Serverless Architecture

**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](https://qaware-de.zoom.us/s/81669104769) \*\*\* 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.

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/).

\*\*\*\* Practice Foreign Languages with Native Speakers \*\*\*\*\* === \*\*\*\*\*\*\*\*\*\*\*\* at the Language Conversation Table \*\*\*\*\*\*\*\*\*\*\* === \*\*\*\* Practice Foreign Languages with Native Speakers \*\*\*\*\* === \*\*\*\*\*\*\*\*\*\*\*\* at the Language Conversation Table \*\*\*\*\*\*\*\*\*\*\* === The caffe Cukeraj provides us with a back-room reserved just for this event, where we get to practice Croatian and other languages three hours for free.The entrance is free, but to be sure that Domenico will continue to host us, please have at least one drink when you're coming.at Cukeraj, Petrinjska 61See you soon!P.S. IF U HAVE ANY PROBLEMS FINDING THE PLACE BE FREE TO CONTACT THE ORGANIZER: +385953913346 \*\*\*\*\* Vježbajte Strane Jezike sa Izvornim Govornicima \*\*\*\*\* === Za organizaciju događaja se ne mora nista platiti. Radi korištenja prostora u kafiću (koji se nalazi u dvorišnoj zgradi) , bilo bi poželjno kad bi svatko naručio barem jedno piće. Nedjelja 18:00 - 21:00 sati Cukeraj Petrinjska 61

\*\*\*\* Practice Foreign Languages with Native Speakers \*\*\*\*\* === \*\*\*\*\*\*\*\*\*\*\*\* at the Language Conversation Table \*\*\*\*\*\*\*\*\*\*\* ================================================ The caffe Domenico provides us with a back-room reserved just for this event, where we get to practice Croatian and other languages three hours for free. The entrance is free, but to be sure that Domenico will continue to host us, please have at least one drink when you're coming. at Domenico, Preradovićeva 33/3 See you soon! P.S. IF U HAVE ANY PROBLEMS FINDING THE PLACE BE FREE TO CONTACT THE ORGANIZER: +385958865552 \*\*\*\*\* Vježbajte Strane Jezike sa Izvornim Govornicima \*\*\*\*\* =============================================== Za organizaciju događaja se ne mora nista platiti. Radi korištenja prostora u kafiću (koji se nalazi u dvorišnoj zgradi) , bilo bi poželjno kad bi svatko naručio barem jedno piće. Nedjelja 18:00 - 21:00 sati Domenico Preradovićeva 33/3

Open Heart Meditation Sessions with Amrita Rani (Live in-person and online on selected Thursdays via Zoom) You are warmly invited to join the Open Heart Meditation Sessions with Acharya Amrita Rani — a living space of awakenings and direct experience. These sessions are created both for beginners and seasoned practitioners who wish to deepen their meditation practice, stabilize awakening, and walk the path of enlightenment with guidance and support. Whether you are new or experienced, each gathering offers a grounded structure to help you build consistency in daily practice and grow in confidence on your spiritual path. At the heart of Open Heart teachings is direct recognition. Through the Two-Part Formula and precise meditative guidance, you are supported in shifting from self-based mode into selfless awareness, again and again, until cessation of suffering takes place. A central and deeply transformative practice in Open Heart is guru yoga. Through guru yoga, the practitioner directly connects with awakened awareness through devotion, transmission, and experiential recognition. With the help of this profound method, one recognizes their true selfless ease, the natural, effortless state beyond space and time. Alongside guru yoga, the sessions include insight meditation (Vipashyana), tantric methods, dynamic concentration, trauma-healing techniques, and foundational practices such as Bodhicitta prayers. Each session includes guided meditation, space for questions, reflection, and personal support. Rani’s meditation sessions are held live on Zoom on selected Thursdays from 18:30 to 20:00 (CET). Recordings may be available for continued integration and practice on her YouTube channel, The Sweetness of Enlightenment. Participation fee: 15 € per session Please make your payment in advance via PayPal before joining, to Rani’s PayPal account: kaisaeskeli@gmail.com Upcoming Thursday Sessions for Summer Season: 7.5.2026 at 18:30–20:00 (CET) 14.5.2026 at 18:30–20:00 (CET) 4.6.2026 at 18:30–20:00 (CET) 11.6.2026 at 18:30–20:00 (CET) 18.6.2026 at 18:30–20:00 (CET) 25.6.2026 at 18:30–20:00 (CET) 2.7.2026 at 18:30–20:00 (CET) 9.7.2026 at 18:30–20:00 (CET) 23.7.2026 at 18:30–20:00 (CET) 30.7.2026 at 18:30–20:00 (CET) Zoom link for all sessions: https://us02web.zoom.us/j/89766267672 Open Heart ashram (meditation center) is located in Zgornje Gorje, Slovenia. If you feel called to join in person, please email Rani at kaisaeskeli@gmail.com. Welcome all!

