Decentralized Systems & Applications

Welcome to the Competitive Play Session. This session takes place every Saturday from 10:45 to 12:15 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Players are accepted into the session based on skill suitability. This session is for experienced players looking for quality games. Play is focused on doubles with a competitive mindset and consistent rallies. You should be comfortable smashing, return smashes and keeping up a moderate tempo throughout the session. New players and those who are new to badminton are welcome to join the PM Session (Open Level Play). Payment can be made via TWINT after the session.

This acts as an announcement to the authorised public event of the Palestine demonstration at Helvetiaplatz hosted by [Palestine Committee Zurich](https://www.instagram.com/palestinecommitteezurich/). On May 15, the Palestinian people and the international solidarity movement commemorate Nakba Day (“the Catastrophe”). Nakba refers to the brutal massacres committed against the Palestinian people, the systematic destruction of hundreds of villages and cities, the ethnic cleansing and displacement of hundreds of thousands of Palestinians from their land, as well as the attempt to destroy Palestinian culture and identity through the horrific terror of Zionist militias. And the Nakba continues! It is even extending to other countries in the region by the same Zionist regime! Let's gather our voices to stand for the rights of a dignified life for the people in the middle east, let's speak up for the murdered and the suffering. **Related Link:** Instagram: [https://www.instagram.com/palestinecommitteezurich/p/DX9v9fBMihK/](https://www.instagram.com/palestinecommitteezurich/p/DX9v9fBMihK/)

Welcome to the Open Level Play Session. This session takes place every Saturday from 12:15 to 13:45 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Open to players of all skill levels. This session is for doubles with a relaxed and social focus. Ideal for casual play, improvement and meeting new players. Payment can be made via TWINT after the session.

*English version below👇* **[>>Ticket (hier klicken)<<](https://eventfrog.ch/en/p/miscellaneous/uno-challenge-der-praktikant-7457165287214843782.html) oder** **[www.social-circle.ch](https://social-circle.ch/)** 🃏 **Rekordversuch -** **die grösste UNO-Challenge der Schweiz** mit **Der Praktikant** im **HeadsSquarter Coworking Space** Vergiss krasse Turniere. Hier geht's um lockeres UNO mit netten Leuten. Egal ob du seit Jahren keine Karte mehr angefasst hast, an Weihnachten alles abräumst oder behauptest, die Regeln vergessen zu haben (aber komischerweise immer gewinnst). 📲 Unsere WhatsApp-Gruppe für das Event: [https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd](https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd) **So läuft's ab** * **16:00** Eintreffen * **16:30** Welcome und Intro * **16:45** Speed-Friending-Runden, damit du die Leute am Tisch wirklich kennst * **17:15** Such dir dein Format: * Offene Tische, bis zu 10 Spieler:innen * 1-gegen-1-Matches, 15 Minuten pro Runde, der Sieger bleibt sitzen * **19:00** Krönung der Gewinner **Was du mitbringst** * Dein eigenes UNO-Deck. Auf der Ticket-Seite kannst du dir ein Deck buchen. Wir empfehlen aber, dein eigenes mitzunehmen, wenn du sofort losspielen willst. * Dein Pokerface und einen klaren Kopf. **Aufs Haus** Leichte Snacks vor Ort. ⚠️ Plätze sind begrenzt. Schnapp dir dein Ticket rechtzeitig. Während der Veranstaltung können Fotos und kurze Videos aufgenommen werden. Sag dem Host zu Beginn Bescheid, wenn du nicht aufs Bild willst. Tickets sind nicht erstattbar. *** **[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/en/p/miscellaneous/uno-challenge-der-praktikant-7457165287214843782.html) or** **[www.social-circle.ch](https://social-circle.ch/)** 🃏 **Record attempt -** **Switzerland's Biggest UNO Challenge,** co-hosted with **Der Praktikant** at **HeadSquarter Coworking Space** Forget hardcore tournaments. This is a playful afternoon for UNO fans at every level: total beginners, family-Christmas champions, even the one person who claims they've forgotten the rules but always wins. 📲 Join our WhatsApp group for this event: [https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd](https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd) **The afternoon** * **16:00** Doors open * **16:30** Welcome and intro * **16:45** Speed friending rounds, so you actually know the people across the table * **17:15** Pick your format: * Open tables, up to 10 players each * 1-on-1 matches, 15 minutes per round, winner stays at the seat * **19:00** Crowning of the winners **What to bring** * Your own UNO deck. We include the option to get one from us on the ticket page, but we encourage you to bring your own if you want to start playing fast. * A poker face and a fresh brain. **On the house** Light snacks at the venue. ⚠️ Limited spots. Grab your ticket early. Photos and short videos may be taken during the event. Let the host know if you prefer not to be in them. Tickets are non refundable. Join our Whatsapp newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

