Complexity

Women in Big Data Berlin supports AgentCon Berlin 2026 as a community partner. AgentCon Berlinis a community-driven conference focused on the future of AI agents and autonomous systems, taking place on May 19, 2026 at CODE University in Berlin. As part of the global AgentCon World Tour, the event connects local developer communities with a worldwide network of builders shaping the next generation of intelligent software — from autonomous agents to multi-agent systems. Bringing together 200+ developers, startups, researchers, and tech enthusiasts, AgentCon Berlin offers a platform to explore real-world applications, architectures, and tools powering agent-based systems today. ### Highlights * Keynotes from Microsoft & Neo4j * Expert talks (Qdrant, MemVerge, Reply, and more) * Real-world demos and hands-on agent frameworks * 200+ developers, startups, and tech leaders (Berlin-focused) ### What to Expect * Practical insights into AI agents & multi-agent systems * Technical talks and hands-on workshops * A developer-first, community-driven atmosphere This is a free, in-person event, designed for builders who want to move beyond hype and gain hands-on insights into designing and deploying intelligent systems. Register here: [https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/](https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/) Join us in Berlin and be part of a growing global movement shaping the future of AI.

Get ready for a night full of laughs at **Big Berlin Comedy!** High Energy Hosting, great vibes and lots of wild crowd interaction! Whether you're a local or just visiting, this is the perfect chance to enjoy some top-notch comedy with friends. Don’t miss out on the fun – comedy fans unite and let’s make it a night to remember! Doors 8pm Showtime 9pm Tickets It's NOT A FREE SHOW. It's Pay What You Want. You just decide the amount you want to pay AFTER the show. Artists deserve to be paid. If you plan to not pay at all, please don't come to our show!! Free Entry + Donation based. We suggest a donation of 10€-15€. Students & unemployed 5€-7€. We accept cards & cash

Register: [https://globalai.community/chapters/berlin/events/agentcon-berlin/](https://globalai.community/chapters/berlin/events/agentcon-berlin/) Join us for AgentCon Berlin 2026, a dedicated space for developers, builders, startups, students, tech-enthusiasts researchers, and innovators to dive to explore the future of autonomous AI agents. This event is part of the AI Agents World Tour, connecting communities from San Francisco to Singapore. Whether you're designing intelligent copilots, orchestrating multi-agent systems, or advancing agent frameworks, AgentCon Berlin offers a platform to share insights, inspire others, and shape what’s next. More information soon! Supported by Neo4j

Tickets start at 12€: [https://fienta.com/what-is-love-180392](https://fienta.com/what-is-love-180392) Get ready for a night of good vibes, honest stories, awkward confessions, and big laughs. What is Love? is a warm, high-energy English comedy show featuring some of the city’s funniest comedians and surprise guests. Whether you’re single, taken, situationship-ing, or trying to explain your relationship status in German, this show brings out of all the funny stuff that comes with love, dating, and modern life. Come out, grab a drink, bring a friend (or a date), and enjoy a night that feels fun, easy, and very Berlin. Perfect for friends, couples, or anyone who wants to enjoy comedy **📅 Date & Time** Tuesday, 19 May 2026 Seating starts: 19:30 Show starts: 20:00 **🏢 Venue** Sali Gari Bar Simplonstraße 23, 10245 Berlin A nice spot perfect for a comedy night. **🎤 Hosted by: Nya Yeanafehn** Nya Yeanafehn is a stand-up comedian, host, and podcaster who began his comedy journey in New York City and is now based in Berlin. He performs all over Europe and is known for his storytelling, expat observations, and the experiences of navigating life across cultures. He also hosts the Third Culture Talk Podcast, recently featured in Germany’s Stern magazine.

We are excited to feature **Christopher Summerfield**, who is currently a Professor at **University of Oxford** and will discuss "**AI and Human Agency**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: As AI systems become integrated into every aspect of our lives, a key challenge is to ensure that they are built to empower, rather than to disempower humans. I discuss the nature of human agency, and the ways that it is enhanced or degraded by technology. I summarise recent evidence which has explored how humans are empowered or disempowered when they interact with conversational AI systems. I conclude by talking about potential technical solutions for enhancing human agency using AI. **Bio**: CS is Professor of Cognitive Neuroscience at the University of Oxford, and a Research Director at the [UK AI Security Institute](https://www.aisi.gov.uk/ "https://www.aisi.gov.uk/"). His work focuses on understanding the [cognitive and neural mechanisms](https://humaninformationprocessing.com/publications/ "https://humaninformationprocessing.com/publications/") that underlie human learning and decision-making, and on studying the [impacts of AI on society](https://humaninformationprocessing.com/publications_AI/ "https://humaninformationprocessing.com/publications_AI/"). His research bridges the fields of cognitive science, neuroscience, and artificial intelligence. He is particularly interested in how insights from human cognition can inform the development of more advanced and safer AI systems. We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

