Scaled Agile Framework

\~FREE EVENT\~ Meet Locals & internationals People Every Tuesday & Make New Friends🙂 For introverts and shy people (we all are sometimes), we have ice-breaking games and more... so feel free to come by. Everyone is invited to enjoy amazing Cocktails in 135kc only🍸 Beer in 49 kc 🥂🍻 It is organized after our Biggest Event in Central Europe with 234 people in a single event. 🙂 📍LOCATION TEQUILA TALES BAR & MUSIC CLUB Újezd 409/19, 118 00 Malá Strana, 118 00 Prague, Czech Republic (Nearest tram stop- Hellichova & Ujezd) ❓Questions❓ Follow & write to https://www.instagram.com/tequilatales_prg/ *** \~AKCE ZDARMA\~ Každé úterý se seznamte s místními a mezinárodními lidmi a najděte si nové přátele🙂 Pro introverty a stydlivé lidi (všichni jsme někdy) máme hry na lámání ledu a další... tak neváhejte a přijďte. Všichni jsou zváni k vychutnání úžasných koktejlů jen za 135 kč🍸 Pivo za 49 kč 🥂🍻 Je pořádána po naší největší akci ve střední Evropě s 234 lidmi na jediné akci. 🙂 📍 POLOHA TEQUILA TALES BAR & MUSIC CLUB Újezd 409/19, 118 00 Malá Strana, 118 00 Praha, Česká republika (nejbližší tramvajová zastávka- Hellichova & Újezd) ❓Otázky❓ Sledujte a pište https://www.instagram.com/tequilatales_prg/

~~Because nothing says “midweek crisis” like screaming pop ballads with strangers~~ So you’ve survived Monday... congrats! Celebrate by joining us **every Tuesday** for the most *questionable life choices* you’ll never regret — Karaoke Night! **FREE ENTRY** – because we know you blew your paycheck on brunch last weekend. 🧍‍♀️👨‍🦯For the socially allergic (aka shy or introverted), we’ve got **ice-breaking games** that are only mildly awkward. You might actually meet someone who *also* sings off-key. Soulmates? Maybe. 🍸 Cocktails for **135 Kč** – dangerously tasty. 🍺 Beer for **49 Kč** – cheaper than therapy. 📍 **WHERE THE MAGIC HAPPENS** **TEQUILA TALES BAR & MUSIC CLUB** Újezd 409/19, Prague 1 (Tram stop: Hellichova or Újezd – don’t pretend you don’t use Google Maps) 📲 Stalk us or message your future karaoke group here: [https://www.instagram.com/tequilatales_prg/](https://www.instagram.com/tequilatales_prg/)

Anyone up for having an after work pint? :) Join me at Becketts Irish pub at 7pm! Try to come on time, the booking is on my name. :) PS. A symbolic fee of 40 CZK will be collected in order to cover the Meetup membership subscription, thank you for understanding and hope to see you all there! Maya

