Dash

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)**

**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.

We are back in the c-base! Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine! Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs. There are drinks usually available from the c-base bar. If you can't find us. just ask around or ask in irc (#krebs on hackint)

### ***This is a closed course that can only be booked and attended as a whole.*** ***So it’s best to join one of the other sMove! trainings beforehand – either on Thursdays in the park or online on Saturdays: [www.baerbelsinger.de/smove ](www.baerbelsinger.de/smove)*** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### Sensing and Expanding 🌿 sMove! invites you to expand your sensations and ways of expression through the body. The movements are simple and playful – yet they go deep: by moving with awareness, you discover qualities within yourself that are often covered by habit or tension. ### The Body as a Container 🌀 The body is more than muscles and bones – it is a container of memories, energy, and possibilities. In sMove! training, we explore this potential through rhythm, new movements, and focused attention. Each movement becomes an opportunity to sense more clearly, to shift old patterns, and to unfold new qualities – vitality, calm, presence, joy. ### Clarity through Intention 🎯 What makes sMove! special is not performance or perfection, but the direct experience of your body paired with intention, precision, and letting go. When you allow your body to guide you, space opens: your mind becomes quieter, energy can flow, aliveness grows. sMove! strengthens you inside and out – with more flexibility, strength, and ease. ### Experiencing Community 🤝 In the group, connection arises. Everyone moves in their own way – and yet we resonate with the shared rhythm. This collective presence builds trust in your own strength, encourages curiosity, and makes it easier to try something new. ### Who is sMove! for? 🌍 sMove! is open to everyone – previous experience is recommended (feel free to ask). 15 sessions * **November 2025**: 11., 18. * **Dezember 2025**: 9., 16. * **Januar 2026**: 20., 27. * **Februar 2026**: 3., 10., 17., 24. * **März 2026**: 24., 31. * **April 2026**: 7., 14., 28. 💶 Fee Early Bird: 280€ Full package: **320 €**

Cuban salsa classes every Tuesday. Join us, improve your skills, save lives and make friends! **Classes:** 19:00 - Improvers 2 (New routine starting every month) **Price: (Card payment only)** 1 class - 7€ 10 class pass - 49€ or 42€ reduced* (To use within 11 weeks. Valid for all our classes. It can only be used by one person per class. No refund possible) * Reduced price for students, Schüler, Azubis, H4-Empfänger, and pensioners/retired folks. A valid proof is needed. **Why should you learn Salsa, and why with us?** - It's great fun! - You get to know loads of new people. - No fix starting date - you can start any week. - No dress code - come in whatever you feel comfortable in. Note:No outside shoes in the room: socks or a pair of clean shoes will be required - No partner needed - we change regularly during the classes (bring all your friends though!) - You can help us make a difference! **What is Salsa4Water?** Simple! We teach Salsa and donate all our profits to the NGO Welthungerhilfe, which uses these funds for their local projects in Malawi. Welthungerhilfe fights for equal access to safe drinking water, sanitation, and hygiene in nearly 40 countries world wide. This gives you the chance to save lives while dancing!

**Please be aware - this is not a class. It's a practice for people who learn to dance.** Take your time to practice Salsa with your friends and friendly faces. We will adjust the music to the students that come - but generally, we will keep the music on the easy dancing side. After the practica (about 75 minutes), if people are interested, we will head to one of the bars nearby for a get-together. Often, you will have a teacher around, so you can ask him or her questions and get feedback as well. **IMPORTANT NOTES:** * While you are welcome to drop in - spots are limited. If you want to guarantee your spot - [please book it in advance](https://la-candela-salsa.de/salsa-friends-practica-and-meetup/). * This is not a Beginner class. For Beginner classes, we recommend to join our [Salsa Beginner Course](https://la-candela-salsa.de/salsa-beginner-course/). After 2-3 classes you should feel more free to attend this event. * The practica is 6 Euro. You can also use USC or any of our [memberships or packages](https://la-candela-salsa.de/prices/) if you'd prefer.

-DROP IN - *(English below)* **Lindy Hop \| Swing Dance Unterricht** Klassen (fast jeden) Dienstag Abend 18.15 Uhr Starter 19.30 Uhr Improver / Refresher Bitte für weitere Informationen & Kosten, bitte hier schauen: [SWING PATROL FRANKFURTER ALLEE - FRIEDRICHSHAIN](https://www.swingpatrolberlin.com/friedrichshain-1.html) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Classes (almost) every Tuesday 18.15 Starter 19.30 Improver / Refresher All information here: [SWING PATROL FRANKFURTER ALLEE - FRIEDRICHSHAIN](https://www.swingpatrolberlin.com/friedrichshain-1.html)

📆 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.