👉 **[>>Sign up required (click here)<<](https://eventfrog.ch/de/p/musicals-shows/show/eurovision-song-contest-watch-the-finale-with-us-free-7459869395977779333.html)** or **[www.social-circle.ch](http://www.social-circle.ch/)** Eurovision is Europe's biggest music night 🌟, and you really don't need to know any of the songs to love it 🎤. 25 countries, 25 performances, one trophy 🏆. We've got the big screen, the snacks, and four hours of glitter, ballads, and key changes you'll be arguing about for weeks 🌈. Come find out which country wins and join us for a night of fun. 📲Join our **WhatsApp group** for updates on this and similar events: [https://chat.whatsapp.com/FO7KwPbfft2A8miluRzH8p](https://chat.whatsapp.com/FO7KwPbfft2A8miluRzH8p) **The night** * 20:00 Arrival and **speed friending rounds**, so the people next to you on the sofa aren't strangers by the time the show starts 🤜🤛 * 20:45 Drinks settle, quick newcomer-friendly rundown of how Eurovision actually works (it's simpler than it looks) * 21:00 Grand Final live from Vienna, all 25 entries 🎤 * \~23:00 Last performance, voting opens, phones out, opinions loud 🇪🇺 * \~00:30 Twelve points revealed one country at a time, jury vs televote drama, winner announced 🏆 * 01:00 End. Or a little later if the room is still buzzing 🎉 **This is for anyone...** ... who watches Eurovision every year and wants the right audience for it ... who's never really watched but is curious what the fuss is about ... who likes a Saturday night that goes a little overboard Colourful clothes and costumes are very encouraged, not required 🌟 The show is long. Come for part of it or stay until the trophy is lifted. **Want more events like this?** Join our WhatsApp newsletter to stay updated: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP) Please note that pictures will be taken during the event for use on our social media. Let us know on the night if you'd prefer not to be in any 📸

Welcome to the Open Level Play Session. This session takes place every Saturday from 10:45 to 12:15 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Open to players of all skill levels. This session is for doubles with a relaxed and social focus. Ideal for casual play, improvement and meeting new players. Payment can be made via TWINT after the session.

Outstation: https://asvz.ch/ Party at finish. GM to organise running teams - coming soon

**[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)**[ ](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)or **[www.social-circle.ch](https://social-circle.ch/)** Cliffside hut, hermit caves, alpine lake — all in one Sunday 🥾 We take the train and cable car to that mountain restaurant from every Switzerland postcard, then hike down past Seealpsee back to the train 🌊🏔️ Make new friends on this daytrip, in a setting National Geographic once called the most beautiful place in the world. **Coming alone? That's totally fine!** We'll match you with people who share your vibe using the Social Circle app — we'll introduce you to it during the event **Stay in the loop:** Join our WhatsApp group for updates and the live meeting location on the day: [https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG](https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG) *If the link doesn't open on your phone, try using WhatsApp Web on your computer.* **Timeline** * **09:30**⏰ – Meet under the big clock at Zürich Main Station (HB) * **10:08**🚆 – Take the IR 13 toward Sargans from Gleis 6 * **11:14** – Arrive at Gossau SG (Gleis 3) * **11:21** – Change to the S23 toward Wasserauen from Gleis 11 * **12:13** – Arrive at Wasserauen (Gleis 1), cross the road to the Ebenalpbahn * **12:20**🚠 – Cable car up to Ebenalp (departures every 15 min, ride is \~6 min) * **12:30**🥾 – Walk through the Wildkirchli caves down to Aescher * **12:50**🍽️ – Lunch at Berggasthaus Aescher on the cliff terrace (first come first served, no reservations) * **13:30**⛰️ – Hike down the steep mountain path to Seealpsee (\~1h) * **14:30**🌊 – Time at Seealpsee (photos, snacks, feet in the lake if you're brave) * **16:00** – Walk down the valley path to Wasserauen (\~1h) * **17:00** – Arrive at Wasserauen * **17:18**🚆 – S23 back to Gossau SG, then IR 13 toward Zürich HB * **19:20** – Back at Zürich HB **✅ Included** * Snacks for the trail * Moderated Speed Friending rounds along the way * A guided tour through the Wildkirchli caves, Aescher, and down to Seealpsee **❌ Not included** * Train tickets to and from Wasserauen * Cable car up to Ebenalp * Lunch at Aescher **What to Bring** * Sturdy hiking shoes (the descent from Aescher is steep and uneven) * Water and a small extra snack * Cash can be useful for the cable car and lunch * Sunscreen and a light jacket, mountain weather shifts fast * Your smartphone for the friend-matching **Disclaimer** Participation in this event requires a valid ticket, which must be purchased in advance via the link provided in the event description. Please note that tickets are non-refundable and non-transferable. We do not accept cash payments on the day of the event. To ensure a smooth and safe experience, we kindly ask all participants to follow the instructions and announcements from the event organizers. While our team works hard to create an enjoyable and welcoming atmosphere, attendance is at your own risk. We want everyone to feel comfortable and respected. If you encounter any issues or uncomfortable situations during the event, please speak directly to a member of our team — we're here to help. We reserve the right to exclude participants from the event if they do not adhere to basic standards of respectful interpersonal behavior. This decision is at the discretion of the responsible organizers. By signing up, you agree that any content captured during the event (including photos and videos) may be used on Social Circle's social media channels and those of our partners. Please be aware that we cannot wait for late participants, as this disrupts the planned group flow and connections. If you're delayed or choose a different route, it's your responsibility to catch up with the group. A live location will be shared in the event's WhatsApp chat to help you reconnect. Want more events like this, join our newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

