Mapping

**Thank you for your interest in our meetup. Due to the venue’s capacity, registration is now closed.** We appreciate your support and look forward to seeing you at future events. __________________________________________________ Join us on February 17 as **Superhuman’s Data Engineering team** shares examples of **how they scaled from a writing assistant to an agent platform**, unified analytics and ML data, and migrated core systems without slowing product delivery. ✅ **Registration**: Closed 🚀 **Enabling Rapid Experimentation: Unifying Analytics and ML Data in Databricks** Enabling teams to rapidly experiment with new AI models requires breaking down silos between analytical data and ML training datasets. At Superhuman, we consolidated both into Databricks as we scaled from a writing assistant to an agent platform. In this talk, we will: * Share our journey from our fragmented data systems to a unified platform in Databricks * Walk through design choices on how we organize Workspaces, Unity Catalog, and data ingestion * Explain how we apply and manage our privacy policies, governance, and access control 🚀 **Rebuilding the Engine: Migrating Data Systems While Keeping Products Moving** During this talk, we'll explore how to migrate core data systems while maintaining product velocity amid organizational and architectural change. We’ll cover: * The migration philosophy behind translate vs. transplant, and when each approach makes sense * Key data validation challenges encountered during system migrations * How to scope migration efforts realistically under time and delivery pressure * Architectural trade-offs and lessons learned from high-impact decisions **About Speakers**: **[Niels van Kaam](https://www.linkedin.com/in/niels-van-kaam-aa731768/)** is a tech lead for the ML Data team at Superhuman, where he’s building the data foundation for the company’s transition from a writing assistant to an agent platform. Previously, he worked on large-scale data systems for ad-tech at Amadeus Berlin and on geospatial applications for startups in the Netherlands. **[Dave Heberer](https://www.linkedin.com/in/dave-heberer/)** is a software engineer at Superhuman with nearly 25 years of experience building data infrastructure across major tech companies. His background includes work at Microsoft, Tableau, and Facebook, spanning operating systems, computer vision, gaming platforms, and large-scale data and analytics systems. **💥 Who should attend?** (Data) Engineers making design decisions amid organizational change and rapid product development. **Agenda:** ✨ 18:30–19:00: Registration and networking ✨ 19:00–20:00: Talk ✨ 20:00–21:00: Mingle with our team **✅ Where:** In-person, Superhuman Berlin hub **✅ When:** Tuesday, February 17 **✅ Language:** English ✅ **Registration**: Closed **The event is free. Registration is mandatory**. Due to a limited number of seats, the invites will be sent to a limited number of interested guests on a first registered, first invited basis. Please check your inbox for a confirmation email about your attendance.

