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#### Next step: schedule your first event. Scheduling an event will encourage more people to join your group. Schedule Change photo  # [Gruppo di biliardo pool/carambola amatoriale e mini-tornei](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/) [Milano, MI, Italy](https://www.meetup.com/find/it--mi--milano/) [1 members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/) · Public group Share Manage groupSchedule event [About](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/?eventOrigin=your_groups) [Events](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/events/?eventOrigin=your_groups) [Members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/?eventOrigin=your_groups) [Photos](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/photos/?eventOrigin=your_groups) [Discussions](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/discussions/?eventOrigin=your_groups) More ## What we’re about Buongiorno a tutti. Sono proprietario di un bar e dispongo di un tavolo da biliardo semi-professionale. Sto creando un gruppo WhatsApp di giocatori amatoriali di biliardo americano pool/carambola, per la maggior parte debuttanti. Cerco persone disposte a unirsi al gruppo per giocare e divertirsi nel tempo libero, il pomeriggio oppure la sera in ogni giorno. Per stimolare l'impegno di ogni giocatore, abbiamo pattuito che il vincitore di ogni "mini-torneo" organizzato nei vari giorni giochi gratis e non paghi la tariffa di tempo per il periodo di gioco (un'ora di gioco costa 10€, ma viene di volta in volta frazionata in base al periodo di gioco effettivo). Il locale si trova in zona nord di Milano, stazione Greco-Pirelli, università Bicocca. Chiunque dovesse essere davvero interessato a partecipare e unirsi al mio gruppo, non esiti a contattarmi. Cerco persone serie e disposte solamente a divertirsi, senza puntare mazzette grazie mille. Antonio

Come sono passato dallo snobbare **Claude Code** (perché mi rallentava in qualsiasi task che non fossero i test automatici) a non riuscire più a farne a meno neanche per scrivere la descrizione di un meetup. 👉 Evento gratuito – registrati per partecipare 📍 **Martedì 19 maggio** – **Talent Garden Isola**, Piazza Città di Lombardia 1, Milano 🕡 18:30 ritrovo 🕖 19:00 inizio talk 🧠 **Cosa vedremo** **Come l'ho modellato sul mio workflow** Custom **commands**, **skills** e i **CLI** che non tolgo più dal PATH. **Cosa mi ha insegnato lui** Il peso di un CLAUDE .md fatto bene e come sfruttare la potenza del **Plan Mode**. **Cosa ho capito solo sbattendoci contro** La differenza tra **Subagents** e **Agent teams** e un paio di cose che vorrei che qualcuno mi avesse detto al primo mese. 🎁 Estraiamo una licenza JetBrains All Products tra i presenti! 👤 **Speaker** Michele Sangalli è Software Engineer presso Trustfull, lavora con PHP, TypeScript e Python, e passa parecchio tempo tra AWS e architetture serverless. Ah sì, è anche l'organizer del PUG Milano.

Hello PyData People! We are excited to announce our next event of 2026! This time, we will be hosted at Generali Italia’s Torre Generali in Milan for an evening dedicated to open data, data platform orchestration, and scalable data engineering. 📅 When: Thursday, May 19th, 2026 – 18:30–21:00 📍 Where: Torre Generali Italia, Milan ⚠️ Important: Spots are limited. Please keep your RSVP updated to allow others to participate if you can no longer attend. *** **🕒 Agenda** 18:30 – Doors open & check-in 19:00 – Talk 1: Democratizing Data: A deep dive into Eurostat Open Database – Simona Mazzarino 19:45 – Talk 2: Scaling Data Mesh Orchestration with Dagster: Platform-Driven DAGs without Platform Friction – Marco Santoni and Andrea Romeo 20:30 – Networking & Social Dinner *** **🎤 The Talks** **1️⃣ Democratizing Data: A deep dive into Eurostat Open Database** Speaker: Simona Mazzarino (Data Scientist @ Clearbox AI) In this talk, we explore how to turn open data into actionable insights. You will learn how to navigate Eurostat, the EU’s vast statistical database, and use Python tools to fetch and process data for research, AI, and real-world analysis. We will look at how to discover relevant datasets, work with Eurostat’s interface and APIs, and integrate public statistics into your workflows for visualizations, dashboards, and models. A guiding example will be the analysis of migration flows across European countries, from data discovery to a usable dataset for analytics or machine learning. About the Speaker: Simona Mazzarino is a Data Scientist at Clearbox AI. With a background in linguistics, semiotics, and artificial intelligence, she specializes in language technologies. She is an active volunteer in the Python Torino community, where she helps connect people interested in Python applications, and she also volunteers for PyCon Italia. *** **2️⃣ Scaling Data Mesh Orchestration with Dagster: Platform-Driven DAGs without Platform Friction** Speakers: Andrea Romeo, Platform Engineer @ TeamSystem Data Mesh promises scalability and autonomy, but orchestration often becomes the hidden bottleneck: as data products grow, cross-domain dependencies explode, DAGs become fragile, and upstream teams are forced to react to every new consumer. In this talk, we present a platform-designed orchestration solution built on top of Dagster that enables company-wide orchestration without coupling data products together. Instead of requiring data engineers to manually define DAGs or modify upstream pipelines, each data product simply declares its dependencies on upstream output ports. From these declarations, the platform automatically builds and maintains the global DAG behind the scenes, ensuring that upstream data products remain unaffected by new consumers, orchestration scales as the number of data products grows, and platform standards are enforced without slowing down teams. We’ll walk through: * the orchestration challenges we faced when adopting data mesh at scale * how Dagster was extended and shaped into a platform abstraction, not exposed directly to product teams * the Python-based design patterns used to dynamically generate and evolve DAGs * the resulting developer experience for data engineers building data products This session is a practical, production-tested story of how Python and Dagster can be used to enable scalable orchestration in a real data mesh implementation — without turning the platform team into a bottleneck. About the Speakers: Andrea Romeo is a Platform Engineer at TeamSystem, where he focuses on building and evolving the technical foundation behind data infrastructure. He works closely with development and data teams to design scalable, resilient platforms that support data-driven products and services, with a strong focus on backend, cloud technologies, and developer experience. *** See you there! The PyData Milano Team

🎤Super international event in Milan: English Standup Comedy Open Mic!🎤 Show will be on **EVERY Tuesday** at Ostello Bello Centrale. If you see on this app only you are going, don't worry about it, we have multiple channels to post our events and we've been organizing shows for three years, we always have a big crowd where you can meet lots of friends!! We also encourage people to go on the stage for a free drink if you have funny stories or jokes! It is a free entry but **donation based** show, leave us your donations at the end of the show so we can keep English standup comedy going in Milan. Follow us on instagram: **yellowdicomedy**

📍Terrazza in esclusiva per noi, da Open, Viale Monte Nero, 6 (Porta Romana) Ti piace leggere ma non sai con chi parlarne? Vuoi partecipare ad un bookclub ma non sei ancora riuscit\*? Vuoi conoscere persone nuove con gli stessi interessi? Bookclub Proibito Afterdark fa per te!! La community di @bookclubproibito si incontra per due chiacchiere informali e scialle davanti ad un buon drink, questa volta senza libri! Opzioni aperitivo: €10 bicchiere di vino/birra/cocktail semplice/soft drink + pizza, nachos, olive, tarallini, patatine o popcorn €13 drink (come sopra) + pizza, nachos, olive, tarallini, patatine/popcorn, rustici vari e focaccia Everyone welcome!! 🖤

**Sip & Paint @ QUO Bar** **Every Tuesday at 19:00 we meet at QUO Bar** for a relaxed and creative evening: a drink in your hand, some colors on the table, and good conversations with new people. Sip & Paint is perfect if you want to take a break from the routine, meet people and spend a different kind of evening. **No painting skills are needed** and there are no rules, the idea is simply to have fun, relax and be a little creative. **The cost is 15€ per person and includes:** • 1 drink • 1 aperitivo (snacks & bites) • all the materials needed for the activity Come alone or with friends, you’ll always find someone to sit with, chat and share the evening. **Every Tuesday — 19:00** **QUO Bar** \- Porta Romana\, Milan

**Un laboratorio esperienziale che intreccia immagini e parole per esplorare il tema della perdita in modo creativo e leggero.** **Uno spazio per fermarti, ascoltarti e dare forma a ciò che senti, anche quando è difficile da spiegare.** **Porterai con te un’esperienza di rielaborazione simbolica e una nuova consapevolezza del tuo vissuto.** **A seguire piccolo rinfresco.**

**Ciao! 🌟** Excited to kick off another great meetup! Join us at **rev.ng Labs’ office** in **Milan** (10-minute walk from **Garibaldi station**) on **Saturday, May 23th**, starting at **9:30 AM**. As always, we’re hosting a hands-on **unconference focused on Nix**—a space to learn, share, and collaborate. All experience levels are welcome, so whether you're just getting started or already deep into Nix, we’d love to have you! A big **shoutout to rev.ng Labs for hosting us**! 🚀 Seats are limited, so **grab yours early**. 🎟️ Come on time to enjoy a coffee before we get started! ☕ We’ll also break for lunch together—another great chance to connect. 🍽️ Looking forward to seeing you there! For more details and contact info: [https://milano.nix.pizza/](https://milano.nix.pizza/)

Tutti vogliono usare un agente AI per sviluppare più velocemente, anche su WordPress. Pochi si fermano a chiedersi: cosa gli serve davvero a un agente per essere utile su un progetto WP? E cosa è solo rumore preso in prestito da altri stack? In questo incontro proviamo a smontare un po' di buzzword e a guardare sotto il cofano del coding assistito da AI. Parleremo di edit semantico (modificare codice ragionando sulla sua struttura, non sul testo), di LSP (lo stesso strato che sta dietro l'autocomplete dei nostri editor, e che gli agenti AI stanno iniziando a usare seriamente), e di come si dà disciplina a un agente che, lasciato a sé stesso, tende a brancolare con grep e a riscrivere file interi per cambiare cinque righe. L'obiettivo è capire cosa di tutto questo ha senso quando il progetto è WordPress — fatto di PHP, hook, template, query custom, plugin con le loro idiosincrasie — e cosa invece è pensato per stack diversi (TypeScript monorepo, Rust, Go) e a noi serve poco o nulla. La risposta non è "tutto" e non è "niente": WordPress moderno (Sage, Bedrock, codice OOP) e WordPress classico (functions.php, hook per stringa, ACF) sono due mondi diversi, e gli stessi strumenti rendono in modi opposti. Porteremo numeri veri, misurati su un progetto reale. Benchmark A/B che a volte confermano le claim entusiaste dei README — "−90% di token", "refactor in una chiamata atomica" — e a volte le ribaltano: sullo stesso stack, lo stesso setup completo ci è costato il 55% in più, senza migliorare il risultato. Non perché i tool siano sbagliati, ma perché sono stati progettati per altri contesti. Il messaggio che ci portiamo a casa è meno seducente di un thread su X, ma più utile: misurate sul vostro caso prima di adottare. Niente demo magiche, niente "guarda come è facile fare un tema con un prompt". Una chiacchierata onesta tra persone che WordPress lo sviluppano davvero, su strumenti che stanno cambiando in fretta e che vale la pena capire prima di abbracciarli (o ignorarli) per moda. Adatto a sviluppatori, lead tecnici e curiosi che vogliono capirci qualcosa di più della media dei post LinkedIn sul tema. **Agenda** * **18:00** \- Apertura porte * **18:15** \- Presentazione del Pisa WordPress Meetup \(chi siamo\, cosa facciamo\) * **18:25** \- Presentazione del talk: "Edit semantico\, LSP e altre diavolerie: agenti AI per sviluppare in WP"\, * **19:00** \- Osservazioni conclusive * **19:15** \- Domande e risposte * **19:30** \- Proposte per i prossimi meetup * **20:00** \- After Meetup: socializzazione in un ristorante/pizzeria nelle vicinanze **After Meetup** Al termine dell'evento, ci sposteremo presso un ristorante/pizzeria della zona per continuare le discussioni e il networking in un ambiente informale. Tutti sono benvenuti! **Informazioni Utili** * **Dove**: CNA Pisa è nel quartiere "La Fontina" alle porte di Pisa. La località è Ghezzano, nel comune di San Giuliano Terme. È raggiungibile sia a piedi che in bici dal centro, il posto si trova dietro il Carrefour, nella zona dove stanno anche attività come Mercatopoli e CampoBase. * **Accessibilità**: Il luogo è accessibile ai partecipanti con mobilità ridotta. **Partecipa!** Vuoi proporre un talk per il prossimo meetup? Compila ed invia il [modulo di proposta](https://wppisa.it/partecipa-proponi-tu-un-meetup/). **Contatti** * **Slack** ([https://it.wordpress.org/slack/](https://it.wordpress.org/slack/)): [#wppisa](https://italia-wp-community.slack.com/archives/C05EJKEKT6V) * **Email**: [wpmeetuppisa@gmail.com](http://mailto:wpmeetuppisa@gmail.com/) * **Social**: [facebook](https://www.facebook.com/profile.php?id=61553606083235&locale=it_IT), [instagram](https://www.instagram.com/wpmeetuppisa/) * **Whatsapp:** [canale pubblico](https://whatsapp.com/channel/0029VaMgd0W3QxRwzxDIC11f) * **Sito Web**: [wppisa.it](https://wppisa.it/) **Informazioni Aggiuntive** * **Pubblico di Riferimento:** Sia che tu sviluppi temi o plugin, sia che tu gestisca solo siti o i suoi contenuti, questo incontro è fatto per te. * **Livello delle Competenze**: Che tu sia un veterano alla ricerca delle ultime novità o un nuovo utente ansioso di gettare basi solide, troverai qualcosa adatto a te. * **Cosa Aspettarsi**: Partecipa per apprendere, condividere esperienze e connetterti con la community locale di WordPress.

No need to book but come on time so you won't miss the show or seats!😉 It's open mic which means everyone can go on the stage to perform 🎤🎤, if you have any questions DM us on Instagram: Yellowdicomedy. If you see on this app only you are going, don't worry about it, we have multiple channels to post our events and we've been organizing shows for three years, we always have a big crowd where you can meet lots of friends! It is a free entry but **donation based** show, leave us your donations at the end of the show so we can keep English standup comedy going in Milan. **Follow us on Ins: Yellowdicomedy**

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Thursday Park Yoga in Sempione with Ozzy** **Time:** 19:15 **Duration:** 60 minutes **Language:** English **Level:** transition to intermediate (not for beginners) We focus on **balance, strength, and flexibility** with intermediate-level poses and flows. If you’re ready to take your practice to the next level, this class is for you. **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Wednesday Park Yoga in Sempione with Ozzy** Join us for a mindful yoga session in the park **Time:** 19:15 **Duration:** 60 minutes **Language:** English **Level:** All levels Beginner-friendly **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

Lake Moro is a natural gem of remarkable beauty. Nestled between the Sorline and Rodino hills and overlooked by Mount Pora and Mount Altissimo, it sits at just 381 meters above sea level. From a naturalistic point of view, the influence of the Mediterranean climate of Lake Iseo and the glacial climate of the Adamello makes Lake Moro one of the areas with the highest concentration of biodiversity in Europe. This unique condition also benefits local productions such as cheese, honey, and olive oil. **PROGRAM** 11:00 – Meeting point at G8 Wine Bar Café, Via Vittorio Veneto 20, 24060 Rogno (BG) 11:15 – Departure for Lake Moro Park 12:30 – Approximate arrival, free time, relaxing on the lakeshore, and lunch (packed lunch or independently arranged at local venues) 15:00 – Approximate return **Easy-Medium Level** – About 1h30 and 3.5 km each way, 250 m elevation gain. No special equipment or clothing required. Always bring some food and water, trekking shoes, a towel, and a swimsuit for a possible lakeside break. **Note 1:** Participants must reach the starting point independently (car, bus, train, etc.) or via carpooling by coordinating with other participants in the private Facebook and/or Telegram groups reserved for members (request access once you have your membership card). **Note 2:** The “I will attend” button on Meetup is not considered valid for us. Meetup is only used to publish the event and gauge interest. Once you become a member, please follow the instructions for the event’s *official* registration. **COSTS AND PARTICIPATION – MIN 7 PEOPLE, MAX 30** Event reserved for Gitup Enac members. Free for 2026 members - request your participation ticket here: [http://www.gitup.it/iscrizione-eventi/](http://www.gitup.it/iscrizione-eventi/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExNXJOZlBOUFo2TnU0MlJrTHNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR40isxRJnPDxRFBNp_iADFxV_t_IXXYerPrzof2wC-vrsxh7YCQuE9AZYVKrA_aem_0zRMrPM9cBRzv2anqxS0Zg) Not a member yet or need to renew? A membership card is required — request it here: [http://www.gitup.it/iscrizione/](http://www.gitup.it/iscrizione/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExNXJOZlBOUFo2TnU0MlJrTHNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR40isxRJnPDxRFBNp_iADFxV_t_IXXYerPrzof2wC-vrsxh7YCQuE9AZYVKrA_aem_0zRMrPM9cBRzv2anqxS0Zg) In case of bad weather, the outing may be canceled. Participants will be notified through the dedicated groups and via updates on this page. **P.S.** Please remember that GitUp is not a travel agency but a non-profit association that brings people together to enjoy pleasant shared experiences. [www.gitup.it](http://www.gitup.it/) [https://www.facebook.com/gitupassociazione](https://www.facebook.com/gitupassociazione)

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Weekend Park Yoga in Sempione with Ozzy** Join us for a mindful yoga session in the park **Time:** 11:30 **Duration:** 60 minutes **Language:** English **Level:** All levels Beginner-friendly **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.

**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

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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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/)!

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.