Information Architecture

**Hi Ceph Berlin Meetup Cephalopods - and especially newbies to Ceph!** **Before we start** our main meeting on **Monday June 29th 2026**, I could offer a **short introduction for people new to Ceph**. **If you are interested in a 50 min overview before the main meetup starts, please, reserve time from 17:50 to 18:40 and RSVP for attending in person. This will not be an online meeting.** **Red Hat, ℅ Design Offices,** **Leipziger Pl. 16, 10117 Berlin** **We'll meet on June 29th 2026 in front of the main entry facing the Leipziger Platz, between 17:30-17:40, so please be on time or give me a call on +49-160-92654111 in case you're late.** Watch out for somebody with a red hat. **Important: Give me a call if you are late ! You cannot enter the building or come to the office on your own.** Remember: RSVP is required so that I have an understanding whether there will be people interested in this pre-meetup meetup :-).

**Open Platform for Writers to connect, share & grow. Together.** ‍ We create a safe space to be creative, connect through writing and give and receive feedback from each other. Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.

**Join us for a CX Roundtable event at Soho House Berlin!** 📩 **Please note**: Attendance for attendees from app publishers only (your company must have an app) and if you have registered and received a **confirmation email** from our partners at Airship. **[Register now to reserve your spot](https://www.airship.com/events/cx-leaders-roundtable-berlin-2026/?utm_medium=partner&utm_source=customlytics&utm_campaign=260629_event_cx-roundtable-berlin_emea)**: Customlytics, Airship and Zeotap are teaming up for an exclusive Roundtable event designed for marketing decision-makers at mobile-first and app-driven companies. 🚀 Join us for an invite-only roundtable and networking session with companies such as GetYourGuide, ZEIT ONLINE, REWE Group, Onefootball, congstar & Co. dedicated to one thing: **the real, tangible and practical impact of AI on customer engagement.** ☀️ Kick off your Monday with good conversations at Soho House Berlin. We can’t wait to welcome you!

**Hi Ceph Berlin Meetup Cephalopods !** Let's get in touch and meet again in Berlin ! As always, it's about exchanging ideas about Ceph, what Ceph is, the latest developments in the community, and what you do or plan to do with Ceph. Please, check the themes list below for what you want to add - let me know or let's discuss it in the \`discussions\` or via \`chat\`. However, don't be shy - we all learn although some of us may be more experienced and those will be the source of your learning and experience. **We have for the actual themes this round (for now):** **Ceph intro for newbies ( 17:50 - 18:40 ): This is \*before\* the main meetup.** * What is Ceph - Ceph intro for newbies - watch out for additional invite, published separately **Main meetup ( 18:50-20:50 or longer ):** * perhaps, Ceph Days London results * no specific themes yet - please suggest or volunteer !!! * anything that's on your mind about Ceph **A little bit of housekeeping upfront:** * there will be no recording * presentations will be shared - if there are some and if it's possible * drinks and food is up to the participant :-) - so feel free to take your favorite drink and snack - we can arrange some beverage * if you have something to bring to the venue and share - food is always welcome ⇒ but check for the number of people planning to attend in person * **as we did at some time in the past too, perhaps plan for a beer/somethingElse (or two) as the "after-show" in the area around the location** **Any changes required ? Anything we should do differently ? Do you want to suggest a better time ? Any thoughts and suggestions are welcome.** Somebody has room for us and wants to offer a location to meet - let us know, the \`discussions\` is the place to do this. Since the location for in-person might be not shown, here it is: **Red Hat, ℅ Design Offices,** **Leipziger Pl. 16, 10117 Berlin** **We'll meet on June 29th 2026 in front of the main entry facing the Leipziger Platz, between 18:40-18:50, so please be on time or give me a call on +49-160-92654111 in case you're late.** **Important: Give me a call if you are late ! You cannot enter the building or come to the office on your own.** Watch out for somebody with a red hat. **Please, RSVP before Sunday 28th 2026, so that we can learn how many people will join.** See you soon ! Matthias.