Meet us for in-person talks at Zalando on February 17, 2026! Join us for an evening of practical talks on how GenAI is reshaping modern engineering workflows, from code agents to production-grade, guardrailed systems. Please make sure you register with your full name, as it will be checked by security on arrival. **📅Date and Time:** Tuesday, February 17, 2026 Doors open: 18:00 Opening & announcements: 18:30 Talks start: 18:35 Wrap-up & networking: \~20:30 📍**Location:** [Zalando Office BHW](https://maps.app.goo.gl/GELYd8FH7AnqEFNF8) Berlin Hedwig-Wachenheimstraße 7 (BHW) The main entrance is on the west-side of the building (towards Uber Arena). Participants should register at the Helpdesk, and will be picked up from there. 📝 **Agenda:** **18:00 – Doors Open** Pizza, drinks, and networking **18:30 – Opening** Short welcome and announcements from the organizers (5 min) ### **18:35 – Talk #1** **Building Blocks of Modern Code Agents: Reusable Skills and Role-Based Subagents** **[Alexey Grigorev](https://www.linkedin.com/in/agrigorev) — DataTalk.Club** A practical map of modern code agent types and the two key building blocks that make them reliable in real-world development workflows. Code agents appear in many forms today: chat-based assistants, cloud agents running CI-like workflows, and IDE or terminal agents embedded directly into development environments. In this talk, we’ll map these main categories, discuss what each is good at, and highlight where they commonly fail. We’ll then zoom in on two core building blocks used in modern agent tooling: * **Skills / playbooks** — reusable, step-by-step workflows (e.g. understand the repo → implement a change → run checks → produce a clean diff) * **Subagents** — specialized roles such as planner, implementer, reviewer, and tester that split complex work into focused, reliable steps **Format:** 20 min talk + 10 min Q&A ### **19:05 – Talk #2** **Guardrailed Agents at Scale: Zalando’s Support Agent for Incident Triage and Stakeholder Q&A** **[Ivan Potapov](https://www.linkedin.com/in/ivan-sur/)**, **[Saugandh Karan](https://www.linkedin.com/in/saugandh-karan/)**[ ](https://www.linkedin.com/in/saugandh-karan/)— Zalando SE We’ll share how Zalando built and shipped a specialized internal support agent that helps engineering teams answer stakeholder questions and triage operational alerts — without drowning in context or compromising production safety. The agent enriches user requests with relevant observability context (metrics, logs, traces, recent deploys), summarizes what matters, and produces a severity assessment with recommended next steps. A key challenge is context explosion: pulling “all the data” quickly becomes noisy, slow, and risky. We’ll walk through the architecture patterns and guardrails that keep the system production-ready: * Retrieval and ranking strategies * Strict tool boundaries * Policy-driven response formats * Evaluation checks to prevent overconfident or unsafe guidance Finally, we’ll cover rollout and migration: introducing the agent alongside existing workflows, aligning it with architecture guidelines, and iterating based on real incident feedback. **Format:** 20 min talk + 10 min Q&A ### **19:35 – Pizza, Drinks & Networking** Invite your friends and join our meetup. Special thanks to our hosts **[Zalando.](https://en.zalando.de/?_rfl=de)**

Need a mid-week pick-me-up? Join us for **Sip Happens!** this week at Electric Social, where good beer and great games come together for a fun and fantastic social night! Whether you're a board game pro or just looking for a chill night out and a fun way to socialize, there's something for everyone. Grab a beer (or cider, or wine, or even a tea!), **pick (or bring) a game,** and meet some new friends as we roll dice, play cards, and laugh the night away. From classics like Catan and Scrabble to party favorites like Cards Against Humanity, we’ve got it all. Coming straight from work? No problem...the kitchen serves awesome food as well! 😉 So, round up your mates or come solo—either way, you’ll leave with new friends and fun memories. Cheers to making midweek nights something to look forward to! 🍺🎉 We always have several organisers there (male and female), so come say hello to us! We care to make sure that everyones enjoys themselves and we have **no tolerance for bad behaviour or creepiness.** **Follow us on Insta:** @siphappens.berlin **Join us on Telegram:** t.me/siphappens_berlin **👉 Other important notes:** \- 🍸 The locations we visit are bars and clubs\, they are businesses and we are able to keep these events free ONLY if people buy drinks\. Please respect the locations and the event by making purchases \- 🦹‍♂️ Remember to keep an eye on your belongings and prioritize your own well\-being\. We are not responsible for any lost items or personal issues\. \- 📷 By attending our events\, you consent to being photographed or filmed\. Photos and videos taken during the events may be shared on our social media\. If you do not wish to appear in the photos or if you appear in a photo that we post that you would like removed\, please send us a private message as soon as possible on Instagram \(@siphappens\.berlin\)

Informal meetup for anyone interested in or working with OpenClaw/Clawdbot. No talks or presentations. We'll discuss setups, learnings, and entrepreneurship. The group is intentionally small (6-8 people) to keep things relaxed. Come as you are. Stay as long as you like.

