Lean Startup

In dieser Session dreht sich alles um die **Optimierung agentischer KI** unter dem Gesichtspunkt der Ökologie. Mit der zunehmenden Verbreitung von KI in Unternehmen entwickeln sich Token-Verbrauch, Inferenzkosten, Orchestrierungsaufwand und Kontextmanagement zu entscheidenden betrieblichen Herausforderungen. Die nächste Phase der KI-Entwicklung wird nicht nur von der Intelligenz der Modelle abhängen, sondern auch davon, wie effizient diese Intelligenz orchestriert, gesteuert und skaliert werden kann. Lean Agentic AI stellt einen architektonischen Ansatz vor, der Lean-Engineering-Prinzipien auf agentische Systeme anwendet – wodurch unnötiger Token-Verbrauch reduziert, redundantes Schlussfolgern minimiert und die Recheneffizienz durch modulare Agenten, selektive Orchestrierung, adaptives Gedächtnis und abrufgesteuerte Intelligenz optimiert wird. Somit verringert sich automatisch auch die Umweltauswirkung von KI. Zu Gast haben wir Navveen Balani, Executive Director bei der Green Software Foundation und ausgewiesener Experte in der Anwendung und Optimierung von KI. Er zeigt und, wie tokenbewusste Architekturen Skalierbarkeit, Latenz, Governance und ROI verbessern können und es uns gleichzeitig ermöglichen, produktionsreife KI-Ökosysteme aufzubauen, die effizient, kontrollierbar und in großem Maßstab nachhaltig sind. Die Diskussion basiert auf den Konzepten aus dem Buch des Autors, „Lean Agentic AI“. Hinweis: Der Talk ist auf Englisch **Agenda** 18:00 Einlass & Networking 18:30 Vortrag mit einer kleinen Pause zwischendurch 21:00 Ende & Networking \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Green Software Development Karlsruhe ist ein unabhängiger Teil der globalen [Green Software Foundation](https://greensoftware.foundation/) Community. Das [CyberForum](https://www.cyberforum.de/), die Wirtschaftsförderung, die [Fairantwortung](https://fairantwortung.org/) und der [ImpactHub Karlsruhe](https://karlsruhe.impacthub.net/) sorgen für eine Verbreitung des Events im Netzwerk. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**Cloud Native Night Munich** AI agents are rapidly evolving from simple assistants into autonomous systems capable of reasoning, maintaining context, and interacting with complex environments. In this meetup, we’ll explore two practical applications of modern agentic AI in software engineering. The first talk dives into building stateful AI agents that work with real-time data, covering the architectural patterns and challenges behind creating responsive, context-aware systems. The second talk showcases how agentic AI can be applied to understanding and analysing complex legacy applications — helping uncover program flows, dependencies, and hidden system knowledge that would otherwise take countless hours to explore manually. Whether you’re building AI-powered applications, modernising enterprise systems, or simply curious about the future of intelligent software, this meetup offers hands-on insights into how AI agents are transforming the way we interact with technology THIS MEETUP WILL BE HYBRID. **\|** Zoom Link will be available shortly before the meetup \*\*\* AGENDA \*\*\* * 6\.30 PM \| Doors open\. Grab some snacks & drinks\. * 7\.00 PM \| Welcome & Intro – **Start of hybrid meetup** * 7\.15 PM \| **Building Stateful AI Agents with Real-Time Data**, Gregor Bauer (VP Customer Engineering at CrateDB) * \~8:15 PM \| **Hosty - The next level with Agentic AI,** Martin Binder (Lead IT Consultant at QAware) * afterwards: More snacks & drinks, and a lot of time for networking with all attendees and speakers. \*\*\* ABSTRACTS \*\*\* **Building Stateful AI Agents with Real-Time Data**, Gregor Bauer (VP Customer Engineering at CrateDB) Most AI demos are stateless. Real systems are not. Modern AI applications increasingly depend on continuously changing operational data: events, metrics, logs, transactions, sensor streams, and user activity. This creates a new architectural challenge: how do we build AI agents that can reason over live data while remaining scalable and observable ? This talk explores the architecture of stateful AI systems and agentic applications. We will cover: * streaming-first AI architectures * real-time context enrichment * combining vector search with structured queries * memory layers for AI agents * latency and scalability considerations * operational lessons from large-scale data platforms The session provides practical guidance for engineers designing production-ready AI platforms. **Hosty - The next level with Agentic AI,** Martin Binder (Lead IT Consultant at QAware) To migrate legacy systems, you need to understand these IT dinosaurs, at least partially. So code analysis up to a certain level is unavoidable. What used to take months, sometimes years without LLMs is now doable in a few days with Gemini and friends. And yet: you still have to drive the analysis yourself, stitch the LLM's partial results into a coherent picture and fight the context window. With old source files thousands of lines long, that part really hurt. Agentic AIs like Claude Code are not just another AI feature. They change how you approach unfamiliar systems — fast, and without the headaches that LLM chat workflows used to come with. Teaser: an analysis that took us a few days under "yay!" cheers is now done in minutes. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Please comply with our [Code of Conduct](https://www.greenmanifesto.de/en/code-of-conduct). Please note that photos are taken during the meetup. If you do not want to appear in the photos, please contact the meetup team at the beginning of the event. Bitte halte dich an unseren [Code of Conduct](https://www.greenmanifesto.de/code-of-conduct). Während unserer Meetups werden Fotos aufgenommen. Falls du nicht auf den Fotos erscheinen möchtest, sprich bitte zu Beginn der Veranstaltung mit unserem Meetup Team.