**Hier ist jeder willkommen, der die deutsche Sprache üben möchte (egal, ob Anfänger oder fortgeschritten)! Wir treffen uns jeden Montag in Schöneberg - es gibt Snacks, Getränke, nette Leute und jede Woche ein neues Thema, zu dem wir uns austauschen.** **Everyone is welcome here, who wants to practice the German language (whether a beginner or advanced)! We meet every Monday in Schöneberg - there are snacks, drinks, friendly people, and a new topic every week for us to discuss.** **الجميع مرحب به هنا، من يرغب في ممارسة اللغة الألمانية (سواء كان مبتدئًا أو متقدمًا)! نجتمع كل يوم** **الاثنين** **في شُنَبرغ - هناك وجبات خفيفة، مشروبات، أشخاص لطفاء، وموضوع جديد كل أسبوع لنتبادل النقاش حوله.**

Dear VRBLN Members, Our next event is coming up. This time in collaboration with [XRCC](https://www.xrcc.events/) the biggest [XR hackathon](https://www.xrcc.events/xrcc-2026) in Europe. All the international folks that join the hackathon and conference are invited. Enjoy listening to interesting speakers, trying out the latest XR hardware and demos, meeting global & local XR folks. **Speakers:** 1. [XR4EUROPE](https://xr4europe.eu/), Shaping a United European XR Ecosystem, [Michael Barngrover](https://www.linkedin.com/in/michaelbarngrover/), Managing Director 2. 3D Gaussian Splatting & Demo on Quest3, [Jonas Bernien](https://www.linkedin.com/in/jonas-ber-956607885/), Developer **Call for Demos:** Reach out to [demo@vrbln.de](mailto:demo@vrbln.de) if you want to showcase your demo. **Affiliate Links:** bHaptics offers a discount for VRBLN Members. Contact [affiliate@vrbln.de](mailto:affiliate@vrbln.de) for details. **Free Drinks & Networking:** Location Sponsor: [mdh Mediadesign Hochschule](https://www.mediadesign.de/de) Drinks & Insurance Sponsor: [EDFVR e.V.](https://edfvr.org/) Cheers, VRBLN When you attend the event, you agree to this code of conduct: [http://berlincodeofconduct.org/](http://berlincodeofconduct.org/) LinkedIn: [https://www.linkedin.com/groups/8152606/](https://www.linkedin.com/groups/8152606/) Meetup: [https://www.vrbln.de](https://www.vrbln.de/)

**💶 Wertschätzungsbeitrag: 10-20 Euro (nach eigenen Möglichkeiten)** **Du möchtest bessere Verbindungen in Deinen Freundschaften, Bekanntschaften, Deiner Partnerschaft & Deinen Arbeitsbeziehungen? Dieser Worskhop kann ein großer Schritt dazu sein.** **Ein Workshop von Lorenz Kaplick (Psychologie).** Vielleicht kennst du das Gefühl, auf einem Event zu sein und immer wieder die gleichen Gespräche zu führen: "Was machst du beruflich?", "Wo kommst du her?", etc. - nett, aber irgendwie leer. Du spürst: **Eigentlich möchte ich etwas Tieferes.** An diesem Abend wollen wir einen sicheren Raum schaffen, in dem authentische Verbindung stattfinden kann. Durch eine Reihe von Übungen und Spielen kommen wir Schritt für Schritt unter die Oberfläche – und lernen, wie wir ganz wir selbst sein können - und gleichzeitig in Verbindung kommen. . Das Schöne ist: Wir lernen uns gegenseitig kennen & gleichzeitig nimmst Du Spiele und Methoden mit, um auch draußen leichter und angenehmer Menschen kennenzulernen. . . **⏰ Die Türen sind offen ab 18:15 Uhr. Komm am besten schon 18.15 Uhr** Mantel aufhängen, Toilette, eine Runde schwatzen und los ... 💬 **Agenda** 18:15 Uhr - Doors Open & Ankommen 18:30 Uhr - Start des Workshops .... zwischendurch eine kleine Pause 21:30 Uhr - Ende . . **🏠 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) . 🧑🏼 **Mehr über Lorenz:** Lorenz ist Psychologe und Trainer für Kommunikation. Seit 7 Jahren beschäftigt er sich intensiv mit den Themen Dialog, Beziehungen & Heilung - also allem, was wichtig ist, gesunde und tiefe Beziehungen und Freundschaften aufzubauen. Website: [lorenz-kaplick.com](http://www.lorenz-kaplick.com/) \-\-\-\-\-\-\-\-\-\-\-\-\- **👋🏽 Stay in Touch mit Abenteuer Freundschaft:** **✈ Telegram-Kanal: [t.me/abenteuer_freundschaft](http://t.me/abenteuer_freundschaft)** für Events, Workshops & Neuste Erkenntnisse aus der Freundschaftsforschung (Überschriften) **✉ Freundschafts-Newsletter:** [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) Alle 4 Wochen das Neuste aus der Freundschaftsforschung; oft schreibe ich seltener, nämlich nur dann, wenn es wirklich etwas zu berichten gibt. **🔥 6 Zutaten großartiger Freundschaften** Seit 2020 forscht Abenteuer Freundschaft, was großartige Freundschaften wirklich ausmacht. Ein Ergebnis ist das 30seitige eBook: "Die 6 Zutaten großartiger Freundschaften". Du erhältst das eBook zurzeit kostenlos, wenn Du Dich für den Newsletter anmeldest: [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) 🌎 **Webseite Abenteuer Freundschaft** [www.abenteuer-freundschaft.de](www.abenteuer-freundschaft.de) Impressum: [https://abenteuer-freundschaft.de/impressum](https://abenteuer-freundschaft.de/impressum) Datenschutz: [https://abenteuer-freundschaft.de/datenschutz](https://abenteuer-freundschaft.de/datenschutz)