In diesem Kurs beschäftigen wir uns mit verschiedenen Texten aus unterschiedlichen Bereichen. Das können u.a. kurze Geschichten, Gedichte, Zeitungsartikel, Kolumnen oder Videos sein. Immer sind es Themen, die uns gefallen, die wir besonders interessant, wichtig oder manchmal auch richtig schlecht finden. Gemeinsam versuchen wir die Position der Autor*in, den Stil und die Argumentationsstruktur zu verstehen. Dazu diskutieren wir über das, was wir verstehen, welche Meinung wir zu dem Thema haben oder welche Fragen offen bleiben.
Gerne könnt ihr uns auch Themenvorschläge mitbringen oder zuschicken.
Der Kurs richtet sich an interessierte Menschen mit einem B2-Niveau (oder so ähnlich), die Lust haben sich weiter mit der deutschen Sprache zu beschäftigen und ihren Wortschatz zu erweitern.
Die Termine sind sporadisch.

Dear Community, Another month with two great speakers gladly joining us. This time we are meeting at charming office of **Storm Reply**, with one talk from AWS, one from Storm Reply team to be presented. =================================================== 18:30 - Warming up and networking chat 18:45 - Intro by AWS UG Berlin & Storm Reply 19:00 - 19:40 - **Aman Kumar Singh & Li-Ya Wang // Building a Customer Contact Center in Minutes Using Amazon Connect** In this session, we’ll learn how Amazon Connect enables you to build a fully functional, scalable customer contact center in just minutes. We will also present on how Connect simplifies voice and chat interactions, integrates seamlessly with other AWS services, and leverages AI for intelligent customer experiences. Starting with an overview of its core capabilities, we will have a short demo on Amazon Connect. 19:40 - 20:00 - Networking break with food, snacks and drinks 20:00 - 20:40 - **Omar Kobbi // AWS and GxP Compliance: Building Trust in the Cloud for Life Sciences** In this session, we’ll explore how AWS can support GxP compliance in the life sciences industry. From moving validated workloads off on-premises infrastructure to the cloud, to leveraging services like EC2, Elastic Load Balancer, S3, and AMI Factory, we’ll show how organizations can ensure data integrity, validation, and audit readiness while gaining scalability and innovation. Join us to learn how AWS helps build trust in the cloud for regulated environments. 20:40 - 20:45 - Closing & Final Remarks =================================================== **Very Important: There is no "waitlist" for our regular sessions.** However, there are limited seats available. If you want to make sure you can attend: Register yourself with your "full name" here at meetup.com Arrive on time - seats are first come, first serve. As soon as there are seats available, you are welcome to join with your registration. In case there are no more seats available, we won't be able to let you join us this time.We thank you very much for your understanding! ================================== Additional Information **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details. Would you like to host AWS UG Berlin events at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG Berlin sessions? [Submit your talk here](https://bit.ly/aws-talk)

***Note:*** *We receive bookings from many different platforms, so you can expect a lively group with people joining from all over the world. When you join the **Original Athens Pub Crawl**, you’ll be part of a fun, social crowd ready to explore the city together.* ### Original Athens Pub Crawl – Explore Athens by Night: Looking for the best way to experience Athens nightlife? The **Original Athens Pub Crawl** is the ultimate evening adventure for travelers who want to explore the city after dark, meet new people, and enjoy an unforgettable night out. Perfect for solo travelers, couples, and groups, this crawl takes you through some of Athens’ most exciting nightlife districts, mixing popular venues with hidden local gems. Led by friendly local hosts, you’ll discover Athens in a whole new light—through its buzzing atmosphere, music, and social energy. Expect a night filled with fun activities, interactive games, and plenty of opportunities to connect with fellow travelers from around the world. Whether you’re here for one night or a full holiday, the Original Athens Pub Crawl guarantees a memorable evening of laughter, culture, and new friendships. **Highlights:** * Experience Athens nightlife with local hosts and fellow travelers * Explore a mix of lively venues, social spots, and hidden gems * Join fun games and activities that keep the energy going all night * Meet new friends from across the globe in a relaxed, friendly setting * A perfect choice for solo adventurers, groups of friends, or party lovers Make your trip to Athens unforgettable—join the **Original Athens Pub Crawl** and dive into the city’s vibrant night scene!