This is an **open men’s meetup** at **tiRumpel**, a space for connection and encounter in St. Gallen. Men from all backgrounds, cultures, and languages are warmly welcome. We meet to spend time together in a relaxed and respectful atmosphere — talking, listening, playing games, cooking, and sharing experiences. The evenings are shaped by the participants, and everyone is invited to bring their ideas and wishes. Together, we also plan future meetups. **What to bring:** * Your favorite game, a hobby, your favorite music, or a photo from your life * Something to share for a communal meal * Openness and curiosity to connect with others **What we do:** * Talk and listen to each other * Play games * Bring food and eat together * Share stories, ideas, and experiences

Let's meet at the new Döner in town in St.Gallen They offer chicken, steak and vegan döner (see menu). Everyone will find something and we will enjoy a great evening together. Hope to see you at the event. Link: https://www.mitundohne-kebab.ch/

Join Anne in the cosy Bubble Yoga studio or online for this energising & balancing yoga class! **Vinyasa Flow** is your fluid and energetic flow class! Emphasising the connection of breath and movement, the class combines a creative sequence of poses into a moving meditation, moving in rhythm with the breath - all enhanced by carefully curated music. With a positive, community oriented & uplifting environment, this class is designed to challenge and inspire you both physically and mentally. **Class in English // Intermediate level** **Join at the studio or live online via Zoom.** **\>\> Registrations mandatory [HERE](https://bubbleyoga.ch/yoga/schedule/).** Yoga mats & all equipment available at the studio. Simply bring comfy clothes to move. Class is taught in English. **Pricing options:** '2 for 1' Welcome Pack CHF 35 1 month unlimited Intro Pass CHF85 ZOOM Drop-in class CHF20 STUDIO Drop-in class CHF35 / Abos available. All details available on http://www.bubbleyoga.ch Come as you are & bring your friends! *** *** Bubble Yoga Kirchgasse 12 9000 St. Gallen *NB: The entrance door is at the BACK of the building, from the pathway facing Magnihalden fountain*

> > > we meet every week in Øya. > > > > > > people are around from 17:30 in case you want to come straight after work, and we're usually there til late. alles easy.

Join us for a relaxed and welcoming weekly **Buddhist Meditation** session suitable for beginners *and* experienced practitioners. Each week a Buddhist monk—Gen Kelsang Lachpa—offers simple yet profound guidance in meditation along with inspiration from Buddhist teachings. This is a great opportunity to find inner calm, clear your mind, and gain practical perspectives you can apply in daily life. **How to get there:** We generally meet at St. Gallen train station and take train to Sitterdorf at 18.37 and it's nice to talk to each other on the way during this 26 minutes ride :-) The Buddhist Temple is right near the train station. **What to expect:** * Guided meditation practice * Introduction to core Buddhist principles * Practical insights to support peace and mindfulness * A relaxed, friendly atmosphere for all levels 🔔 **Important note:** The main instruction and teaching are given in **German**, but the monk also speaks good **English** and is available for **short conversations in English after the session**, so everyone feels welcome. **Contribution: 10 CHF per person paid directly to the Buddhist Temple**

Bewusster, achtsamer Austausch über unsere Erfahrungen als hochsensible Personen. Entwicklung von Strategien für den Alltag, Beziehungen und das Berufsleben. Professionelles Networking für hochsensible, neurodivergente und autistische Menschen.

Einundzwanzig Bitcoin Meetup St. Gallen Gemütliche Stammtisch-Runde und Diskussion rund um Bitcoin. Gerne sind alle herzlich willkommen, vom Nocoiner, Anfänger bis hin zum toxischen Maximalisten.

Dear Microsoft Swiss PSUG, We have planned another exciting event. **Place & Language:** Place: Isolutions AG, The Circle 38, 8058 Zürich (Hybrid with Teams) Language: EN **Session 1: PowerShell Notebooks in Practice: Real‑World Use Cases** Description: PowerShell Notebooks can significantly enhance how we build and operate tools. This session showcases practical, real‑world scenarios—including onboarding and offboarding workflows, pipeline integration, diagnostic data collection, and development against both on‑prem and cloud services. With plenty of demos, you’ll see how notebooks can improve productivity and clarity across the entire lifecycle. Speaker: [MVP David Sass](https://www.linkedin.com/in/sassdawe/ "https://www.linkedin.com/in/sassdawe/") **Session 2: Updating isn’t the hard part — Knowing What changed Is** Description: PowerShell modules evolve constantly — features change, bugs are fixed, and behavior shifts. While updating a module is easy, understanding the impact of updates is not. Outdated modules risk lost functionality, while rushed updates can introduce subtle breaking changes. In this demo-focused session, we explore a practical approach to tracking meaningful module changes without notification overload. Using the PackageUpdateInfo module, we show how to detect and report relevant differences between versions. Speaker: [David Bellstedt](https://www.linkedin.com/in/andreasbellstedt/ "https://www.linkedin.com/in/andreasbellstedt/") **Agenda:** 17:00 Welcome 17:30 Session 1 18:15 Session 2 19:00 Networking and Beer 20:00 End of Event

Creative Thursday. Summernight Edition! An diesem Abend kann sich jede(r) kreativ austoben. Wir stellen den Raum und die Materialien, du bringst die Ideen. Ob Malerei, Skizze oder Modellieren – mach was du willst. Es sind keine Vorkenntnisse nötig. Komm vorbei, nutz unsere Werkzeuge und arbeite an deinem eigenen Projekt in entspannter Gesellschaft. Wir freuen uns auf das, was entsteht. Nächster Event: 25.6. 20:00 – 23:00 Uhr. Pro Abend max. 8 Teilnehmer möglich. 4/4 noch frei. Anmeldung unter oben@superfluid.at Beitrag für Materialien: Dieses mal laden wir euch ein (exkl. Getränke: Limo, Bier, Wein 2€)

Am 24.06.26 steigt unser nächstes Codineers Rosenheim Meetup vor Ort in unserem Büro in Rosenheim oder Remote via Zoom. Meeting Link: [https://qaware-de.zoom.us/j/88063201327?pwd=1CYwSe7eGIBM3FJWygby1oixvzXUwg.1](https://qaware-de.zoom.us/j/88063201327?pwd=1CYwSe7eGIBM3FJWygby1oixvzXUwg.1) Meeting-ID: 880 6320 1327 Kenncode: tW8JTFtiSF **\#\# KI\-Agenten & Code im Security\-Check: Zwischen Hype\, Hack und SAIF 2\.0** Vom nützlichen Entwickler-Tool bis zum autonomen System: KI-Agenten übernehmen immer mehr Kontrolle. Sie generieren Pull Requests, führen eigenständig Code aus und handeln im Namen der User, oft komplett ohne menschliche Aufsicht. Doch wo endet der Hype und wo beginnen die echten Risiken? Was taugen die integrierten Sicherheitsfeatures aktueller Modelle, wenn sie auf die Realität der Softwareentwicklung treffen? Und wie groß ist der "Blastradius", wenn Agenten durch präparierte E-Mails manipuliert werden? Dieses Meetup liefert dir einen fundierten Security-Deep-Dive. Wir analysieren reale Vorfälle, prüfen die aktuellsten Anthropic-Modelle auf Herz und Nieren und stellen dir konkrete Design-Prinzipien (SAIF 2.0) vor, mit denen du deine KI-Systeme absicherst bevor sie live gehen. **\*\*\* Agenda \*\*\*** 17:30 Uhr \| Doors open\. Schnapp' dir Snacks & Getränke\. 17:45 Uhr \| Welcome & Intro 18:00 Uhr \| Zwischen Hype und Realität: Anthropic\-Modelle und "Project Glasswing" im Security\-Check \- Stefan Feuerstein 18:45 Uhr \| SAIF 2\.0 – Sicherheitsstrategien für die Ära autonomer KI\-Agenten \- Alexander Eimer 19:30 Uhr \| GetTogether **\*\*\* Unsere Vorträge \*\*\*** **Zwischen Hype und Realität: Anthropic-Modelle und "Project Glasswing" im Security-Check** In diesem Vortrag werfen wir einen kritischen Blick auf die aktuelle Leistungsfähigkeit der neuesten Anthropic-Modelle und schauen unter die Haube von Entwicklertools wie der Claude CLI. Im Zentrum steht dabei die Perspektive der IT-Security: wie sicher ist AI-Code? Was bringen die mitgelieferten "Sicherheitsfeatures"? Zudem wollen wir natürlich auch wissen, ob Mythos uns zeitnah unseren Job wegnimmt: Deswegen ziehen wir ein Fazit nach zwei Monaten Project Glasswing. Was ist Fakt, was Fiktion? **SAIF 2.0 – Sicherheitsstrategien für die Ära autonomer KI-Agenten** KI-Agenten sind längst im Produktiveinsatz: Sie generieren Millionen von Pull Requests, lösen Support-Tickets und verwalten die interne Unternehmenskommunikation. Sie sind keine bloßen Chatbots. Sie verfügen über Zugriffsrechte, führen eigenständig Code aus und handeln im Namen der User – komplett ohne menschliche Aufsicht. Doch diese Autonomie vergrößert den potenziellen Blastradius enorm. Die Beispiele aus der Praxis sprechen für sich: Eine einzige präparierte E-Mail verwandelte Microsoft 365 Copilot in ein Werkzeug zum Datendiebstahl. Ein simpler einzeiliger Prompt brachte den Chatbot eines Autohauses dazu, einem 1-Dollar-Verkauf zuzustimmen – vor den Augen von Millionen. Das sind keine kuriosen Einzelfälle, sondern das Resultat von Produkten, die ohne das nötige Sicherheitsfundament entwickelt wurden. Googles Secure AI Framework 2.0 (SAIF) ist die Antwort aus der Praxis. Es identifiziert 15 spezifische Risiken, ordnet sie den Komponenten eines KI-Systems zu und liefert konkrete Sicherheitsmaßnahmen. SAIF 2.0 erweitert diesen Rahmen gezielt für agentische Systeme: Es zeigt auf, wo sie versagen, warum die Risiken hier höher liegen und wie wir die Architektur grundlegend neu denken müssen. Dieser Vortrag analysiert die SAIF-Architektur anhand realer Vorfälle und schließt mit fünf entscheidenden Design-Prinzipien ab, die den Blastradius Ihrer Agenten minimieren, bevor sie live gehen. Wir sind Partner der [ROSIK](https://www.rosik.com/).

Lerne wie ein Vinylcutter funktioniert, und worauf du alles bei der Nutzung achten solltest. Du bist schon Member im Maschinenraum? Je nach Nutzungsmodell, bekommst du einen Teil der Gebühr als Guthaben auf dein Fabman Konto rückerstattet.

\*räusper \* Willkommen, mir sin a hauptsächlich casual EDH gruppa, mir sin prinzipiell sehr Proxy Freundlich und primär spielen mr eher für ank spass😊Notausgänge befinden sich Links und Rechts neben den Toiletten. Es sind durchschnittlich 12-16 Spieler vor Ort, von denen sich niemand über meetup anmeldet....oder überhaupt anmeldet. Wenn ihr lieber was anderes spielen wollt, ist auch ok. Wir haben genug Platz. English: Come and play magic with us. Use proxies if you want to. Have fun. Wanna play other games. Feel free to come. We've got enough space. We are around 12-16 players, just ignore the attendee list from meetup.

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

Our next much-awaited **COLUMBUS** meetup is **Tuesday June 30th from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.

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

Evolve is all about creating an Authentic Community, Deeper Connections, and Confident Growth. We are a group of entrepreneurial women who connect personally and professionally. We welcome every guest to experience our authentic community with no cliques and no judgment. Come as you are! There's a seat waiting for you. Elevate is an action-oriented connection experience designed to help women entrepreneurs move beyond surface-level networking and into meaningful growth, collaboration, and courageous action. Each session centers around a focused business or personal development topic, followed by intentional breakout discussions that encourage deeper conversations, real relationship-building, and practical next steps. Unlike traditional networking events, Elevate is designed to create momentum. Women are encouraged not only to share ideas, but to actively support one another through accountability, collaboration, brainstorming, and action-based growth. Every meeting is an opportunity to build authentic connections, gain fresh perspective, and leave with a clear action step to implement before the next session. This is a space where women rise together — not through competition or hustle culture, but through encouragement, courage, consistency, and intentional community. \*\*Evolve Women's Collective is a membership based professional women's group. You can find more information at [www.EvolveWomensCollective.com](https://www.google.com/url?q=http://www.EvolveWomensNetwork.com&sa=D&source=calendar&usd=2&usg=AOvVaw0UekYvD4PoVa7WUlFFVHyp). Feel welcome to be our guest anytime! [Join the Call](https://www.google.com/url?q=https://zoom.us/j/7894682064&sa=D&source=calendar&usd=2&usg=AOvVaw127u1EMKvrsjTOPRaLUJ51)

**🎉 Speed Dating Night for Hialeah Singles — On Zoom** Hosted Zoom rounds, Hialeah singles your speed, and matches sent the next day. Easy as that. **What to expect:** - Register and take a short personality quiz - Jump on Zoom when the event starts - Meet singles in guided one-on-one rounds - Get your mutual matches by email afterward **Choose your group and register:** → **Ages 18-32** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Hialeah&groupurlname=manga-k-drama-foodie-language-feast-network&ar=18-32&face_v=8.0) → **Ages 30-46** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Hialeah&groupurlname=manga-k-drama-foodie-language-feast-network&ar=30-46&face_v=8.0) → **Ages 40-58** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Hialeah&groupurlname=manga-k-drama-foodie-language-feast-network&ar=40-58&face_v=8.0) → **Ages 55+** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Hialeah&groupurlname=manga-k-drama-foodie-language-feast-network&ar=55+&face_v=8.0) > Important: RSVP is not the same as registering. Use your age link below and complete the quiz to secure a place. Limited capacity. See you on Zoom, Hialeah. 😊

**🌙 St. Petersburg Singles Night — Speed Dating Over Zoom** Hosted Zoom rounds, St. Petersburg singles your speed, and matches sent the next day. Easy as that. **Here's how the night runs:** - Register and take a short personality quiz - Jump on Zoom when the event starts - Meet singles in guided one-on-one rounds - Get your mutual matches by email afterward **Pick the age range that fits you:** → **Ages 18-32** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=18-32&face_v=8.0) → **Ages 30-46** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=30-46&face_v=8.0) → **Ages 40-58** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=40-58&face_v=8.0) → **Ages 55+** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=55+&face_v=8.0) > Important: RSVP is not the same as registering. Use your age link below and complete the quiz to secure a place. Limited capacity. Register, relax, and let the night do the work. 🥂