Tuesday night, grab a beer! We've got a comedy show built for locals, tourists, and anyone flying solo. A fast, funny, feel-good evening! Tuesday night, grab a beer! We've got a comedy show built for locals, tourists, and anyone flying solo. This fast, funny, feel-good evening is hosted by Amercan comedians Tera Kilbride and Steph DePrez. Laugh, unwind, and grab a drink: it's Tuesday Boozeday [BOOK HERE PLEASE](https://www.eventbrite.com/e/tuesday-boozeday-english-stand-up-comedy-in-neukolln-sisyfass-bar-tickets-1986796575039?aff=oddtdtcreator) If you’re new to Berlin, riding solo, or looking for a bright place to warm up as the days get shorter, this is the place to be. Grab your REDUCED PRICE ticket now, or show up and pay 15 EUR at the door. Perfect for tourists and locals. Come grab a drink and laugh away the winter blues. Bring your colleagues, bring a first date, bring your mom: Laughs guaranteed. This show is hosted by two heavyweights of the Berlin scene: opera-singing comedian Steph DePrez and veteran producer Tera Kilbride. Please arrive by 7:50 to grab a seat.

Hi friends, **To attend the meetup please ➡️➡️➡️ [REGISTER HERE](https://guild.host/events/react-berlin-meetup-tmi8du) ⬅️⬅️⬅️ via Guild.** **On May 19**, join us for an evening with the community — we’ll dive into scaling frontend architectures, the reality of “write once, run everywhere,” and lessons from building cross-platform applications in production. **🗣 Call for Proposals** Have an idea or story to share? Submit your talk proposal through our [CFP form](https://docs.google.com/forms/d/e/1FAIpQLSfbG_BEJJYuAtVL5vhMMnWTpQbYHzGM8kmlqaJ790-Lgqv0fA/viewform) and take the stage at one of our upcoming meetups! **🤝 Organized by** This event made possible thanks to the support from [React Summit](https://reactsummit.com/), [JSNation](https://guild.host/events/JSNation) and [React Day Berlin](https://reactday.berlin/) organizers – [GitNation](https://portal.gitnation.org/). **🤝 Sponsored by** Huge thanks to our friends from [Enpal](https://www.enpal.de/)! At EnpalTech we’re driving Enpal’s mission to revolutionize sustainable energy. Our team builds innovative applications that enhance every stage of the customer journey, from sales to energy management. With Enpal’s Energy Platform and Virtual Power Plant, we integrate decentralized energy sources to create a smarter, more efficient grid, accelerating the transition to renewable energy. We deliver impactful solutions — from operational software in Enablement Platform to appointment management in CraftOS — and stay agile to ensure renewable energy is accessible to all. [Enpal Teams: Software Engineering](https://www.jobs.enpal.com/teams/software-engineering) **🕑 Event Schedule** 18:30 - Doors open - snacks, beer, socialization 19:00 - Intro and announcements **19:10 - From One App to Many: Scaling Frontend with Domain‑Driven Architecture - [Natalia Dmitrieva](https://www.linkedin.com/in/natalia-dmitrieva-652307124/)** **19.35 - The Fourth Platform: How Vega Got Us Surprisingly Close to "Write Once, Run Everywhere" - [Bogdan Plieshka](http://linkedin.com/in/gotbahn/?skipRedirect=true)** 20:00 - Break with drinks **20:15 -** **React Native in 2026: Not Your Daddy’s React Native - [Conor Lamb](https://www.linkedin.com/in/conorobrienlamb/)** **20:40 - Networking, Open Mic Lightning Talks** Mingle until 21:30pm 🗣️ **Talks** **➡️ From One App to Many: Scaling Frontend with Domain‑Driven Architecture - [Natalia Dmitrieva](https://www.linkedin.com/in/natalia-dmitrieva-652307124/)** *How we transformed a React monolith into multiple apps inside one codebase.* *You always start small: one product, one team, one stakeholder. But once you succeed and need to scale, your original frontend architecture might not be ready for what comes next. As our Sales Process Orchestration Platform expanded to support multiple products and sales channels, our original monolithic application became a bottleneck.* *In this talk, I'll share how we transitioned to a domain‑driven, multi‑app architecture while deliberately keeping a single React codebase. You'll see how we applied Domain‑Driven Design concepts on the frontend, structured clear boundaries between sales channels, and used Nx to orchestrate builds, enforce architecture rules, and keep teams moving independently without losing shared foundations.* **➡️ React Native in 2026: Not Your Daddy’s React Native - [Conor Lamb](https://www.linkedin.com/in/conorobrienlamb/)** *React Native has changed a bunch, and if you haven't looked at it lately you're in for some fun. We'll walk through building a real app with (my beloved 😍) Expo. Talk about project setup to app store submission with detours into AI-assisted development and ofc, talk about the casual masochism that is mobile dev.* **➡️ The Fourth Platform: How Vega Got Us Surprisingly Close to "Write Once, Run Everywhere" - [Bogdan Plieshka](http://linkedin.com/in/gotbahn/?skipRedirect=true)** *"Write once, run everywhere" is a promising goal in software development, but one that often breaks down under real-world problems. At Zattoo, building streaming applications across Android, Apple, and Web meant years of separate native stacks that were not aligned, and therefore did not scale. This talk explains how moving to a multiplatform architecture, enabled by Vega as a fourth (React Native first platform), brought us very close to achieving that goal.* — **👍 Code of Conduct** By registering for this event you agree to comply with our [CoC](https://portal.gitnation.org/coc) **📩 Contact** events@gitnation.org [https://twitter.com/ReactSummit](https://twitter.com/ReactSummit) [https://bsky.app/profile/reactsummit.gitnation.org](https://bsky.app/profile/reactsummit.gitnation.org) [http://youtube.com/ReactConferences](http://youtube.com/ReactConferences)

**Berlin’s Only Comedy Show That Fixes Your Problems (Kind Of)!** Stand-up comedy meets hilarious, unqualified life advice! Comedians tackle your anonymously submitted problems live on stage—roasting, dissecting, and turning them into comedy gold. **Where?** The hidden Mitte gem —**Art.City.People** in **Heckmann-Höfe!** **When?** Doors: **8:00 PM** \| Show: **8:30 PM** Come for the stand-up, stay for the therapy—just bring your problems (or a friend with worse ones). Every show is a fresh mix of **four experienced comedians and new audience problems**—so you never know what to expect! Hosted by **Lena Stolby** — she’s Russian, so she *really* knows about problems! **&** We are a free entry pay-what-you-want show, and **have been running solely thanks to the support of the audience**, so to help us keep making this world a drama free place we **suggest a contribution of €12-15!** **Seats are limited, so book now!** The room gets very busy, so, to make sure you get a seat please book a seat via Eventbrite here (it’s free): https://www.eventbrite.com/cc/comedy-therapy-events-1626059

**Berlin's oldest comedy show where your problems become the punchlines. Real problems. Bad advice. Great comedy. Now in Friedrichshain too!** **A fast-paced showcase where comedians turn your anonymous problems into punchy on-stage therapy** Write down anything you want - from dating disasters to existential crisis & watch comedians solve it in the craziest way possible. ❗️**You stay anonymous, and we won't talk to you unless you want us to!** Perfect for introverts, overthinkers, and anyone who needs a laugh **Doors 20:00 \| Show 20:30** * Stand-up comedy + live "therapy" * Different lineup + new problems every show * A cosy, intimate vibe in Friedrichshain Every show is a fresh combo of stand-up brought by the guest comedian and advice from the host **Lena Stolby** — she's Russian, so she really knows about problems! & **THIS IS A PAID WHAT YOU CAN EVENT** We have been running solely thanks tolthe support of the audience. **Suggested contribution: €15** standard / **€12** reduced (student, unemployed)

In May, [Bruno Caballero](https://github.com/bruno-ah-um) will show us how to target hardware accelerators from Java with MLIR based on [his fork of the OpenJDK Project Babylon](https://github.com/bruno-ah-um/openjdk-babylon-mlir-tosa). Bruno leads the Java Virtual Machines Engineering team at [MicroDoc](http://www.microdoc.com), which develops JVMs and maintains ports across various processors and operating systems. In this talk, we’ll explore a toy project that translates Java code into MLIR for the TOSA dialect, which is used for AI and accelerator workloads. We’ll briefly introduce current approaches (e.g., TornadoVM and Babylon/HAT), before looking at how this project reuses existing compiler infrastructure instead of building new backends. Finally, we’ll touch on whether DSLs should be embedded in general-purpose languages like Java or designed as standalone languages. Small snacks and drinks will be available. There is always space for outside topics and discussions. If you have specific questions, please bring them. Looking forward to meeting everyone again!

✨ Women in Agile Berlin Event ✨ Deep Work, Real Impact – Reclaiming Focus in a World of Endless Tasks Somewhere, not that far away, a talented woman is not struggling because she lacks skill, ambition, or drive… …but because her day is filled with everything except the work that truly matters. Admin. Coordination. Emotional labor. The invisible glue that keeps everything running, but slowly pulls focus away from real impact. Have you ever ended a full day and wondered: 👉 What did I actually move forward today? 👉 Why does being “busy” not feel meaningful? 👉 When was the last time I worked with real, uninterrupted focus? The idea that some people are “natural multitaskers” sounds like praise, but in reality, it often hides a system that rewards constant availability over meaningful contribution. At our next Women in Agile Berlin event, Saskia Ruschke will explore why deep, focused work is one of the most powerful, and most underprotected, resources we have. ✨ Together, we will explore: • Why constant task switching drains more than just time • How invisible work quietly takes over our days • What it really takes to protect focus in modern work environments • Practical ways to create space for deep work again 👉 What would change if your focus was truly protected? 👉 What kind of impact could you create then? Join us for an evening of reflection, practical tools, and honest conversation. #deepwork #impact #focus #meetup #agile #scrum #meetupberlin #womeninagile #womeninagileberlin

**We’re back!** After a break, the Berlin Tech Leads meetup is officially revived **\- and this time IRL at Berlin Vinted office\.** **We’ve missed the deep dives, the architectural debates, and the networking. To kick things off, we’re tackling one of the fastest-moving landscapes in the industry right now: the intersection of Engineering and Customer Support.** **About the Event** Customer Support is often the first place where AI moves from "experimental" to "mission-critical." For Tech Leads, this shift isn't just about plugging in a basic chatbot; it’s about re-engineering the entire lifecycle of a ticket and how our systems actually interact with our users. In this meetup, we’re looking under the hood of the support stack. We’ll discuss how the landscape is being reshaped by LLMs, the shift toward autonomous agents, and the real technical hurdles of building multi-modal support systems. **Talks:** * [Pau Agustín](https://www.linkedin.com/in/pau-agust%C3%ADn-granell-6420a5139/) & Team Help Experience (vinted.com): "Scaling Support: How Vinted Manages Tens of Thousands of Tickets Every Day" * [Yam Marcovitz](https://www.linkedin.com/in/ACoAAAbVVAwBOgouy-uT1QB1ixhqrafAv1kNxQk) (parlant.io) "Building consistently aligned agents with Parlant" * [Richard Lohwasser](https://www.linkedin.com/in/ACoAABRCCmYBD9PS9O73AjQ244LC4Gc_NMUcnsY) (enneo.ai): "Applying AI across all channels in real-life customer service at scale: What works, what doesn't, and where we're heading to?" *Just a quick reminder: if you'd like to take the stage and speak at a future Berlin Tech Leads meetup, feel free to drop a message to one of the organisers.*

✨ The registration is via **LUMA**: [https://luma.com/3ts2ahdc](https://luma.com/3ts2ahdc) ✨ Hi PyLadies Berlin! We’re excited to invite you to our next **PyLadies Berlin meetup**, hosted by **d-fine** at their office in Berlin! This workshop introduces you to the core concepts related to data agents and enables you to extend a **multi-agent using Pydantic AI.** 🎤 **Building AI Agents with Python: Approaches & Challenges** 🗓️ When? **Thursday, May 21 from 6:15pm** 📍Where? **d-fine** 📚 Get ready for a practical session this month, as we will extend a multi-agent’s capabilities together **Anne Sehnal** and **Cassandra Milbradt** invite you to an exciting, highly relevant workshop on agentic systems in the era of LLMs. The session covers core concepts including capabilities, multi-agent architectures, and tool usage, with a hands-on look at popular Python libraries and enterprise tools for building agentic systems. Participants will get practical experience by extending a multi-agent setup using pydantic-ai and pydantic-graph. The demo-agent that will be extended was built by our speakers to enhance your learning experience. Prerequisites: Medium to advanced Python proficiency and an interest in agentic frameworks. ✨ **Cassandra Milbradt** holds a Master's and PhD in Mathematics from Humboldt-Universität zu Berlin. Her early involvement in a student consulting company set the tone for a career spanning machine learning, AI, software engineering, and energy markets. Today, she joins Anne to present "Building AI Agents with Python: Approaches & Challenges". ✨ **Anne Sehnal** holds a Master’s degree in Chemistry and Business Studies, with a focus on energy systems modelling and battery technology. Starting from complex system simulations, she moved into data analytics and now designs data architectures, building analytics platforms for energy companies, including in energy trading. Today, she joins Cassandra to share perspectives on building and applying AI agents on robust data foundations. [✨](https://emojipedia.org/sparkles/) **D-fine**, our amazing host, is a European consulting firm, which by means of scientifically minded employees, provides innovative and future-proof solutions through sustainable technological implementation. \*\*\* 📆 Agenda 18h15 Doors open 18h30 Community Announcements 18h40 Welcome from our sponsor d-fine 18h55 Speakers present themselves 19h10 Introduction to (multi-) agents 19h30 Agentic frameworks in Python and the Industry 20h00 Short break 20h10 Coding exercise: Extend the Demo-Agent 21h10 Networking 22h00 See You Next Time! :D \*\*\* ❓ How to register ❓ The registration is over the Luma portal in the link below. [https://luma.com/3ts2ahdc](https://luma.com/3ts2ahdc) Our host would love to get to know you, so feel free to additionally register with them via their talent pool (see link below), then their recruiters can reach out to you! [PyLadies @ d-fine](https://jobs.d-fine.com/de/jobs/30494/intro) Since there is **very limited space, please be mindful and cancel your participation if you are not able to attend the workshop,** so someone else can enjoy the pleasures of maths and coding. Just a heads-up: Meetup has been promoting its Plus program recently, but there’s no need to sign up. Our events—and the platform itself—are still free to use. ❓ Can men attend ❓ Although allies are normally welcome at our events, this particular session is intended as a FLINTA\*-only due to the limited room capacity. 🍕 There will be food and drinks (with vegetarian and vegan options, **thanks to our sponsor d-fine**) 🤝 By attending our online event, you agree to the PyLadies Code of Conduct:[ https://www.pyladies.com/CodeOfConduct/](https://www.pyladies.com/CodeOfConduct/) \*Disclaimer: Please note that photos and filming may take place during this session, and you will be asked in person to consent to this as part of our event; this is only to cover d-fine’s side of the photo consent aspect. 📧 Contact Interested in speaking at one of our events? Have a good idea for a Meetup? Get in touch with us at[ berlin@pyladies.com](http://berlin@pyladies.com/) 💬 Find us on the PyLadies Global workspace: 1. [https://slackin.pyladies.com](https://slackin.pyladies.com/) enter your email address. Accept the email invitation 2\. Go to workspace[ https://pyladies.slack.com](https://pyladies.slack.com/) 3\. Join channel \#city\-berlin\, \#germany\, \#jobs\-europe

Join us at AgentCon Berlin 2026, a pivotal event for all technology enthusiasts eager to delve into the world of autonomous AI agents. Set in the vibrant city of Berlin, this part of the AI Agents World Tour promises a day full of innovative discussions and networking opportunities. Dive with us into the future of AI where developers, students, and tech innovators can exchange ideas on designing intelligent copilots and orchestrating multi-agent systems. Whether you are a seasoned developer or a curious newbie, this event is your chance to contribute to the conversation and drive the future of AI forward. Limited spots available - register now to secure your place! 🎫 https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/ 📍CODE University Berlin📆 Tuesday, 19 May 2026 Agenda --- Speaker Abdel SGHIOUAR - Google (Senior Cloud Engineer @Google Cloud) Senior Cloud Engineer @Google. GCP Certified almost everything. I tweet about GCP, Cloud, DevOps, kubernetes, and Serverless. Abdel Linkedin Profile: https://www.linkedin.com/in/sabdelfettah/; Hosted By Yevgen Batovskyi, Organizer Esra Kadah, Organizer Senior App Developer | Author of "Flutter Design Patterns & Best Practices" | Co-Organizer of Flutteristas, Flutter Berlin, GDG Cloud Berlin, Flutter Community AI Circle | 👩🏼‍💻 Antigua Mobile Hany Elfouly, Co-founder & CEO Mohamed Islem Ayari, Organizer Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-berlin-presents-agentcon-berlin-2026-global-ai/.

**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.

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

**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

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

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

**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.