**Berliner Mauerweg Abschnitt 13** **– vom S-Bahnhof Lichtenrade bis zur Gropiusstadt –** mit ***Harms*** und ***Thomas*** **Treffpunkt**: 11 Uhr, S-Bahnhof Lichtenrade (S2) auf dem Bahnsteig **Streckenlänge**: ca. 12 km (ca. 4 Std.) **LGBTQIA +** **[Kostenlos mit Anmeldung](https://wearevillage.org/shop/village-outdoor/w08-2026/)** Auf unserer ersten Wanderung des Jahres 2026 setzen wir den Berliner Mauerweg an der südlichen Stadtgrenze fort – dieses Mal geht es von Lichtenrade bis zur Gropiusstadt. Schon am S-Bahnhof fällt der Blick auf das historische Industriegebäude der Alten Mälzerei, eine ehemalige Malzfabrik, die vor Kurzem zu einem integrativen Stadtquartier umgestaltet wurde. Vom Bahnhof aus gelangen wir durch ein Wohngebiet zum südlich gelegenen Abschnitt des Mauerwegs. Wie bereits im vorherigen Teilstück führt uns der Weg über weite Strecken entlang der Stadtkante durch die offene Landschaft im Süden Berlins. Der ehemalige „Kolonnenweg“ der DDR-Grenztruppen ist hier teilweise noch erhalten; auch einige der Peitschenlampen, die einst den Grenzstreifen ausleuchteten, stehen noch. Schon aus der Ferne kündigt die markante Silhouette der Gropiusstadt den Endpunkt unserer Wanderung an. **Was ist Village Outdoor?** Village Outdoor Events sind monatliche Treffen der we are village-Community und ihrer Freunde, um Outdoor-Aktivitäten in und um Berlin zu genießen. Jeden Monat gibt es einen kostenlosen und unkomplizierten Spaziergang oder eine Wanderung in Bereichen Berlins oder in der Umgebung, die mit öffentlichen Verkehrsmitteln erreichbar sind. **Hinweise** **Treffpunkt**: 11 Uhr, S-Bahnhof Lichtenrade (S2) auf dem Bahnsteig **Streckenlänge**: ca. 12 km (ca. 4 Std.) **Rückfahrt**: U-Bahnhof Lipschitzallee (U7), **Sprache**: Je nach Bedürfnissen der Gruppe werden wir Deutsch und/oder Englisch sprechen. **Kosten**: Die Teilnahme ist kostenlos mit Anmeldung. *\*\* Diese Veranstaltung ist Teil unseres Programms ‘****[Gemeinsam statt einsam](https://wearevillage.org/village-quartiere/addressing-queer-lonliness)****‘, unterstützt von der* ***[LADS](https://www.berlin.de/sen/lads/en/)****. Erfahre mehr über das Programm [hier](https://wearevillage.org/village-quartiere/addressing-queer-lonliness).* 🔵 **Village Outdoor** **Berlin Wall Trail Section 13** **– From Lichtenrade S-Bahn Station to Gropiusstadt –** with ***Harms*** and ***Thomas*** **[Free event with registration](https://wearevillage.org/en/shop/village-outdoor/w08-2026/)** On our first hike of 2026, we continue along the Berlin Wall Trail on the southern city limits – this time from Lichtenrade to Gropiusstadt. Even at the S-Bahn station, the eye is drawn to the historic industrial building of the Alte Mälzerei , a former malt factory that was recently transformed into an inclusive urban quarter. From the station, we walk through a residential area to the southern section of the Wall Trail. As in the previous section, the path leads us along the city’s edge for long stretches through the open countryside in southern Berlin. The former patrol road of the GDR border troops is still partially preserved here; some of the lampposts that once illuminated the border strip are also still standing. Even from a distance, the distinctive silhouette of Gropiusstadt announces the end point of our hike. **What’s Village Outdoor?** Village outdoor Events are monthly meetups for the we are village community and their friends to enjoy outdoor activities in and around Berlin. Each month features a free and easy walk or hike in Berlin or its surrounding areas, accessible by public transport. **General Information** **Meeting point**: 11:00 AM, Lichtenrade S-Bahn station (S2) on the platform **Route length:** approx. 12 km (approx. 4 hours) **Return**: Lipschitzallee U-Bahn station (U7) **Language:** we’ll speak English and/or German, depending on the needs of the group. **Cost**: free event with registration *\*\* This event is part of the we are village program ‘****[Belonging versus Lonelliness](https://wearevillage.org/village-quartiere/addressing-queer-lonliness)****‘, with the support of the* ***[LADS](https://www.berlin.de/sen/lads/en/)****. Learn more about the program [here](https://wearevillage.org/village-quartiere/addressing-queer-lonliness).*