English below. Der Klang des Gongs erzeugt eine kraftvolle Welle, die durch den ganzen Körper fliesst, berührt jede Zelle, jeden Gedanken und jedes Gefühl, klärt, harmonisiert und führt zu tiefer Entspannung. Der Gong führt dich genau dorthin, wo deine Seele sein möchte. 💫 Mögliche Wirkungen der Klangtherapie: • Tiefe Entspannung • Befreiung von Anspannung • Abbau von Stress und Ängsten • Verbesserter Schlaf und erhöhte Konzentration • Regeneration des Nerven- und Hormonsystems • Emotionales und energetisches Gleichgewicht • Auflösung unbewusster Muster und Ängste • Verbesserung der Durchblutung und der Beweglichkeit, Entspannung der Muskeln 🎵 Klangtherapie ist eine uralte, spirituelle Methode der Heilung, Verjüngung und Transformation. Heute ist sie eine der natürlichsten Methoden, um mit sich selbst und seiner Lebensenergie in Verbindung zu treten. 💖 Kommen Sie und teilen Sie diese Erfahrung – lassen Sie uns gemeinsam in den Raum des Klangs eintauchen, wo sich der Körper entspannt, der Geist Frieden findet und das Herz sich daran erinnert, was Liebe ist. Anmeldung hier oder online: www.om-center.ch Bezahlung vor Ort auch möglich per Twint, Karte oder bar. \-\-\-\- ENGLISH \-\-\-\- The sound of the gong creates a powerful wave that flows through the entire body, touching every cell, every thought, and every feeling, clearing, harmonizing, and leading to deep relaxation. The gong takes you exactly where your soul wants to be. 💫 Possible effects of sound therapy: • Deep relaxation • Release of tension • Reduction of stress and anxiety • Improved sleep and increased concentration • Regeneration of the nervous and endocrine systems • Emotional and energetic balance • Dissolution of unconscious patterns and fears • Improved circulation and mobility, relaxation of muscles 🎵 Sound therapy is an ancient, spiritual method of healing, rejuvenation, and transformation. Today, it is one of the most natural ways to connect with yourself and your life energy. 💖 Come and share this experience—let's dive into the space of sound together, where the body relaxes, the mind finds peace, and the heart remembers what love is. Register here or online at: www.om-center.ch Payment on site via Twint, credit card, or cash possible.