Bringt gute Laune, schönes Wetter und Interesse mit. Wir treffen uns je nach Tour an unterschiedlichen Orten. Am 1. April 2018 um 15 Uhr gehts los am Eingang zur Akademie der Künste am Pariser Platz neben dem Brandenburger Tor.

led by L (Isadora Expert)\* Monthly meet-up for Isadora users in our Berlin studio. Join us as we cover special topics and offer guidance on the projects you are already working on. If you are new to Isadora, we provide a free Isadora 7-Day license to jump start your work. Beginner to advanced. All are welcome! **Isadora** is a software created by and for artists to use interactivity in performance, installations and more. Learn about Isadora [here](https://troikatronix.com/isadora/). **\*L** is a media artist, technical design consultant, multimedia show control programmer, as well as a projection, lighting, interactive technology, and live feed video designer. Their work has most recently been seen at Berliner Festspiele, Nationaltheater Mannheim,Düsseldorfer Schauspielhaus, Deutsche Oper, and La MaMa Galleria. They’re particularly interested in using various sensors to use the human body as a source of data for manipulating media

Drunk driving is not cool, but drunk writing is! This is a community event for writers, with drinks! Work on your own projects or use the creative writing prompts provided. Join us at Peppi Guggenheim, where we will have focused 20 minute writing sprints, with breaks in between. Peppi Guggenheim is at Weichselstraße 7, 12043, Berlin.