LFU looks deceptively close to LRU: both caches evict the "least useful" item. We'll look at how the ordering rule affects data structure design. We'll discuss the algorithmic tradeoffs behind LFU and compare different implementation strategies, ending with benchmarks in C++ and Rust. Date and time: **25th of June (Thursday), 6 pm** Location: **Beograđanka, Vidikovac, 22nd floor** Address: **Masarikova 5** Online: **[C++ Serbia YouTube](https://www.youtube.com/watch?v=PwmFvXE_K9I)** To join the community discussions, we are on: * [Discord](https://discord.gg/VDUn8YtHw8) * [Telegram](https://t.me/+l7NS0GrslBMwNzI0) * [Website](https://www.cppserbia.org/) See you!

How does an AI solution trusted by the Czech Constitutional Court, over 50 municipalities, hospitals, and businesses work in practice? This talk takes you behind the scenes of our RAG (Retrieval-Augmented Generation) chatbot, moving beyond theory into real-world production. We will explore the technical architecture, share live usage data, and discuss the challenges of deploying AI, namely across the public and healthcare sectors. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ⌚️ **Start**: 16:00 and end at 17:00, both online and offline in **Truhlárna Karlín** (Šaldova 388/5) - **Onsite attendance is limited to 70 people.** 🎙️ **Speaker:** Petr Červa 🍻 **Networking** after the seminar – great food and cold beer waiting for you! **🎥 Recording:** After the event we will publish a recording and post a link to it in the comments. 🚪**Doors open** at 15:45, and the event officially starts at 16:00. Your expertise is about to take off. Can't wait to have you on board! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Who is hosting the event** **GLAMI** is a leading European fashion discovery platform active in 14 countries. It brings 500,000 orders monthly to the 4,000+ shops listed. [GLAMI](https://glami.group/) has an in-house team of 10+ AI researchers and developers. Machine learning models handle the entire personalization and catalog ranking process, manage bidding in marketing tools, and take care of content management and categorization. [Tonda Hoskovec](https://www.linkedin.com/in/antonin-hoskovec-52b611a0/), CAIO at GLAMI, is the main organizer of Miton AI Times. **Miton** is a Czech VC with portfolio companies like Rossum, Equilibre, or Rohlik. Apart from supporting Miton AI Times, Miton also issues the bi-weekly [AI Newsletter](https://mitonainewsletter.substack.com/). [Read more about Miton and AI](https://www.miton.cz/en/ai/)

Sei stato a Cracovia? Hai seguito la diretta? O vuoi semplicemente sapere cos'è successo al più grande evento WordPress d'Europa? Questo mese ci ritroviamo per raccontarci il **WordCamp Europe 2026**, che si è tenuta dal 4 al 6 giugno a Cracovia, in Polonia, con oltre **2.400 partecipanti da 81 paesi**. Portiamo le nostre impressioni, i talk che ci hanno colpito di più, le novità che ci sembrano più interessanti e magari qualche storia dal vivo per chi c'era. Come sempre, spazio a domande, discussioni e due chiacchiere dopo! 👉 **L'evento è aperto a tutti**, che tu sia sviluppatore, designer, content creator o semplicemente curioso del mondo WordPress. **Agenda** * **18:00** \- Apertura porte * **18:15** \- Presentazione del Pisa WordPress Meetup \(chi siamo\, cosa facciamo\) * **18:25** \- Presentazione del talk: WordCamp Europe 2026 \- com'è andata a Cracovia?"\, * **19:00** \- Osservazioni conclusive * **19:15** \- Domande e risposte * **19:30** \- Proposte per i prossimi meetup * **20:00** \- After Meetup: socializzazione in un ristorante/pizzeria nelle vicinanze **After Meetup** Al termine dell'evento, ci sposteremo presso un ristorante/pizzeria della zona per continuare le discussioni e il networking in un ambiente informale. Tutti sono benvenuti! **Informazioni Utili** * **Dove**: CNA Pisa è nel quartiere "La Fontina" alle porte di Pisa. La località è Ghezzano, nel comune di San Giuliano Terme. È raggiungibile sia a piedi che in bici dal centro, il posto si trova dietro il Carrefour, nella zona dove stanno anche attività come Mercatopoli e CampoBase. * **Accessibilità**: Il luogo è accessibile ai partecipanti con mobilità ridotta. **Partecipa!** Vuoi proporre un talk per il prossimo meetup? Compila ed invia il [modulo di proposta](https://wppisa.it/partecipa-proponi-tu-un-meetup/). **Contatti** * **Slack** ([https://it.wordpress.org/slack/](https://it.wordpress.org/slack/)): [#wppisa](https://italia-wp-community.slack.com/archives/C05EJKEKT6V) * **Email**: [wpmeetuppisa@gmail.com](http://mailto:wpmeetuppisa@gmail.com/) * **Social**: [facebook](https://www.facebook.com/profile.php?id=61553606083235&locale=it_IT), [instagram](https://www.instagram.com/wpmeetuppisa/) * **Whatsapp:** [canale pubblico](https://whatsapp.com/channel/0029VaMgd0W3QxRwzxDIC11f) * **Sito Web**: [wppisa.it](https://wppisa.it/) **Informazioni Aggiuntive** * **Pubblico di Riferimento:** Sia che tu sviluppi temi o plugin, sia che tu gestisca solo siti o i suoi contenuti, questo incontro è fatto per te. * **Livello delle Competenze**: Che tu sia un veterano alla ricerca delle ultime novità o un nuovo utente ansioso di gettare basi solide, troverai qualcosa adatto a te. * **Cosa Aspettarsi**: Partecipa per apprendere, condividere esperienze e connetterti con la community locale di WordPress.

Topic to be announced. **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/ **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Sleep, Rest & Connection: Building Our Community Together Join us for the next gathering of The Pause Collective — a supportive meetup for neurodivergent women navigating perimenopause, menopause, burnout, overwhelm, and life transitions. Since many of us haven't yet had the opportunity to meet, we'll begin by getting to know one another and sharing what brought us to this community. We'll also explore one of the most common challenges many women experience during this season of life: sleep. Whether you're navigating insomnia, waking up in the middle of the night, racing thoughts, night sweats, exhaustion, burnout, or simply not feeling rested, you're not alone. This will be a relaxed, low-pressure coffee shop meetup focused on connection and conversation. No need to prepare anything. No pressure to share. Come as you are. Together we'll: • Introduce ourselves and get to know one another • Share what brought us to The Pause Collective • Discuss sleep, rest, and energy during perimenopause and menopause • Exchange ideas, experiences, and support • Explore what topics we'd like to discuss in future gatherings • Continue building the kind of community we'd like to create together This space is neurodivergent-affirming, self-diagnosis-friendly, and supportive of different communication styles and energy levels. Quiet participation is welcome. Listening is participating. Whether you're looking for support, learning, friendship, or simply a place where you don't have to explain yourself, you are welcome here. I look forward to meeting you. — Dawn

📱 **Build a Viral AI Content Brand – Faceless Influencer Blueprint** Launch a content brand that grows on autopilot using AI-generated media. ⚠️ Complete registration to confirm your seat. RSVP is not enough. ### [🔗 CLAIM YOUR PLACE](https://aiventurelab.org/product/AiInfluencer?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you'll create: - A monetisation path from day one - AI tools to generate, edit, and post content automatically - A content system that grows on autopilot *Your brand. Your rules. No face needed.* 🚀

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**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). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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 Central OH Python at centralohpython@gmail.com