SQUASH SWEAT + TEARS WOMEN / MEN ACTIVITIES Players meetup at the club, play squash (with others around their level), train (if they wish), watch & learn from better players, make new friends, have a few drinks, etc. Please be aware, we must take care to use our allotted courts. We arrange for these based on the sign-up lists. If many people sign up, but do not appear then the courts go unused and those on the waiting list miss a chance to play. In order to ensure this if a party on the attending list has not appeared, their future reservations will be moved to the waiting list. In addition, reservations will be allowed up to fourteen days in advance only. PRICE: €9 Kindly pay at the front-desk reception "before" you play on a squash court. Free for club members. COURTS 2 courts (7 + 8) @ 15:00 to 15:45 4 courts (2 + 3 + 7 + 8) @ 15:45 to 18:00 NEW JOINERS / TOTAL BEGINNERS We, the organizers — Oliva or James— are always available to teach you the basics and improve your skills to learn the rules and get introduced to players. Ask for "demo racket" at front-desk if you don't have one. PARTICIPANT RULES 1. RSVP to participate in meetup and play. 2. Cancel your RSVP if you cannot attend. Be courteous to others who would like to attend. 3. Pay fee at club front-desk before playing. AIRPORT SQUASH & FITNESS CLUB WEBSITE http://www.airportsquash.de Become a club member for 36 EUR per month and play UNLIMITED!

(FOR ENGLISH SCROLL DOWN) Freies Training für alle Leistungs- und Altersklassen im Sportcenter Wittenau. Unabhängig ob über meetup Spieler angemeldet sind, vom Verein ist eigentlich immer jemand vor Ort. Wenn du an der Anlage ankommst, frag einfach am Counter nach dem Training des 1. SCB und Sebastian, Stefan oder Korbinian. Anschließend findest du einen von uns in oder vor einem unserer Courts (2-5). Nach dem Sport gibt es die Möglichkeit in die Sauna zu gehen und entspannt ein wohlverdientes Getränk an der Bar zu nehmen. Somit sollten alle Bedürfnisse gedeckt sein, die einen perfekten Squashabend ausmachen. Wenn du gerne regelmäßig kommen und Mitglied werden möchtest, wende dich einfach an einen der Organisatoren oder informiere dich hier weiter: https://www.1scb.de/mitglied-werden ***** Free play for all abilities and age groups in the Wittenau sports center. Independent if someone has signed up via meetup, there is usually always some around of our squash club. Once you arrive at the venue, just ask at the counter about the training of the 1. SCB and Sebastian, Stefan or Korbinian. You will then find one of us in or in front of one of our Courts (2-5). After the sport, you can go to the sauna and have a cold drink at the bar. So everything should be set for a perfect squash session. We hope to see you soon on and beside the court in our beautiful venue. If you would like to come regularly and become a member, please contact one of the organizers or find out more here: https://www.1scb.de/mitglied-werden

All thx to the sponsor! **Line-Up:** 👉 *TBD* by TBD **Speaker Bios:** 🗣 *TBD*

SQUASH SWEAT + TEARS WOMEN / MEN ACTIVITIES Players meetup at the club, play squash (with others around any level), train (if they wish), watch & learn from better players, make new friends, have a few drinks. Please be aware, we must take care to use our allotted courts. We arrange for these based on the sign-up lists. If many people sign up, but do not appear then the courts go unused and those on the waiting list miss a chance to play. In order to ensure this if a party on the attending list has not appeared, their future reservations will be moved to the waiting list. In addition, reservations will be allowed up to fourteen days in advance only. PRICE: €12 Kindly pay at the front-desk reception "before" you play on a squash court. Free for club members. COURTS 3 courts (1 + 2 + 3) @ 18:00 to 21:00 NEW JOINERS / TOTAL BEGINNERS We, the organizers — Oliva or James— are always available to teach you the basics and improve your skills to learn the rules and get introduced to players. Ask for "demo racket" at front-desk if you don't have one. PARTICIPANT RULES 1. RSVP to participate in meetup and play. MAX is 12 players. 2. Cancel your RSVP if you cannot attend. Be courteous to others who would like to attend. 3. Pay fee at club front-desk before playing. Thanks for your understanding and support AIRPORT SQUASH & FITNESS CLUB WEBSITE http://www.airportsquash.de Become a club member for 36 EUR per month and play UNLIMITED! SQUASH CLUB INTERIOR as a [3d view](https://www.keepeyeonball.com/Tour/d77705fd-24dd-44a1-9f12-15bf3648036b/4K?sc=7&y=110&p=-1&tz=100&r=-1.13;0.18&l=0.00;0.00&mz=-8.70&d=0&m=1) courtesy oc keepeyeonball.