**⭐ NOTE THE NEW LOCATION! ⭐** The Creative Code Jam is a monthly gathering of artists, makers, designers, illustrators, coders, musicians, performers, learners and anyone interested in the use of computing skills for artistic expression. The event is free and open to all, regardless of age, origin, gender or experience. The jam is an opportunity to meet likeminded people and get creative together in a relaxed and safe environment. Beginners and first-timers should feel especially welcome! WHAT SHOULD I EXPECT? **Bring a laptop** and/or anything you’d like to work on, whether it’s a personal project, an experiment, or a skill you want to learn. You can come with friends or meet new people here. There’s no set agenda: some people code, some sketch ideas, some collaborate, and others just chat and get inspired. SCHEDULE Doors open at noon, then we’ll have quick introductions so everyone can share what they’re planning to work on. Note: arriving on time is the best way to hear what others are up to ;) Around 6 pm, we gather to share what we’ve worked on during the day. BEGINNERS WELCOME! If you’re new to creative coding, we'll be happy to help you get started, and you can find beginner-friendly resources at [creativecode.berlin/learn](http://creativecode.berlin/learn). THIS IS YOUR SPACE We do our best to create a welcoming environment for all people regardless of race, ethnicity, color, religion, gender identity, sexual orientation, national origin, age, disability, or genetics. People from group generally underrepresented in open-source, art, and technology fields are warmly encouraged to come by. And if you know someone who might enjoy this meetup but isn’t sure it’s for them, let them know they’ll be welcome! SAFE SPACE POLICY We support the Berlin Code of Conduct: https://berlincodeofconduct.org/ Please make sure you agree with its content. ABOUT MotionLab.Berlin MotionLab.Berlin is Germany’s premier Innovation Hub & Makerspace – an ecosystem for Hardtech, art, creativity, and entrepreneurship. They are an international community with access to state-of-the-art machinery, prototyping machines, coworking spaces, offices, and production facilities. More info: https://motionlab.berlin/ ACCESSIBILITY MotionLab is located on the ground floor, with bathrooms on that same level, although unfortunately they are too small for wheelchairs. FOOD MotionLab has drinks and snacks for sale. Bio food can be found on LPG at Bouchéstr (\~200m). Their cantine has vegan, vegetarian and other food options until 8pm. DO I NEED TO SPEAK GERMAN? We speak mostly English so international guests are more than welcome! Our team also speaks French, Turkish, Italian, Spanish, Dutch, Finnish and German... though language availability may vary depending on which organizers are present :) CONTACT Raphaël de Courville team@creativecode.berlin +49 176 700 70572 or get in touch via [creativecode.berlin](https://creativecode.berlin/)

📆 Agenda * 19:00 Welcome to the PUB (Python Users Berlin) – setting up * 19:15 Main talk * 20:00 Lightning talks * 20:30 Social gathering 🎙 Main talk by [@esc](https://github.com/esc): Whirlwind tour of [Numba](https://github.com/numba/numba) In this talk I will take you on a whirlwind tour of Numba -- the Python just-in-time (JIT) compiler. I will equip you with with a mental model of how Numba works and what it is good at. At the end, you will be able to decide if Numba could be useful for you. 📚 Resources * https://github.com/esc/numba-talk ⚡️ Lightning talks Time will be open at the end of the night for lightning talks (short 5 minute presentations). Please bring your ideas and inspirations with.

**MELDE DICH FÜR DIE VERANSTALTUNG AN, INDEM DU DIE [WEMEET-APP HIER](wemeet.weroad.com/event/ef945ecf-486d-4a7e-8b4b-31877cd477ff) HERUNTERLÄDST** Neu in Berlin? Alte Freunde zu beschäftigt? Zeit, das zu ändern! Wir treffen uns einmal pro Woche, um gemeinsam neue Events zu erleben, neue Leute kennenzulernen und einfach eine gute Zeit zu haben. Bei **Games & New Friends** treffen wir uns, spielen gemeinsam als WeMeet-Team und rätseln über Wissen, unnützes Wissen und alles dazwischen – begleitet von einer Auswahl guter Craft Biere und entspannter Pub-Atmosphäre. Vorkenntnisse nicht nötig, Spaß garantiert! 🤝 **Kein Ghosting. Kein Drama.** Wer sich anmeldet, kommt auch. Und wenn nicht: bitte rechtzeitig absagen, damit niemand allein warten muss. Wir kümmern uns um die Reservierung und Organisation. Du bringst Neugier und Teamgeist mit – mehr braucht es nicht. Komm vorbei, quizze mit und lerne neue Leute kennen 💚🧠

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com

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.transformlabs.com/services)

We'll play board games at the [Land-Grant Brewing Company](https://landgrantbrewing.com/). The brewery has multiple [food trucks](https://landgrantbrewing.com/food/) on Sundays, including [Ray Ray's Hog Pit](https://rayrayshogpit.com/franklinton), [Buck City Sammies](https://www.buckcitysammies.com/menu), and [Hai Poké](https://www.haipokefoodtruck.com/). The brewery also has (passable) drip coffee, free water, and Jeni's ice cream. You can also walk over to the [Land Grant Extension](https://callinyourbluffcoffee.com/) for "real" coffee. (You may have to stand in line, though. The Extension is popular.) You can come late or leave early. Please just sign up so I know to expect you. **Notes on Parking** * You'll (probably) have to park on the street, but street parking is free on Sundays. * There are [parking garages](https://landgrantbrewing.com/parking/) a little farther away if you want. These are obviously not free, though. * There is a [lot next door](https://www.google.com/maps/place/39%C2%B057'26.0%22N+83%C2%B000'40.9%22W/@39.957211,-83.0119921,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x88388f3efd89238b:0xc139207386232411!2sLand-Grant+Brewing+Company!8m2!3d39.9577613!4d-83.011426!16s%2Fg%2F1pzt7t9df!3m3!8m2!3d39.957211!4d-83.011347?entry=ttu&g_ep=EgoyMDI2MDEyMS4wIKXMDSoKLDEwMDc5MjA3MUgBUAM%3D) to the brewery that you're allowed to park in, but it is not free. I've never parked there, so I don't know anything about rates. (I'm told though that if you eat at Milo's Deli next door to this lot that Milo's will stamp your parking so it's free.) * You're going to see odd signs on [Lucas St](https://www.google.com/maps/place/39%C2%B057'26.1%22N+83%C2%B000'40.3%22W/@39.957256,-83.0124134,19z/data=!3m1!4b1!4m10!1m5!3m4!2zMznCsDU3JzI4LjgiTiA4M8KwMDAnNDEuNSJX!8m2!3d39.957993!4d-83.011536!3m3!8m2!3d39.957256!4d-83.011197?entry=ttu&g_ep=EgoyMDI2MDEyMS4wIKXMDSoKLDEwMDc5MjA3MUgBUAM%3D) (saying it's a "private street") that will lead you to believe you're not allowed to park there, but you actually are. * Columbus parking cops literally do not work on Sundays. This means that, even if you're driving a non-EV, you can park in the EV spots near the brewery. **Games** I do bring many games, but please bring some of your own as well.

Early-bird coffee and conversation at [Good Cafe](https://goodcafeeaston.com/)!