**[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)**[ ](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)or **[www.social-circle.ch](https://social-circle.ch/)** Cliffside hut, hermit caves, alpine lake — all in one Sunday 🥾 We take the train and cable car to that mountain restaurant from every Switzerland postcard, then hike down past Seealpsee back to the train 🌊🏔️ Make new friends on this daytrip, in a setting National Geographic once called the most beautiful place in the world. **Coming alone? That's totally fine!** We'll match you with people who share your vibe using the Social Circle app — we'll introduce you to it during the event **Stay in the loop:** Join our WhatsApp group for updates and the live meeting location on the day: [https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG](https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG) *If the link doesn't open on your phone, try using WhatsApp Web on your computer.* **Timeline** * **09:30**⏰ – Meet under the big clock at Zürich Main Station (HB) * **10:08**🚆 – Take the IR 13 toward Sargans from Gleis 6 * **11:14** – Arrive at Gossau SG (Gleis 3) * **11:21** – Change to the S23 toward Wasserauen from Gleis 11 * **12:13** – Arrive at Wasserauen (Gleis 1), cross the road to the Ebenalpbahn * **12:20**🚠 – Cable car up to Ebenalp (departures every 15 min, ride is \~6 min) * **12:30**🥾 – Walk through the Wildkirchli caves down to Aescher * **12:50**🍽️ – Lunch at Berggasthaus Aescher on the cliff terrace (first come first served, no reservations) * **13:30**⛰️ – Hike down the steep mountain path to Seealpsee (\~1h) * **14:30**🌊 – Time at Seealpsee (photos, snacks, feet in the lake if you're brave) * **16:00** – Walk down the valley path to Wasserauen (\~1h) * **17:00** – Arrive at Wasserauen * **17:18**🚆 – S23 back to Gossau SG, then IR 13 toward Zürich HB * **19:20** – Back at Zürich HB **✅ Included** * Snacks for the trail * Moderated Speed Friending rounds along the way * A guided tour through the Wildkirchli caves, Aescher, and down to Seealpsee **❌ Not included** * Train tickets to and from Wasserauen * Cable car up to Ebenalp * Lunch at Aescher **What to Bring** * Sturdy hiking shoes (the descent from Aescher is steep and uneven) * Water and a small extra snack * Cash can be useful for the cable car and lunch * Sunscreen and a light jacket, mountain weather shifts fast * Your smartphone for the friend-matching **Disclaimer** Participation in this event requires a valid ticket, which must be purchased in advance via the link provided in the event description. Please note that tickets are non-refundable and non-transferable. We do not accept cash payments on the day of the event. To ensure a smooth and safe experience, we kindly ask all participants to follow the instructions and announcements from the event organizers. While our team works hard to create an enjoyable and welcoming atmosphere, attendance is at your own risk. We want everyone to feel comfortable and respected. If you encounter any issues or uncomfortable situations during the event, please speak directly to a member of our team — we're here to help. We reserve the right to exclude participants from the event if they do not adhere to basic standards of respectful interpersonal behavior. This decision is at the discretion of the responsible organizers. By signing up, you agree that any content captured during the event (including photos and videos) may be used on Social Circle's social media channels and those of our partners. Please be aware that we cannot wait for late participants, as this disrupts the planned group flow and connections. If you're delayed or choose a different route, it's your responsibility to catch up with the group. A live location will be shared in the event's WhatsApp chat to help you reconnect. Want more events like this, join our newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

Hi everyone! Wanna Dance into the Weekend? This Saturday we will have an energetic and fun Afrodance Workout class with Vanessa to your favourite Afrobeats, Dancehall and Brazilian tunes. No dance experience needed, easy-to-follow class and for beginners! 💃🏻 Always a great group of people coming together to enjoy the dance moves, the good vibes, music and to sweat it out together. First free class - please book your spot When and Where: Saturdays, 10:30-11:30 Location: Offdance Studio Zweierstrasse 106 8003 Zürich Big dance studio with changing rooms and showers. Please [sign up here](https://afroworkout.as.me/free-class) to reserve your free Afrodance Workout class [https://afroworkout.as.me/free-class](https://afroworkout.as.me/free-class) There will be always more people in a class than shown on Meet up. Don‘t hesitate to sign up! Contact Vanessa for any questions! 079 324 16 61 Can‘t wait! Check daily updates on [Instagram](https://www.instagram.com/afroworkout.ch?igsh=dnV2Y28yMmVna3F2&utm_source=qr) Website for more information and class info [https://www.afroworkout.ch](https://www.afroworkout.ch) Move, Dance and Stay Fit to Afrobeats!

EXPERIENCE PHILOSOPHICAL SYNCRETISM, INNER ALCHEMY, AND GAME SPIRIT. Try a live (private) session of **Mäng (offline in Zürich or online worldwide)**, a powerful self-exploration game that helps uncover hidden mental scripts and rewire the way you think, feel and act. It is a tool for a really **profound change** that follows the four stages of inner alchemy. A modernized version of an ancient contemplative practice, reimagined as a transformational tool based on psychological insight, symbolic logic, and inner strategy, it is not therapy or coaching in the traditional sense. Instead, it’s an immersive deep-dive into the unconscious mind through metaphor and archetype with a game spirit. 💡 **How it works:** Mäng is built on four stages of real, lasting change: 1. **Discovery** – Identify limiting beliefs and internal programs 2. **Uninstallation** – Let go of outdated patterns 3. **Design** – Create new mental strategies 4. **Integration** – Embed them into your deeper awareness You’ll be guided through this process by the **Master of Mäng**, who offers structure, questions, and insight, while you remain the one making all decisions and discoveries. 🌿 **Who is this for?** For everyone (regardless of beliefs, age, gender, etc.), but more than anyone - for those who didn't find answers or sufficient depth in pop coaching and psychology. 🕒 **Important:** This is a deep game. A full session lasts **4 hours**. Time slots are defined individually. Contact me directly to get an appointment. Price for newbies: 250 CHF

The weather on Ascention Day is forecast to be very rainy. So we move this to Sunday. This is a fairly flat hike along the Limmat from Neuenhof towards Zürich. Towards the end, we stop over (or finish) at a place where they operate live steam outdoor model trains on 5 inch and 7 inch tracks. This weekend is when they have their annual open days. See link and the photos linked below! ############################## MEETING: * 08:05h: Meet at Zürich HB under the «Blue Angel» * 08:07h: Leave for platform 41/42 TRAVEL OUTBOUND: * 08:14h: S12 Zürich HB (dir. «Brugg AG») to Neuenhof * 08:36h: Arrival at Neuenhof and start of the hike HIKE DATA: * Duration: 5¾ hrs (plus breaks) * Distance: 24 km * Ascent/Descent: 160m/140m * SAC classification: T1 * Map: [https://schweizmobil.ch/en/tour/341738489](https://schweizmobil.ch/en/tour/341738489) HIGHLIGHT & STOPOVER: * At ca. 14:00h, stop over at the outdoor steam engine club at Zürich-Tüffenwies. Let's take a ride … * I have foreseen a stopover of about 1 hour for this (look around, ride, food, drinks) * [https://www.dmc-ch.ch/](https://www.dmc-ch.ch/) * [https://www.dmc-ch.ch/veranstaltungen](https://www.dmc-ch.ch/veranstaltungen) * Photos from 2023: [https://www.meetup.com/zurich-hike-outdoor/photos/33534062/](https://www.meetup.com/zurich-hike-outdoor/photos/33534062/) * Photos from 2025: [https://www.meetup.com/zurich-hike-outdoor/photos/35368898/](https://www.meetup.com/zurich-hike-outdoor/photos/35368898/) LUNCH: * Picnic EARLY DROP-OUT: * If you are not sure if the distance and time is for you: There are many S-Bahn stations, bus stops and then tram stops along the way RETURN TRAVEL: * The hike finishes at Zürich HB COST / TICKET PRICE: Total ticket cost: * Outbound: CHF 7.10 (w/HT) * Return: n/a (or ticket from how far you've got) ############################## DISCLAIMER: This is NOT a guided tour. Instead, this is a get-together of individuals who themselves are responsible for their judgement, choices and actions. It is your own responsibility to prepare appropriately before the event: You need to understand what activity is foreseen, assess the difficulty, risks and dangers and the expected weather conditions. Furthermore, you need to assess the requirements regarding experience, capabilities and fitness condition, and judge if you personally have the necessary experience, capabilities and fitness level. You yourself also need to assure adequate preparation, equipment (boots, clothes, gear...) and insurance cover and do everything as if you were going by yourself. During the event it is also your own responsibility to apply your own judgement and to take considerate responsible decisions yourself, fully within your own responsibility and judgement. The event is entirely at your own risk. The organiser also does not warrant on the accuracy or completeness of the description above. The organiser just offers you to join one another and to go together, but holds no responsibility for anything, including injuries or death that might result directly or indirectly from this event.

**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

In this local meeting, you will discover knowledge that you can use to get over the past. The key to improving your personal motivation, self-confidence, and happiness is to get over your painful memories. When you become free of your past, you will be free from stress, anger, anxiety and depression. Studies show that negative emotions can affect your health. By being free of negative emotions, believe it or not, you will most likely even look younger, feel more energetic, and become healthier! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is brought to you by the Dianetics and Scientology life improvement center.

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 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.

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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)