**The future of software development isn't just "assisted" - it’s agentic!** Join us at the Rohlik Group headquarters for an evening dedicated to the next frontier of Engineering. We are thrilled to host the team from Devin.ai - the creators of the world's first AI software engineer, and Duvo.ai - the pioneers of AI-native engineering workflows, alongside our own tech leaders. This is a unique opportunity to peek under the hood of how autonomous agents are actually being used to build, ship, and scale software in 2026. \-\-\-\-\-\-\-\-\-\- 🎤 **Talks Line-up** **Agentic Coding in Rohlik: Our Journey to 70% AI-Generated Code** * **Michal Kecera** \| VP of Engineering\, Platform & AI\, Rohlik Group How do you move an entire engineering organization from manual coding to a state where 70% of the codebase is AI-generated? Michal will share the raw, unfiltered journey of Rohlik’s transition. He’ll cover the architectural shifts required, the cultural hurdles, and a roadmap of what happens when the "boring" code writes itself. **The Agentic SDLC: Building Devin with Devin** * **Ciarán Deasy** \| Forward Deployed Engineer \| Devin\.ai It’s meta, it’s mind-bending, and it’s the future. Ciaran will dive deep into how the team at Devin.ai uses their own autonomous engineer to build... Devin itself. This talk goes beyond simple autocomplete, we’ll explore the **Agentic Software Development Life Cycle (SDLC)** and how global enterprises are leveraging Devin to solve complex engineering tasks that were previously thought "human-only." **Pioneering Agentic Process Automation** * **Marek Paris** \| Co\-Founder \| Duvo\.ai Marek will bring his expertise from the front lines of Duvo.ai to discuss the product development and deployment. \-\-\-\-\-\-\-\-\-\- **What to bring:** Curiosity & questions A readiness to challenge assumptions and learn something new \-\-\-\-\-\-\-\-\-\- **What can you also look forward to:** It wouldn’t be a proper meetup without great pizza & cold Pilsner Urquell on tap. Come hungry — for knowledge, fun and carbs. \-\-\-\-\-\-\-\-\-\- **When the magic happens:** 17:30 Doors boot-up 18:00 First talk goes live 20:00 Talks end, networking and beer starts 22:00 Event ends \-\-\-\-\-\-\-\-\-\- **Can't make it personally? Don't you worry, we'll record this Meetup, so don't hesitate to check [our YouTube channel for recording](https://www.youtube.com/@RohlikGroup).** **By attending this meetup, participants agree to being recorded and give consent to the publication of the recording on our YouTube channel.**

Moderní automatizační nástroje dnes pomáhají firmám napříč odvětvími — od technologických společností přes výrobní firmy až po právní nebo finanční služby. Umožňují propojovat systémy, které spolu dříve nekomunikovaly, automaticky předávat informace mezi procesy a nahrazovat ruční kroky plynulými workflow, která šetří čas i chybovost. Na tomto meetupu se podíváme na reálné příklady automatizací postavených na n8n — od konkrétních use cases až po funkční workflow, která můžete využít ve vlastní firmě. Nečekejte teoretické prezentace. Každá přednáška ukáže praktické scénáře z různých oblastí byznysu a vysvětlí, jak automatizace vznikla, co řeší a jaké má dopady. ### 📅 Základní informace **Datum:** 19\. května 2026 **Čas:** 17:30 – 21:00 **Místo:** Scott Weber, Náměstí Republiky 1081/7, Praha **Jazyk:** čeština **Registrace**: [https://www.eventbrite.com/e/n8n-automatizace-v-praxi-od-use-cases-k-funkcnim-workflow-tickets-1983249530734](https://www.eventbrite.com/e/n8n-automatizace-v-praxi-od-use-cases-k-funkcnim-workflow-tickets-1983249530734) ### Co vás čeká Ukázky automatizací z různých prostředí: * automatizace v projektovém řízení a týmové spolupráci * use cases z právních firem a práce s dokumenty * finanční automatizace, fakturace a napojení na ERP a účetní systémy * praktické workflow pro každodenní provoz ve firmách ### Speakři * Tomáš Bláťak (Chief Product/ Operations Officer, Leadspicker): **Jak z LinkedIn postu zákazníka udělat obchodní příležitost — automaticky pomocí n8n** * Lukáš Bekr (Product Marketing Manager, Apify): **Analýza konkurence na autopilot** * Jakub Tenk (Lead Software & AI Engineer, VIRTUAL CV LEAD): **Abra Flexi & n8n: Od automatických reportů k AI asistentům** * Daniel Zach (COO, Easy8): **Od uzavření obchodu k realizaci projektu. Jak n8n automatizace zefektivňují projektové řízení** * Kirill Juran (CEO, smpl_): **n8n v právní a daňové praxi** * Marek Mikesz (Integrations and AI Solutions Engineer, Easy8): **Easy8 bez limitů: Workflow Katalog, automatizace a AI na pár kliknutí** Pro koho je meetup * lidé z businessu, kteří chtějí zautomatizovat rutinní práci * projektoví manažeři a operativní týmy * IT, automatizační a integrační specialisté * kdokoliv, kdo chce vidět reálné use cases místo teorie Přijďte se inspirovat konkrétními scénáři, zeptat se na detaily a potkat další lidi, kteří řeší automatizaci v praxi. Sponzoři akce: Apify www.apify.com – platforma pro web scraping a automatizaci Easy8 www.easy8.com/cs/ – platforma pro řízení práce a automatizace (WorkOps)

Join us in Prague for an engaging evening of connection and community, hosted by MSD Czech Republic. This informal gathering will take place in “The Sky Lounge,” offering a welcoming space to meet peers, exchange perspectives, and build meaningful relationships across industries. The evening will begin with a brief introduction from our host, followed by open networking in a relaxed setting. Whether you’re looking to expand your network or reconnect with familiar faces, we hope you’ll join us for a thoughtful and enjoyable experience. The Executive Women’s Forum (EWF), a division of DSG Global, is a trusted global community that **engages, develops, and transforms** leaders in cybersecurity, risk, and technology. Through a comprehensive leadership development ecosystem, EWF equips individuals, teams, and enterprises with the capabilities, confidence, and collaboration required to lead and thrive in an AI- and cyber-driven world. **Why you should attend?** * Build meaningful relationships across industries * Relaxing after work event * Practical ideas you can apply in your own work **Program:** **17:00 – 17:30** Registration & coffee **17:30 – 17:45** Welcome **17:45 – 18:30** Networking Could you please register on [EWF site](https://www.ewfglobal.com/event-details/prague-networking-event-hosted-by-msd/). Thank you ! See you there! Please note: photos and/or short videos may be taken during this event for use in our promotional and marketing materials (website, social media, newsletters, etc.). If you prefer not to be photographed or recorded, please let an organizer know when you arrive and we will do our best to accommodate your request.

**3x3 Basketball** practice in **Gymnázium Na Pražačce** indoor basketball court. **Start at 19h00**. Everybody is welcome, no age, gender nor any restriction of any type to join. We got a full field, rotating with 3x3 matches on each side. Cost: **90 crowns**. Please send the money using the **QR Code** stored here: https://imgur.com/a/thtAJd0 In case of any Opt-out within 24h of the session, or no show, the payment will be due (you still can ask someone to come instead of you, as your spot will be booked)

Ahoj Péhapkáři! Zveme vás na další sraz komunity. 🎤 Anastasiia Kovalova - Když AI agenti narazí na legacy PHP 🎤 Milan Šulc - AI automatizační stack do každé vývojářské rodiny 🎤 Josef Jebavý - Jak dělat frontend backendově 17:30 – open doors 18:00 – přednáška 18:40 – přednáška 19:20 – přednáška 20:00 - kvíz & networking Děkujeme našim partnerům a těšíme se na viděnou! Adresa: Shoptet - Pod Dráhou 1637/6, budova E3, Praha 7 \-\-\- **Anastasiia Kovalova - Když AI agenti narazí na legacy PHP** Co se stane, když AI agenti dostanou reálný ticket v existující codebase, jak nastavit workflow, kontext, validaci a kontrolní body tak, aby jejich výstupy dávaly smysl. (porovnávání Claude Code, OpenCode, Codex) \-\-\- **Milan Šulc - AI automatizační stack do každé vývojářské rodiny** *Pečovatel o open-source webové slony, potápějící se Docker containery a nemocné servery. V Shoptetu má na starost AI — žádný vývojář nebude sedět (bez tokenů) v koutě.* Jeden prompt nestačí. Pokud chcete stavět AI automatizace, které přežijí první demo, potřebujete víc než jen API klíč k LLM. Potřebujete workflow engine, model routing, logování promptů, vyhodnocování odpovědí, ingest dat, klasickou databázi i vektorové vyhledávání. Ukážeme si vývojářský AI automatizační stack postavený na nástrojích jako n8n, OpenRouter, LiteLLM, Langfuse, Firecrawl, Postgres a Qdrant. Projdeme, jakou roli v architektuře hrají, co řeší, co neřeší a jak je poskládat do praktických interních workflow, agentů a automatizací. \-\-\- **Josef Jebavý - Jak dělat frontend backendově** *je cyklista a freediver, který se prvně s programováním a Linuxem setkal již před rokem 2000. Když zjistil, že s počítači jsou problémy, rozhodl se vystudovat informatiku a následně zakotvil jako nezávislý IT specialista. Dlouhodobě se specializuje na: servery, kontejnery v cloudu, webové aplikace a zálohování vše s důrazem na efektivitu testování a bezpečnost. Mezi jeho nejčastěji používané AI nástroje patří Gemini a Cursor.* V posledních letech se při vývoji webových aplikací přechází čím dál více na frontendové technologie. Od nástupu AI a vlny vibecodingu javascriptový frontendový framework automatickou volbou pro webové aplikace. Jednou z několika nejpoužívanějších technologií pro vývoj webu bylo vždy PHP. Od PHP verze 7 se z PHP stal robustním programovacím jazykem a díky dalším nástrojům, jako je PHPStan, výrazně narostla hodnota ekosystému PHP. Podle mého názoru je na tom PHP vývoj aktuálně stále lépe než javascriptové technologie. \-\-\-

Calling all board game enthusiasts in Prague! Join us for an exciting evening of fun and games at Sophie's Hostel! Whether you're a seasoned strategist or just looking for a casual night of entertainment, this event is perfect for everyone. Bring along your favourite board games or discover new ones from our collection. From classic favorites like Settlers of Catan, Carcassone or Ticket to Ride to modern gems like Codenames, Wyrmspan or Azul; from the simple UNO, Jenga or Pachisi to heavyweights like Brass: Birmingham, Root or Inis - there's something for every taste! Connect with fellow expats, make new friends, and challenge your skills in a welcoming and laid-back atmosphere. Don't worry if you're new to the city or don't know anyone — this is the perfect opportunity to mingle and bond over a shared love of tabletop gaming. Every Wednesday from 19 to... whenever they start preparing breakfast at the hostel. Mark your calendars, gather your game crew, and get ready for an unforgettable night of board game bliss! There is no entrance fee, but please support the hostel by ordering drinks. Let's roll!

We’re shipping faster than ever… and also explaining way more why things didn’t turn out quite right 😄 This Product Tank brings two sides of the same story: 👉 How to survive (and function) as a PM in AI chaos 👉 How to write specs that AI can actually build from Talks: 🎤 Jindra Regál () You Are the Ultimate Product: Creating Value in Non-Tech Fields In the AI era, everything gets built multiple times a day. So what problems are still worth solving? After working with companies like Avast, Productboard, Better Stack, Ataccama, and BottleCap AI, I found the most meaningful work came from solving small, practical problems for real people and businesses. A talk about applying product thinking outside IT companies, expanding your perspective beyond software, and learning to treat yourself, your skills, curiosity, and adaptability, as the ultimate product to manage. ⸻ 🎤 Jakub Elias (Similarweb) PMing in the AI era PMs are having an identity crisis. Designers prototype with AI. Engineers spec with AI. You hear about CEOs shipping features from the back of an Uber. So what's left for you? Turns out, still quite a lot. This talk is about what the job actually becomes when building gets cheap and deciding gets hard. How the trio holds together when everyone's on everyone else's turf. How to keep a roadmap alive when the ground shifts every few weeks. And lastly, what's now expected of a PM - being a real builder. ⸻ 🎤 Dominik Ilichman (Productboard) AI coding agents have compressed software delivery like never before — features that used to take weeks now ship in days. But here's the catch: agents don't improvise. They don't fill gaps, ask clarifying questions, or read between the lines. Ambiguity doesn't get resolved — it gets built wrong. The bottleneck has moved from engineering capacity to clarity, and the product specification is now the most critical artifact a PM produces. In this talk, Dominik explores how the PM's role is fundamentally shifting as a result. We'll look at what great AI-ready specs look like in practice: grounding them in your codebase and real customer feedback, using prototypes as a diagnostic tool, and why the spec — not the code — is becoming your team's true intellectual property. He'll also show how tools like Productboard Spark are flipping the traditional workflow — instead of the PM writing and AI helping, AI drafts and the PM steers — making it possible to go from opportunity to delivery-ready specification in a fraction of the time. If you're a PM figuring out how to stay high-leverage in the age of AI, this talk is for you.

How are community builders actually using AI in their day-to-day work—beyond the hype and into real workflows? ​Join us for a Community Chatter focused on practical AI tools and approaches that help teams move faster, support their people better, and rethink how communities grow. This session brings together speakers who have built and deployed their own AI-powered solutions—from editorial coaching agents and community automation stacks to internal knowledge assistants employees actually trust. ​You’ll hear how AI is being used to: * ​turn rough ideas into publishable content without bottlenecks * ​better understand and manage growing communities * ​create reliable, accessible knowledge systems inside organizations ​**Speakers & Talks** ​[Jan Meissne](https://www.linkedin.com/in/necasjiri/?utm_source=luma)[r](https://www.linkedin.com/in/jan-meissner/?utm_source=luma) *Coaching, Not Gatekeeping: Building an AI Editorial Agent for Our R&D Blog* The more AI handles the routine, the more the human stuff matters. This talk is a small story inside that bigger one. A year ago, this would have been a favour I'd ask a senior engineer for - and then keep bothering them about every time something broke. Instead, I built it myself: an AI-powered editorial coach that helps our engineers, PMs and designers turn rough ideas into publishable blog posts. Azure Functions, React, Claude. Things I'd nodded along to at conferences for years and never expected to actually touch. I'll share how it was structured, tuned, and what it changed about how people write and publish. Although I hit a token limit in Claude Code halfway through. It's in production anyway. ​[Láďa Vašek](https://www.linkedin.com/in/ladislav-vasek/?locale=en&utm_source=luma) *From Chat to Code: How We Run a 500-Member Community with AI (Without Being a Developer)* A practical, no-code journey through building and running a community with AI tools. Láďa will walk through his stack and share a surprising insight: not all members matter equally—and AI can help you figure out who actually does. ​[Jirka Nečas](https://www.linkedin.com/in/necasjiri/?utm_source=luma) *Good Input Means Good Output: How We Built an AI Agent Employees Actually Trust* A behind-the-scenes look at building an internal AI assistant that employees actually use. Jirka will show how leveraging existing data, analyzing real employee questions, and embracing imperfect systems can lead to a reliable, everyday knowledge tool. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ​This event is organized for the Czech community of community builders, especially those working with engineering and tech teams—but everyone curious about practical AI in community and team enablement is welcome.

Looking to meet new people and enjoy a relaxed day full of board games? Join us at Palmovka for a cozy board-gaming meet-up open to everyone — beginners, casual players, and experienced gamers! We have a big selection of games, from easy social titles to strategic favourites. You can come alone or with friends — our community is super friendly, and we always make sure nobody sits alone. Don’t worry if you don’t know the rules — we’ll happily explain everything. ✔ Friendly atmosphere ✔ Lots of games to choose from ✔ Perfect for meeting new people ✔ Come anytime during the day ✔ No registration needed entry fee 50czk (no hour limit) if you do not order anything at bar it is 100czk. Whether you want to laugh, think, or just relax after a long day, this is the perfect place to unwind and connect with others. See you at Palmovka – let’s play!

\*\*MPORTANT! Please register on [Luma page](https://luma.com/qmxm93hj)\*\*​ Are you a strong designer with a solid portfolio, but still feel like your true impact remains invisible? We often believe that simply creating good mockups is enough. But the reality is: design almost never creates results in isolation, and the market pays for business impact, not just execution. ​**🎤 [Vova Safonov](https://www.linkedin.com/in/vova-safonov/) — From a Reactive Designer to a Proactive Leader** We will break down the illusion of "I complete tasks = I work well" and discuss why strong designers often lose in the market. You will learn how to: * ​Stop waiting for tasks and start taking responsibility for solutions. * ​Understand business expectations (impact on revenue, conversion, retention). * ​Develop an entrepreneurial mindset inside the company. ​**🎤 [Ivan Rohovchenko](https://www.linkedin.com/in/ivanrogovchenko/) — 1+1=3: How a Designer Creates Real Impact.** The greatest value is born at the intersection of functions. Ivan will share tools and real cases from his experience building design functions across 10+ companies. You will learn: * ​**The Three Levels of Influence:** How your value creation changes from IC to Design Lead to CDO. * ​**Perspective vs. Power:** Why designers often lose influence by proposing solutions to problems nobody has acknowledged yet. * ​**Practice:** Concrete tools for effective cross-functional collaboration, including stakeholder mapping. ​Huge thanks to **[Nagarro](https://www.nagarro.com/en/?utm_source=luma)** for hosting us, providing the space, and supporting the local design and tech community! Let’s gather to exchange experiences, build cross-functional strategies, and network with like-minded professionals!

**From Pilot to Production:** **Why Most AI Projects Die — and What the 10% Do Differently** Everyone is running AI pilots. Almost nobody's getting them to production. This second AI Transformers meetup, in cooperation with **[Emplifi](https://emplifi.io/)**, focuses on what actually happens between “we tried it” and “it runs our business” — the organizational blockers, data gaps, budget battles, and change management challenges that determine whether AI initiatives succeed or stall. We’ll bring together real stories from people who shipped and people who failed, to explore what separates the few AI projects that make it to production from the many that don’t. *** **Theme: From Pilot to Production** We’ll discuss questions like: * Why do so many AI pilots fail to scale? * What are the biggest blockers between experimentation and production? * How do data, governance, and organizational readiness affect success? * What do the most successful AI teams do differently? * How can companies turn AI ambition into real business value? ### **Format** Short lightning talks followed by a moderated panel discussion and networking — focused on practical lessons, real-world experience, and honest conversations about what it takes to move AI into production. **Speakers** Leaders and practitioners from different size companies sharing concrete examples. **[Ohad Hecht](https://www.linkedin.com/in/ohadhecht/) –** CEO at Emplifi **[Petra Lovčinská](https://www.linkedin.com/in/petralovcinska/?originalSubdomain=cz) -** AL Business Implementation Lead at Raiffeisenbank Czech republic **[Dario Sapienza](https://www.linkedin.com/in/dario-sapienza-a23a2b14/),** Principal Group Software Engineering Manager at Microsoft **Moderator: [Michal Ličko](https://www.linkedin.com/in/michallicko/)** – CEO, Visionvolve *** **Agenda — 20 May** * **17:30 - 18:00** – Registration * **18:00–18:10** – Welcome * **18:10–19:00** – 15-minute lightning talks * **19:00–19:30** – Moderated panel * **19:30–20:00** – Networking *** **👥 Who Is This For?** * Founders & startup leaders * Product managers & engineering leaders * Corporate innovators & digital transformation teams * Data scientists, AI engineers, and researchers * Anyone curious about how AI is reshaping business and work Whether you’re just starting or already running AI initiatives, you’ll walk away with **practical insights, real examples, and new connections**. *** **Practical Info** * **Date:** May 20 * **Time:** 17: 30–20:00 * **Location:** Emplifi Czech republic, [Pernerova 51, 186 00 Karlín](https://www.google.com/maps/place//data=!4m2!3m1!1s0x470b94a15eedb553:0xcb4c591e1fcf1e76?sa=X&ved=1t:8290&ictx=111) * **Language:** English * **Attendance is free, but spots are limited.** RSVP to secure your place and join the people building the AI-native future of Prague and Europe. By attending this event, you agree that photos and videos of you may be used for marketing purposes; if you do not consent, please let us know at the venue or contact the organizers in advance.

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 other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn together, build better relationships and experiment with new ideas

**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.

**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

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