Safety

## Neuro-Scents, mental longevity & die Zukunft der Wahrnehmung Wie beeinflussen Düfte unser Denken, unsere Entscheidungen – und unsere Fähigkeit, mental klar, fokussiert und resilient zu bleiben, auch langfristig? In diesem Community Meetup tauchen wir in die Welt der **Neuro-Scents** ein – an der Schnittstelle von Neurowissenschaft, Psychologie und sensorischer Experience – und sprechen darüber, welche Rolle Düfte für **mental longevity** spielen können: Fokus, Emotionsregulation, Stressresilienz und kognitive Performance im Alltag. ### Was dich erwartet: 🔍 **Aktuelle Studien & Insights** Wir teilen aktuelle Forschungsergebnisse darüber, wie Düfte Gehirnprozesse, Emotionen, Stresslevel, Fokus und langfristige mentale Performance beeinflussen können. 🌿 **Neuro-Scents bewusst erleben** Es bleibt nicht bei Theorie: Du erlebst ausgewählte Düfte ganz bewusst und reflektierst ihre Wirkung auf Wahrnehmung, Mood und mentale Klarheit in Echtzeit. 🚀 **Feedback-Session: ÆR Neuro-Scents Experience** Wir stellen **ÆR** vor – unsere Neuro-Scents Experience, entwickelt, um Düfte gezielt in Alltag, Work und Performance zu integrieren, mit Fokus auf **mental longevity**. Dein Feedback fließt direkt in die Weiterentwicklung ein. 🥂 **Drinks on us** Für Drinks ist gesorgt. Wir schaffen eine entspannte, intime Atmosphäre für offenen Austausch, Curiosity und meaningful Conversations. *ÆR — designing focus, clarity, and mental longevity, one breath at a time.*

February 16th is traditional China new year eve night, we calling people to celebrate it together! To all Chinese culture lovers&chinese speakers!🔊 An International Social Night for Mandarin Speakers, China-Experienced Expats & Chinese Learners Looking to meet people in Berlin who speak Mandarin, have lived in China, or simply love Chinese language and culture? Join us for an easygoing social night where globally-minded people connect through shared experiences, stories, and curiosity about China. This gathering welcomes: 🇨🇳 Native Chinese speakers 🌏 Expats who have lived, worked, or studied in China 🗣️ Mandarin learners of all levels ❤️ Anyone who loves Chinese culture, food, travel, or language What to expect: • Chill vibes & real conversations • Language exchange (Mandarin & English) • Stories from life in China • Cross-cultural friendships • A warm and inclusive atmosphere • Drinks, laughs, and “small-world moments” Whether you want to practice Mandarin, reconnect with Chinese culture, meet new friends, or find “your people” in Berlin — this is the perfect place. Come join us for a night where East meets Berlin ✨ ⸻ 🇨🇳✨ Chinese Speakers & China Lovers Gathering 中文母语者 × 在中国生活过的外国人 × 中文学习者 的国际社交夜 想在柏林结识会讲中文、在中国生活过、或热爱中国文化的人吗？ 那这场轻松又有温度的社交夜，就是为你准备的。 欢迎以下人群加入： 🇨🇳 中文母语者 / 华人 🌏 在中国工作、学习或生活过的外国朋友 🗣️ 各水平的中文学习者 ❤️ 对中国文化、美食、社会、旅行感兴趣的所有人 你会体验到： • 轻松的社交氛围 • 中英文语言交换 • 彼此的中国故事分享 • 跨文化交流与灵感 • 自然结识新朋友 • 一起聊天、喝酒、欢笑 无论你是想练中文、想找同好、想重新连接中国文化，还是想扩大在柏林的国际朋友圈—— 这里都能让你找到属于你的那一群人。 欢迎加入这场 “东风遇见柏林” 的温暖相聚