- German below -
Please bring clean indoor shoes with you to the location <3 The event fee varies between 5 to 10 Euros. 
Hey You!
On this Friday I will teach you a few basic steps of shuffling. We will break down the steps, in your time, in your style.
We will explore your own flow of your body to different kinds of music and how we can use it in shuffling. I want to create a safe space for everyone who is just starting their shuffle journey or is already on the path. 
Address:
Milastraße 4
10437 Berlin
“Aziza-tanzt Tanzschule” 
Hallo Du!
Diesen Freitag möchte ich Dir ein paar Basic-Schritte vom Shufflen zeigen. Wir werden die Schritte langsam durchgehen, in deiner Zeit, in deinem Tempo.
Wir werden den eigenen Flow entdecken und wie Du deinen Körper zu verschiedner Musik im Shufflen integrieren kannst.
Ich möchte für jede Person einen Safe-Space erschaffen, egal ob Du ganz Neu bist oder schon etwas gelernt hast. 
Adresse:
Milastraße 4
10437 Berlin
“Aziza-tanzt Tanzschule”

**What happens when artificial intelligence meets very human emotion?** This Wednesday, **Mercury Toastmasters Berlin** explores that question inside the *Historic Imperial Breakfast Hall at **Das Center, Potsdamer Platz.*** *In a world shaped by algorithms, one skill becomes more powerful, the ability to speak with clarity, empathy, and presence.* *Experience the **power of prepared speeches** loaded with bold ideas, participate in our **dynamic Impromptu Session**, and **gain valuable insights** during our feedback segment.* Leave with practical tools, fresh ideas, and renewed inspiration. Whether you want to speak up at work, boost your presence, or just meet inspiring people, you’ll feel at home at Mercury Toastmasters Berlin. *** **[What to Expect:](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/)** ✨ A supportive space to speak, grow, and connect 🎤 Engaging prepared speeches ⚡ Fun, fast-paced impromptu speaking challenges 💬 Feedback session you can actually use 🌍 A friendly, international crowd (around 25–30 people) **Schedule** (times may vary) ⏰ 19:15 - Doors open & networking 🎙️ 19:30 - Prepared Speeches 🏓 20:35 - Impromptu Session (Guest welcome to join) ↩️ 21:00 - Constructive feedback 💬 21:30 - Food, drinks & relaxed socializing **No experience needed.** ***Come curious. Leave energized.*** *** **🤙 [Hear it from our members:](https://maps.app.goo.gl/eRtvR9DRNqU9WZQn7)** *“You can sharpen your public speaking skills and gain tons of confidence, while having fun and making new friends. Mercury is well-structured, fun, and affordable.”* — *Therese Pitt* *“Mercury gave me a safe place to speak, create, and grow. I love the multicultural vibe and supportive community. It’s the best place to learn and have fun.”* — *Krisztina Linka* *** **[Did You Know?](https://mercurytoastmasters.de/about-mercury-toastmasters-berlin/)** Toastmasters is where people go to get better at speaking—and grow into confident communicators and leaders. Today [Toastmasters ](https://mercurytoastmasters.de/about-mercury-toastmasters-berlin/)has 350,000+ members across 16,000 clubs in 143 countries. And [Mercury](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/) is one of the best places to experience it. So bring your curiosity, your energy—and just be yourself. Whether you’re just starting or ready to level up, there’s a place for you here. *** **[Wondering what you get as a member?](https://mercurytoastmasters.de/membership-mercury-toastmasters-berlin/)** Think expert feedback, real-world speaking practice, and a supportive crew that’s got your back. [See you Wednesday night! 🎉](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/)

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

We will have lunch at Cap City Diner in Gahanna at 12:00 then walk over to the theater afterwards. The Movie Solo Mio starts at 1:20.It will be posted when tickets available to purchase probably the week before then we’ll post our seat number so we can all sit together 😎

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons