ways to get in touch: * **[conf.zurichjs.com](https://conf.zurichjs.com)** \- get your conference ticket and find out more\! * **[zurichjs.com](http://www.zurichjs.com/)** \- the source of truth for all things zurichjs\, including all social links to follow us and interact with us online Our goal is to create a space where everyone can bring value and feel like they are getting something out of it. We are open to sponsorships and partnerships, and we would appreciate you **sharing the event** and message us about opportunities. We are also committed to fostering a respectful and psychologically safe space where anyone can share their ideas. If this is your first time speaking, or if you need help preparing for a talk, we are happy to offer guidance and support.

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.

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

**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

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

**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

**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.