Moving to a new city often comes with one big question: *Where do I belong?* This Social Butterfly Club Meetup is for people who are curious about connection beyond small talk. It’s a gentle space to explore what “your people” actually means — without pressure, without networking vibes, just real conversations. 🤍 Whether you’re new to Berlin or still finding your place after years — you’re welcome here. ✨ **Suggested Ice Breaker Question:** *“In which situations do you feel most like yourself?”* Orga This meetup is donation based. Your contribution helps keep this community alive and is highly appreciated. You can either contribute in cash or via Buy me a Coffee: [https://buymeacoffee.com/butterflyradar](https://buymeacoffee.com/butterflyradar) Questions? Check our FAQs: [https://socialbutterfly.berlin/meetup-faq/](https://socialbutterfly.berlin/meetup-faq/) Meet your host I’m Julia — a Berlin local who loves bringing people together. My path went from growing up in a dance school to studying philosophy to working in IT support, and somehow all of that led me here: hosting meetups and creating spaces where people can show up, relax, and connect. Insta [https://www.instagram.com/juwaberlin/](https://www.instagram.com/juwaberlin/) LinkedIn [https://www.linkedin.com/in/julia-waehnert/](https://www.linkedin.com/in/julia-waehnert/) About The Social Butterfly Club 🦋 is a Berlin-based community that has been bringing people together for over three years. Each gathering is part of a larger framework designed to help friendships grow through shared experiences in the city — with a long-term vision of turning Berlin itself into a shared, playful experience. Curious to learn more about the Social Butterfly Club? You can explore the bigger picture and stay connected here: [https://social-butterfly-berlin.kit.com/join](https://social-butterfly-berlin.kit.com/join) Join our Telegram Group: [https://t.me/+OnASVWZ7emhjYzEy](https://t.me/+OnASVWZ7emhjYzEy)

Come join a small group for hatha yoga in my home studio in Prenzlauer. I am a certified yoga teacher, having trained in Bali and India. After the class you will feel relaxed, yet energised. Your muscles will be lengthened and back stiffness reduced more and more each time✨

**Ice bathing together at Treptower Park and surroundings – regular & reliable ☀️❄️** Exact time and date - we schedule together! Meetup once a week! Hello everyone, I’m looking for a like-minded person (or a small group) who would like to go ice bathing together once a week on a regular basis – preferably at Treptower Park and the surrounding area. The day and time are flexible for me; what matters most to me is reliability and consistency. I’ve been ice bathing for several years and value this practice greatly: as an energising time in nature, as a shared act of overcoming oneself, and as something that is noticeably beneficial for both body and mind. For me, it has positive effects on health, sleep, and recovery – and it’s a wonderful way to start the next week feeling light, uplifted, and content. After four years, my previous ice-bathing partner is unfortunately no longer able to join, so I’m now happy to meet new people. I’m open and enjoy coordinating flexibly. If you already have experience, or if you’re curious and would like to try it out in a committed way, feel free to get in touch. I’m looking forward to the exchange and to arriving together in the cold water. Warm regards, Till

So hast du andere Leute in Berlin wahrscheinlich noch nie kennengelernt! Bis zu 10 Singles, die sich zuvor nicht kennen, treffen sich in einer Bar und lernen sich bei einem eigens für diese Veranstaltungsreihe entwickelten Spiel näher kennen. Das Spiel kombiniert eine gelungene Mischung aus Fragen, Aktionsaufgaben und lustiger Unterhaltung, die alleine oder als Team gemeistert werden. Durch verschiedene Aufgaben und Fragen kommen die Spieler in direkte Interaktion miteinander und lernen sich im Spielverlauf näher kennen. Im Vergleich zur klassischen Single Party lernst du bei Socialmatch wirklich nur Singles in deiner Altersgruppe kennen und kommst von ganz alleine ins Gespräch mit den anderen Teilnehmern. Ein Spielmoderator vor Ort informiert über den Ablauf und leitet durch den Abend. Sicher dir jetzt deinen Platz beim nächsten Event unter [[www.socialmatch.de](http://www.socialmatch.de/)] und lerne neue Leute in deiner Stadt kennen. Dieses Event ist für die Altersgruppe 30 - 45 Jahre. P.S. Socialmatch erhielt 2015 bereits einen Award für das Konzept, teste es selbst ;-) **Achtung: Nur mit Buchung über die Website ist eine Teilnahme möglich!**

**💶 Wertschätzungsbeitrag: 10-20 Euro (nach eigenen Möglichkeiten)** . **Du möchtest Deine Freundschaften, Partnerschaft & Arbeitsbeziehungen verbessern? Dieser Worskhop kann ein großer Schritt dazu sein.** . Beziehungs- und Bindungstypen sind ein weit verbreitetes Modell, um typisches Verhalten in verschiedensten Beziehungen erklären. . Warum klammert jemand? Warum Drama? Warum Rückzug? Warum Kälte? Warum Unsicherheit, Nervosität und Ärger? --- und wie sieht eine sichere & gute Beziehung aus (und fühlt sich an). . Die Annahme: Ereignisse der frühen Kindheit & der Erziehungsstil unserer Eltern prägen, wie wir als Erwachsene unsere Partnerschaften, Freundschaften & Arbeitsbeziehungen leben. . Für manche gut. Für manche weniger gut. . Ich setze mich mit den Beziehungstypen auseinander, weil ich glaube, dass sie einen wesentlichen Einfluss auf die Gestaltung von Freundschaften haben (und auf Liebesbeziehungen sowie Beziehungen jeglicher Art). . Dabei habe ich entdeckt, dass ich oft einen ***vermeidenen Beziehungsstil*** habe: ich weiche lieber aus, trenne mich oder spreche Probleme nicht an, weil ich wahrscheinlich in meiner Kindheit aus unterschiedlichen Ereignissen gelernt habe... dass bringt eh nichts, ich kann anderen nicht vertrauen, das macht man nicht, meine Bedürfnisse sind nicht wichtig, usw. . **Wie geht es Dir? Eher ängstlich oder vermeidend?** **Oder, wie sagte ein Bekannter: Sicherer Bindungsstil mit Features.** . In der Auseinandersetzung mit den Beziehungs- / Bindungstypen habe ich bemerkt, wie gut es mit tut, mich mit anderen mich darüber auszutauschen. . **Vielleicht geht es Dir genauso?** **Oder willst Du die Bindungsstile erst einmal kennenlernen?** . . **🎁 Das kannst erwarten** Ich lade Dich zu diesem Workshop ein, damit Du einen weiteren Schritt Richtung mehr Leichtigkeit & Ehrlichkeit in Beziehung gehen kannst. . 💬 **Agenda** Folgendes haben wir vor: 18:15 Uhr - Doors Open & Ankommen 18:30 Uhr - Start des Workshops * Wir lernen uns kennen * Eine Einführung zu den Bindungsstilen * Ein Fragebogen zu Deinem Bindungsstil - in Beziehungen oder Freundschaften. (Dein Ergebnis bleibt anonym, wenn Du willst) * Fragen & Antworten Danach orientiert sich das Programm etwas an den Bedürfnissen der Teilnehmenden, doch es wird etwas so werden: * Austausch über den eigenen Bindungsstil * Was kann ich tun, um mich weiter dem sicheren Bindungstil anzunähern? 21:30 Uhr - Ende . Zwischendurch machen wir eine kleine Pause. . Meine Erfahrung ist: Austausch & Offenheit hilft, mit sich selbst und anderen relaxter zu werden. **⏰ Die Türen sind offen ab 18:15 Uhr.** Mantel aufhängen, Toilette, eine Runde schwatzen und los ... Komm am besten schon 18.15 Uhr. 📋 **Kann ich mich vorbereiten?** Du musst Dich nicht vorbereiten. Wir haben oft eine Bandbreite an Teilnehmenden: Newbies im Thema bis hin zu Therapeuten (tatsächlich!). . **Wenn Du magst, empfehle ich dieses Buch:** * **[Buch: Warum wir uns immer in den falschen verlieben](https://amzn.to/498A9js)** (Werbung, Amazon-Link // Als Amazon-Partner verdiene ich an qualifizierten Verkäufen) . Ich habe das Buch auch gelesen und finde es eine leicht verständliche Einführung in das Thema ([Meine Rezension](https://abenteuer-freundschaft.de/rezension-warum-wir-uns-immer-in-den-falschen-verlieben)). Der Workshop wird sich an dem Buch orientieren. . . **❓ Darf ein zweites Mal kommen?** Ja, sehr gern. Ich halte es sogar für sinnvoll, mehrmals zu kommen, wenn Dir der Workshop gefallen hat: * Das Thema vertiefen * die eigenen Beobachtungen aus den letzten Wochen verarbeiten * sich mit neuen & alten Bekannten über das Thema weiter austauschen. . **🏠 Der Veranstaltungsraum** * Wir haben einen wunderschönen Raum im Kieztreff in Berlin Mitte (mit sauberen Toiletten!). * nähe Hackescher Markt. Sehr gut mit den Öffis zu erreichen. * Wenn Du vor Ort ankommst, ist alles ausgeschildert. . **🎒 Das bringst Du mit ...** * Etwas zu trinken (z.B. deine Wasserflasche, keinen Alkohol!) * Wenn Du magst: Zettel und Stift. * Du solltest satt sein und vorher gegessen haben * Bargeld für den Wertschätzungsbeitrag (10-20 Euro) . 🚫 **Was ist der Workshop nicht:** Der Workshop ist kein therapeutisches Angebot. Dafür bin ich nicht ausgebildet (noch nicht mal im Selbststudium). . . 🧑🏼 **Mehr über mich:** Seit 5 Jahren forsche ich zu guten Freundschaften, wie man diese aufbaut & vertieft. Du erfährst mehr über mich auf [www.abenteuer-freundschaft.de](www.abenteuer-freundschaft.de). . Auf Meetup findest Du Freundschafts-Workshops, Wanderungen, Spaziergänge, Männerabende, Frauen-Freundschafts-Workshops und Themenabende zu Vertiefung psychologischer Fragen. . Außedem bin ich ausgebildeter NLP-Lehrtrainer ([DVNLP](https://www.dvnlp.de/)) & Coach. **Ich freue mich Dich zu sehen und auf einen interessanten, efahrungsreichen Workshop!** \-\-\-\-\-\-\-\-\-\-\-\-\- **🌳 Vielleicht auch für Dich interessant:** **📘 Befreiung von Scham & Schuld:** Dieses Buch geht an die Wurzel von Kindheitsprägungen sowie dysfunktionalen Glaubenssätzen und Beziehungsdynamiken (Auch die Bindungsstile kommen darin vor). Weil das Buch so tiefgreifend & interessant ist, gibt es eine Austausch-Runde. Wir treffen uns zirka alle 2 Monate (siehe Veranstaltungen bei Meetup in der Gruppe). Das Buch findest Du auch auf Amazon: * **[Buch: Befreiung von Scham & Schuld.](https://amzn.to/4rkDPoR)** (Werbung, Amazon-Link // Als Amazon-Partner verdiene ich an qualifizierten Verkäufen) \-\-\-\-\-\-\-\-\-\-\-\-\-\- **👋🏽 Get in touch & stay in touch:** **✈ Telegram-Kanal: [t.me/abenteuer_freundschaft](http://t.me/abenteuer_freundschaft)** für Events, Workshops & Termine **✉ Freundschafts-Newsletter:** [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) Alle 4 Wochen das Neuste aus der Freundschaftsforschung; oft seltener, nämlich nur dann, wenn es wirklich etwas zu berichten gibt. **🔥 6 Zutaten großartiger Freundschaften** Seit 2020 forsche ich, was großartige Freundschaften wirklich ausmacht. Ein Ergebnis ist das 30seitige eBook: "Die 6 Zutaten großartiger Freundschaften". Du erhältst das eBook zurzeit kostenlos mit der Anmeldung zum Newsletter: [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter)

Hi Footballers, We play in the format 8v8 for a full hour. The pitch is a modern artificial turf (outdoor) in Safe-Hub Berlin. The fee to participate is 7.49€. In order to sign up for the game, you would need to download the mobile app "CeleBreak", where you can sign up for the game and pay the participating fee. You can download the app for free from the AppStore and Google Play App Store. Download the **CeleBreak App** here: [https://onelink.to/celebreak](http://onelink.to/celebreak) Visit our **Website**: [https://app.celebreak.com/](https://app.celebreak.com/) An organizer will welcome you at the pitch and provides bibs and balls for the game. **Female and male players of all skill levels are welcome!** :-) Hope to see you soon on the pitch Marius PS: No worries about the event attendees number on Meet Up - the real sign up number of players for a game you will see in the app!

💗 **Tired of Swiping? Meet Real Singles in Berlin.** **Founded by a woman** who understands the struggle, Zeya is here to bring back organic connections. **No apps, no awkward small talk, just 6 curated singles at a cozy restaurant.** 🇩🇪 **Zeya bietet kuratierte Hangouts für Singles in Berlin. Sicher, persönlich und ohne Dating-Apps.** **[Join next Berlin hangout – RSVP now!](https://zeya.cc/register)** ✅ **Women-Founded & Safe:** We prioritize a safe, respectful, and high-quality environment. ✅ **Expertly Curated:** We handpick 6 people based on vibes and interests = not just a random crowd. ✅ **Proven Success:** Proud **Web Summit Alpha Startup \| 92%** 🙌 Showed\-up \| **43%** 🔥 Hangouts matched \| **60%** 💖 Joined again \| **16** 💬 Hangouts **📋 How it works:** 1. **Register (1 min):** Fill out a curation form at [https://zeya.cc/register](https://zeya.cc/register) 2. **Get Matched:** We find the best match for you among Berlin singles. 3. **Join the Hangout:** Once matched, you’ll get a WhatsApp invitation to a cozy Berlin spot. 4. **No Pressure:** Just 🤍 First time €9 \| 💖 Regular €12 to ensure a balanced mix and no\-shows\. If no hangout offer in 31 days? **100% Full Refund.** **🥰** **Why Berliners Love Zeya?** * 🔒 **Privacy First:** No public profiles. No one sees you until you meet in person. * ⏳ **Zero Effort:** Skip the endless "Hey, how's your weekend?" texts. We do the work. * ☕ **Organic Vibes:** No awkward ice-breakers or loud moderators nor busy rotating with funny bell sound 🐶. Just 6 like-minded people having a great time. * 💌 **Smooth Follow-ups:** Like someone? Let us know privately via our post-event form. We connect you if it's a match! **[Join next Berlin hangout – RSVP now!](https://zeya.cc/register)** **Ready for a Wednesday evening that doesn't involve a screen?** #BerlinSingles #ZeyaHangouts #SocialMatchingBerlin #BerlinEvents #SafeDatingBerlin #BerlinSinglesHangouts #SinglesEventsBerlin #WomenFounded #DinnerDate #NeuinBerlin #Leutekennenlernen #Socialize #DatingAlternative #FreundeFinden

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**: https://gram.ly/4tfKSQY 🚀 **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**: https://gram.ly/4tfKSQY **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.

Hello friends! We are the team of CaféIN, an inclusive café in Spandau, inviting you to our German language café - Sprach-CaféIN! 😎 With our language café, we aim to create a safe space for everyone to practice real German, without boring grammar exercises and books, but over coffee, conversations and new encounters :) Every person will be warmly welcome at our Sprach-CaféIN, regardless of background and origin. We are happy to see each and everyone of YOU! Our events are not about politics, as we aim to build bridges and bring people together through language and culture. Participation is free, but every participant is **required** to order at least one drink or snack at the café. This helps us support CaféIN and keep this special place alive.

Save the date! The Mozilla Meetup series continues with talks focused on modern web technologies. Note that this event operates under the [Mozilla Community Participation Guidelines](https://www.mozilla.org/about/governance/policies/participation/). **18:00** \- Doors open **18:30** \- Tracking \(Protection\) Everywhere There are a variety of tracking vectors on the web. But how exactly does this tracking work and what mechanism do we have available to protect our privacy? This talk takes a closer look at the many anti-tracking mechanisms Firefox uses to protect its users, and discusses the thread models behind them and the practical protection they provide. Bio: Manuel Bucher is a software engineer on the Firefox Privacy team working on anti-tracking in Firefox **19:30:** No Servers, No APIs: AI in the Browser I’ll present how modern web technologies make it possible to run AI models directly in the browser combining WebLLM and WebAssembly to deliver powerful, privacy-preserving client-side AI experiences. For more context, here’s a related article I wrote for Mozilla AI: [https://blog.mozilla.ai/3w-for-in-browser-ai-webllm-wasm-webworkers/](https://blog.mozilla.ai/3w-for-in-browser-ai-webllm-wasm-webworkers/) **Bio:** Barış Güler is an engineering leader working on in-browser AI systems that leverage WebLLM, WASM, and web platform features to bring AI inference and tooling into client environments. He writes about web-native AI and open-source approaches to privacy-first machine intelligence (and a Rust fan, for sure).

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)**

Meet up and join us this Saturday! Whether you're a long-time resident or just travelling through, come and meet new people to have fun, make new friends and enjoy your Saturday evening in a safe and welcoming environment at one of Berlins fantastic bars (and then there's always people who want to go to a club afterwards). This week we're heading for the first time to the fantabulous **Tabula Rasa** (see link to location). 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 \(@siphappens\.berlin\)

Meet at Wolfe Park parking lot by tennis courts. We willl walk along Alum Creek trail, through Jeffrey Mansion Park then along Bexley neighborhood and back. Optional lunch at Trolley District.

This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them. Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not due to a chemical imbalance in your brain from some nebulous chemical reaction "by chance". Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you. The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life. Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.

**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

CABS Friday of our 1st Quarter Double Header 2/20 (We do one double header a quarter)

Hi ladies. Let's hike the multi purpose trail. Wear your shoe of choice. Meet in the Maple Grove Picnic area. 101 Craft Kitchen is about seven minutes away at 817 Polaris Pkwy, Westerville, OH 43082 We willl be doing a loop and I’ll ask one of the faster walkers to lead in the front and I’ll bring up the rear at a slower pace - 3.25 to 3.5 mph or slower! No one left behind!

CABS Double Header Saturday 2/21 - Join us for double the fun. Your first visit is FREE!!

You can also join the meeting by Conference Call at (518) 263-8851.