**The AWS Women’s User Group Berlin** is thrilled to invite you to our upcoming meetup sponsored by Storm Reply focused on **Building production-ready AI agents for real-world impact.** Join us for a deep dive into how to build, observe, and evaluate AI agents at scale. You’ll also see how these ideas come to life in a real-world climate-smart agriculture solution that turns weather forecasts into actionable field guidance. Whether you’re building agentic systems today or planning what comes next, this meetup will give you practical insights into making AI agents work in production. **Speaker Info** **Keynote Talk** **Speaker:** Tetiana Senna **Position:** Team Lead / Senior Project Manager, Storm Reply **Talk Title:** Trust, but Verify: Observability and Evaluations for AWS Agents **Abstract:** Getting an AI agent to work in a demo is easy. Knowing whether it still works in production - after the next prompt change, the next model upgrade, the next edge case - is the hard part. Unit tests don't cover non-deterministic behavior, and manually reviewing a handful of runs doesn't scale. This talk walks through the two practices that close that gap: observability (understanding what actually happened inside your agent) and evaluation (deciding whether the outcome was any good). We'll dig into Amazon Bedrock AgentCore's Observability and Evaluations capabilities, compare the proven evaluation approaches - built-in LLM-as-a-Judge evaluators for automatic quality monitoring, and custom evaluators for business-specific correctness checks - with a candid look at what each one is good for, where it falls short, and what it costs to run at scale. We'll also take a close look at AgentCore Optimization, AWS's newly previewed feature in this space. **Applied Agentic AI Talk** **Speakers:** **Vidhu Mitra Malladi:** Senior Software Engineer, Yara Digital Farming **Chamika Hasanthi:** Senior Software Engineer, Yara Digital Farming **Talk Title:** Weather Risk Intelligence Agent for farmers & Agronomist Abstract: Unpredictable weather events — heavy rainfall, drought, frost, and heatwaves pose significant risk to crop yield and fertilizer efficiency. While forecast data is widely available, it is rarely translated into timely; field-level guidance farmers can act upon. Using AWS AgentCore framework and AI capabilities, we can turn weather predictions into clear agronomic actions, supporting climate-smart agriculture at scale. **You'l learn:** * Implementation of the solution using AWS Agent Core framework * Architecture of the project. 🗓️ **Event Details:** \- Date: Tuesday\, June 30th \- Venue: Storm Reply GmbH\, [address](https://www.google.com/maps/place/Storm+Reply+GmbH/@52.5012692,13.368852,17z/data=!3m1!4b1!4m6!3m5!1s0x47a851119af460c5:0x35e34ba578e8b1ec!8m2!3d52.5012692!4d13.368852!16s%2Fg%2F11gg9298pv?entry=ttu&g_ep=EgoyMDI2MDUxNy4wIKXMDSoASAFQAw%3D%3D) \- Time: 06:00 PM \- 9:00 PM Doors open at 6:00 PM Food & drinks will be provided. 📋 **Program Schedule:** **18:00** \- Registration and Welcome Networking **18:20** \- AWS Women's User Group Welcome **18:30** \- "Trust\, but Verify: Observability and Evaluations for AWS Agents" **Speaker:** Tetiana Senna, Team Lead / Senior Project Manager, Storm Reply A practical session for anyone working with AI agents on AWS who wants the confidence to put them in front of real users. You'll leave with a clear framework for monitoring agents in production and a concrete approach to evaluating their behavior over time. **19:15 - 19:30** Break **19:30** \- "Weather Risk Intelligence Agent for farmers & Agronomist" **Speakers:** Vidhu Mitra Malladi, Senior Software Engineer, Yara Digital Farming & Chamika Hasanthi, Senior Software Engineer, Yara Digital Farming Discover how AI agents can transform weather forecasts into actionable, field-level farming guidance. **20:10** \- Q&A and closing remarks **20:15 - 21:00** Networking, food & drinks 🎟️ **RSVP** Don't miss this excellent opportunity to connect with Tetiana, Vidhu, the AWS WUG Team and a thriving community of cloud enthusiasts and professionals. Secure your spot by RSVPing now! Seats are limited! Please note that this user group is specifically for WOMEN and FLINTA\* (female, lesbian, inter, trans\*, non-binary, and agender) only. Please also check out the AWS User Group Berlin. \*\*\*\*\*\* 🚨Attention🚨 This meetup is hosted at Storm Reply GmbH and attendees must be registered to go through building security. Make sure you bring an ID card with you, and you register the event with a valid name that matches to your ID. Media and Consent: We inform all attendees that photographs and videos will be taken during the meetup and will only be used by the event organizers for documentation and promotional purposes. By RSVPing to this event you are consenting to our media policy. Please let the organizers know if you do not want to be in the pictures/videos. Thank you very much for your cooperation! \*\* The AWS Women’s User Group is the very first official women-centric AWS User Group in DACH and EMEA. This group serves as a secure and supportive platform for women who want to share their AWS knowledge, passion for cloud computing and advance their career through targeted learning opportunities. We extend a warm invitation to FLINTA individuals who are interested in being part of our User Group. Code of Conduct: At the AWS Women's User Group in Berlin, we have a strong and unequivocal code of conduct in place to create a safe and empowering environment for all.

**ENG** \| **GER** **Welcome to *Coach Connect*!** Hi, I am Daniela 🤍 As a passionate systemic Life and Business Coach based in Berlin, I’m so excited to build this community together with other amazing coaches. Are you a coach looking to connect with other reflective, passionate, and inspiring individuals in the coaching world? This group is for everyone who shares a love for coaching and wants to build a supportive network. What you can expect: ✨ **Exchange and Inspiration:** Meet other coaches, share experiences, and expand your perspective. 🤝 **Collaboration and Partnerships:** Find like-minded people for joint projects and exciting new ideas. 💬 **Support and Reflection:** Support each other through challenges and celebrate successes together. 🍷 **Relaxed Evenings:** Enjoy meaningful conversations and great company in an open and reflective atmosphere. 🍽 **Monthly Dinner:** Join us every first Thursday of the month for a shared dinner to connect on a deeper level and enjoy a great evening together. Whether you're an experienced coach or just starting out in the coaching world – you're welcome here! Together, we can grow, learn from each other, and create a network that enriches us all. 💛 **Contribution:** To support the organization and cover platform fees, I kindly ask for a small donation: → **€5** via PayPal You can send your donation via **PayPal to magalhda@yahoo.de** with the note **"Coach Dinner + Date of the event"**. Once received, your spot is confirmed and I’ll take care of the restaurant reservation. Can’t wait to see you there! 💛 Daniela Join *Coach Connect*! -- **Willkommen bei *Coach Connect*!** Hi, ich bin Daniela 🤍, eine leidenschaftliche systemische Life- und Business-Coachin aus Berlin, und ich freue mich sehr, gemeinsam mit anderen inspirierenden Coaches diese Community aufzubauen. Bist du Coach und möchtest dich mit anderen reflektierten, engagierten und inspirierenden Menschen aus der Coaching-Welt vernetzen? Diese Gruppe ist für alle, die ihre Leidenschaft für Coaching teilen und ein unterstützendes Netzwerk aufbauen möchten. Was dich hier erwartet: ✨ **Austausch und Inspiration:** Lerne andere Coaches kennen, tausche Erfahrungen aus und erweitere deinen Horizont. 🤝 **Kooperation und Partnerschaften:** Finde Gleichgesinnte für gemeinsame Projekte und spannende neue Ideen. 💬 **Support und Reflexion:** Unterstützt euch gegenseitig bei Herausforderungen und feiert Erfolge zusammen. 🍷 **Entspannte Abende:** Genieße wertvolle Gespräche und angenehme Gesellschaft in einer offenen und reflektierten Atmosphäre. 🍽 **Monatliches Dinner:** Triff uns jeden ersten Donnerstag im Monat zu einem gemeinsamen Dinner. Tauscht euch aus, vernetzt euch intensiver und genießt einen wundervollen Abend zusammen. Egal, ob du bereits erfahren bist oder gerade erst in die Coaching-Welt eintauchst – hier bist du willkommen! Gemeinsam können wir wachsen, voneinander lernen und ein Netzwerk schaffen, das uns alle bereichert. 💛 **Beitrag** Zur Unterstützung der Organisation und zur Deckung der Plattformkosten freue ich mich über eine kleine Spende: → gerne **5 €** Bitte sende deinen Beitrag via **PayPal an magalhda@yahoo.de** mit dem Betreff **„Coach Dinner + Datum des Events“**. Sobald er eingegangen ist, ist dein Platz gesichert und ich übernehme die Restaurantreservierung. Ich freue mich auf dich! 💛 **Daniela** Mach mit und sei Teil von *Coach Connect*!

## AI IN RETAIL: AGENTIC OPERATIONS & COMMERCE ​Die Expert Group „AI in Retail“ bietet Entscheidungsträger:innen aus Handel, Konsumgüterbranche und Technologie eine Plattform für regelmäßigen Austausch – vom Use Case zum Business Case. ​Unser zweites Treffen steht im Zeichen von „Agentic AI im Handel“ – und wir beleuchten das Thema aus zwei Perspektiven: Wie setzt ihr selbst KI-Agenten in euren Prozessen ein, um operative Abläufe end-to-end zu übernehmen und Kosten zu senken? Und was bedeutet es, wenn Agenten bald auch von außen auf euer Unternehmen zugreifen, einkaufen oder euch als Kanal umgehen? Konkret, praxisnah und interaktiv – mit Impulsen, Workshops und dem Austausch mit Branchenkolleg:innen und führenden Expert:innen. ​Lösungen für heute. Strategien für morgen. ​Bitte geben Sie uns bis zum 25.06. Bescheid, ob Sie dabei sein werden. Die Teilnahme ist kostenfrei & bedarf der Bestätigung durch den KI Park. *** ## ​AGENDA ​11:30 – Ankommen, Vernetzen + gemeinsames Lunch ​12:30 – Begrüßung & Warm-up ​ ​**AGENTIC OPERATIONS** * ​Keynote: Agent ≠ Chatbot ≠ Dashboard – KI als Prozessverantwortung ([Marco Szeidenleder](https://www.linkedin.com/in/szeidenleder/?utm_source=luma) \- Gründer & Managing Partner \- [Pandata](https://www.pandata.de/?utm_source=luma)) * ​Keynote: Agenten testen bevor sie live gehen – Qualitätssicherung ohne Tech-Hintergrund (Dr. Nicolai Bohn - Co Founder & CEO - [Rhesis AI](https://rhesis.ai/de?utm_source=luma)) * ​Workshop: Der nächste Mitarbeiter ist kein Mensch: KI-Agenten im Retail-Betrieb einsetzen ([Aaron Koivunen](https://www.linkedin.com/in/aaron-koivunen?utm_source=luma) CTO & Founder & [Adriana Carmona Beltran](https://www.linkedin.com/in/adriana-carmona-beltran/?utm_source=luma) Co Founder - [TEDIX](https://tedix.dev/?utm_source=luma)) ​**AGENTIC COMMERCE** * ​Impuls + Diskussion: Agentic Commerce & die Fragen, die niemand stellt ([Paul Krauss](https://www.linkedin.com/in/paul-krauss-ba89605b/?utm_source=luma) \- Partner AI \- [Team One Developers](https://www.team-one.de/?utm_source=luma)) * ​[Stephan Ritter](https://www.linkedin.com/in/stephanritter/?locale=de_DE&utm_source=luma) ([Deloitte Digital)](https://www.deloittedigital.com/de/en.html?utm_source=luma) x [Tim Bielski](https://www.linkedin.com/in/timbielski/?utm_source=luma) ([Shopify](https://www.shopify.com/de?utm_source=luma)): ACO Opportunities, "No Regret Moves" and Experience Outlook * ​Showcase: Kundenbindung in der Agentic World – wie Retailer den Kundenkontakt behalten ([Ralph Hünermann ](https://www.linkedin.com/in/odoscope-ralph-hunermann/?utm_source=luma)\- Gründer & CEO \- [ODOSCOPE](https://www.odoscope.com/de?utm_source=luma)) ​ ​18:00 – Next Steps & Networking ​ ​Das Event wird auf Deutsch stattfinden. *** ​**Fragen zum Event? ->** retail@kipark.de

Join us for the **Berlin DevOps Summer Meetup**: our last edition before the summer break! We're excited to be hosted by **Parloa** for an evening of interesting talks, discussions, and networking. There will be food and drinks provided, and plenty of time to connect with fellow DevOps enthusiasts. **📌 Please register at least 24 hours before the event.** We need to share the attendee list with the Parloa office in advance, and **spots are limited**. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Agenda** 18:30 Open Doors, Networking with Food and Drinks 19:00 Welcome words by Parloa and BLN DevOps team 19:25 **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** 19:50 **The Pipeline Was Green — AI Agents and CI Trust** 20:15 Short Break 20:30 **Managing Uninvited Guests: Securing Open Source Dependencies** 20:55 Networking 21:30 Closing ➡️ Interested in hosting an event? Fill out our [Call for Hosts](https://docs.google.com/forms/d/e/1FAIpQLScBpga8Yp-QAQt2lGskZWOThaKyQ_MbMbZaNcklgeXxqr5Vrg/viewform?usp=sf_link) and let's set up a meeting. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- *Christoph Ebeling* **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** What does it look like to run 30+ microservices, 8 databases, and a Kafka cluster almost entirely through AI agents? This talk walks through a practical demo of automating the full SRE lifecycle: from incident investigation to deployment validation, using Grafana MCP and the GitLab Agent Platform, and where humans still need to stay in the loop. *Serhii Vasylenko* **The Pipeline Was Green — AI Agents and CI Trust** We’ve spent years building CI/CD pipelines that tell us when code is "technically correct," but are they capable of telling an autonomous AI agent if a change is safe to apply? This talk explores a real-world incident where an AI-powered automation -- pairing Renovate with Claude Code -- successfully executed a "green" pipeline that broke a critical QA cluster for three days, how the team reacted, and how we evolved our vision toward the future of human-agentic collaboration with code. *Frithjof Hoffmann* **Managing Uninvited Guests: Securing Open Source Dependencies** Open source software is the ultimate neighborhood party, but what happens when an uninvited guest slips through the door? This talk digs into the messy reality of dependency hell and its role in software supply chain security: from typosquatting attacks to maintainer account takeovers, and the abandoned projects with known CVEs quietly living in your codebase rent-free.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm