Amazon Web Services

📖 Time to revisit our classic format and **talk about a great book** again🤩! At our May event, we'll discuss **Vivienne Ming's** “***Robotproof: When Machines Have All The Answers, Build Better People***”. Vivienne is is an American theoretical neuroscientist and artificial intelligence expert, and a self-professed Professional Mad Scientist. Her life and work are both extraordinary, and her latest book provides an actionable framework for rising above the “*the homogenized, vanilla world associated with AI”* (Forbes). There’s lots to mull over, get inspired by, and take home from her writing - so don’t hesitate and join the discussion! Don’t worry if life is too busy to read a whole book: It is absolutely not mandatory. We’ll provide enough information so everyone can learn something and connect insights to their own thinking and experiences. If you want to familiarise yourself with the author’s work, there are lots of podcasts you can listen to, like this one: [https://podcasts.apple.com/at/podcast/stop-letting-ai-think-for-you-dr-vivienne-ming/id212382281?i=1000758167430](https://podcasts.apple.com/at/podcast/stop-letting-ai-think-for-you-dr-vivienne-ming/id212382281?i=1000758167430) There’ll also be time for **networking and conversation** over drinks and snacks (donations welcome, please bring some cash 😊). By participating, you agree that your likeness may be recorded and authorise UX Vienna to use any such recordings for event documentation and promotional purposes.

Triff andere Keycloak-Nutzer, tausche dich aus und erfahre von Experten, wie Keycloak in komplexen Szenarien eingesetzt wird. **🗓️ Agenda** **Session** **#1: AI Meets Identity: Managing Keycloak with Natural Language via MCP** 🗣️ **Speaker:** Marcel Mayer, m2-consulting * Aufbauend auf unserem Talk auf der Keyconf 25 in Amsterdam (Video: [https://youtu.be/DNu2UnrsiCI?si=MrbdXTdpHrCwmGPi](https://youtu.be/DNu2UnrsiCI?si=MrbdXTdpHrCwmGPi)) * Weiterentwicklung des Knowledge-Graph-Ansatzes für konversationelle Keycloak-Konfigurationsanalyse * Nächster Schritt: derselbe Graph als Basis für AI-gestütztes Offensive Security Testing * Kombination aus graphbasiertem Reasoning und LLM-basierter Angriffplanung zur Automatisierung von: * Reconnaissance * Erkennung von Fehlkonfigurationen und strukturellen IAM-Anti-Patterns (z. B. God-Roles, übermäßige Privilegvererbung) * Schließt den Security-Loop: Discover, Exploit, Fix, Verify * Inklusive Live-Demo **Session #2: Effiziente Benutzeradministration im B2B-Bereich durch Föderation und Automatisierung**: 🗣️ **Speaker:** José Tojo, APA-IT * Herausforderungen für User und Organisationen * Einführung einer Föderation mit Account-Provisionierung und automatisierter Berechtigungsvergabe * Integration von Keycloak mit Externen IdPs und internen Komponenten * Ergebnisse und Mehrwert * Lessons learned aus Kundenprojekten * **Networking & Austausch:** Nutze die Gelegenheit, dich mit anderen Keycloak-Anwendern und -Experten auszutauschen. Diskutiere aktuelle Herausforderungen, Best Practices und Entwicklungen rund um Keycloak. 🍕 Getränke & Snacks inklusive! **Jetzt anmelden und deinen Platz sichern!** Wir freuen uns auf spannende Gespräche und einen intensiven Austausch rund um Keycloak!

*This event is free of charge and only takes place on-site!* *Language of the Meetup: ENGLISH 🇬🇧* **Talk #1: Architecting relationship-aware long-term memory for AI agents** [Tarun Jain, Founding Engineer and GDE in AI] Most developers building AI Agents focus on reasoning and planning, but quietly ignore what matters most: Memory. Stateless agents respond in isolation, while stateful agents unlock real capability by remembering and building over time. The problem becomes clear when Agents need to connect facts or track how information changes, where vector search alone starts to break down. Retrieval can fetch data, but only knowledge graphs can structure relationships and enable true multi-step reasoning over time. In this session, I will showcase how memory works in the backend, including a live visualization of fact extraction and graph construction in working code. The primary focus will be on edge cases, especially the hybrid vector graph approach, where semantic search and structured traversal are combined to handle multi-hop reasoning and temporal changes by considering the Cognee open-source framework. Furthermore, I will showcase a working demo of Memory, featuring visualization and a user journey, via Streamlit. **Talk #2: Anatomy of a Supply Chain Attack: From Compromise to Countermeasure [**[Valentin Goronjic](https://www.linkedin.com/in/valentingoronjic/) (Lead Software Engineer), [Tamas Neumer](https://www.linkedin.com/in/tamas-neumer/) (Lead Cloud Engineer) at [Posedio GmbH](https://www.linkedin.com/company/posedio/)**]** In March 2026, attackers compromised Trivy, the open source container scanner thousands of teams rely on to find vulnerabilities. The exploit scanned the CI environment for a wide range of credentials and exfiltrated whatever it found. Trivy isn't alone, countless similar attacks have taken place the past month. The goal of this talk is twofold. First, to raise awareness of these attacks, how they happen and what to expect once you're compromised. Second, to look at what's in GCP's toolbox to mitigate such incidents. — 📅 **May 28th, 2026, from 17:30** 📍 **Location:** weXelerate Auditorium, Praterstraße 1, 1020 Vienna 🚇 **Approach:** U1/U4 to Schwedenplatz, entrance via Taborstraße or Praterstraße. Parking available in the building garage. — ⏰ **Schedule:** Check-in: 17:30 – 18:00 Talk #1: 18:00 – 18:30 Break & Networking: 18:30 – 18:45 Talk #2: 18:45 – 19:15 Networking, Food & Drinks: 19:15 – 21:00 — We are now part of the GDG community. You can also find our and other upcoming events on the Google Developers Community webpage! For inquiries: office@posedio.com

Welcome to our May Meetup event for great talks, discussions and beers. We will meet at the Dynatrace office, thanks for hosting! **Agenda**: * Doors open 5:30 p.m. * ***Talk 1: 6:00 to 6:30 p.m.*** * **Speaker**: Philipp Maier * **Title**: Beyond the Fork: A 2026 Perspective on Terraform and OpenTofu * **Abstract**: Both Terraform and OpenTofu are industry-standard tools used to automate the provisioning and management of infrastructure through code. In this session, we will start at Commit b145fbc from 2023 and shortly review what happened back then and how OpenTofu started. We will then explore the technical divergence between Terraform and OpenTofu as of 2026 and how their managed ecosystems have evolved, looking at the practical trade-offs for our own projects. * **Break: 6:30 to 6:45 p.m.** * ***Talk 2: 6:45 to 7:30 p.m.*** * **Speaker**: Sahil Sharma * **Title**: Kafka on Kubernetes: Building a Full-Stack Streaming Environment with Strimzi. * **Abstract:** Running Apache Kafka on Kubernetes was once considered a daunting task. However, the Strimzi operator has simplified this process, making it possible to manage complex streaming infrastructure through a declarative approach. In this session, we will demonstrate how to bridge the gap between local development and production patterns by deploying a full-stack Kafka environment inside a Kind cluster. We will walk through a live setup including: \- Cluster Provisioning: Using Strimzi to deploy a functional Kafka cluster in seconds\. \- Management & Visibility: Integrating Kafbat UI to inspect topics and messages\. \- Observability: Implementing a Grafana and Prometheus \+ AlertManager stack to track broker health and consumer lag\. \- Application Flow: Deploying a producer and consumer to validate the end\-to\-end data pipeline using Confluent library\. Whether you are building a local sandbox or planning a larger rollout, you will leave with a repeatable template for a fully observable Kafka ecosystem on Kubernetes. * **Networking**: start 7:45 p.m.

Special (aka "no time to prepare more") - Edition of the **PostgreSQL Meetup in Vienna** is coming up! We have no talks planned, no agenda in place. Just join for drinks and meals and networking with other PostgreSQL people. **When:** May 28, 2026 — 6:30 PM to 8:30 PM **Where:** [Siebensterngasse 19, 1070 Wien](https://goo.gl/maps/iVsME3acGpodHrsRA) https://www.7stern.at/ Vienna - Table is reserved for "Postgres Meetup" **Preliminary Agenda:** The group makes the agenda :) please RSVP. I will organize a place to meet, drink & eat.

This is a structured coworking session for people who want to follow through and get it done. To join, please register here (takes 1–2 minutes): [https://nocrastination.space/](https://nocrastination.space/) **We like a touch of mystery!** **The exact location will be sent to you by email 24 hours before the session. Please make sure to register in advance.** Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t). Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/) You just haven’t been able to follow through. You start things, lose momentum and find yourself starting over again. You’re not alone. Most people get support at the beginning. And applause at the end. But the part that actually matters? The middle. The quiet, repetitive, sometimes frustrating part where nothing feels exciting, and everything depends on showing up. **That’s where we are.** At NoCrastination, we don’t meet for hype. We meet to **show up and finish something, together.** Not perfectly. Not magically. Just consistently. **What this really is** This is a space for people who are: * building something * figuring things out * or simply trying to stay on track **without doing it alone** You don’t need to be an entrepreneur. You just need something you want to move forward. **What happens here** You bring something you’ve been putting off. We sit down together. We focus. And you leave with something done. That’s it. And that’s everything. **Why people keep coming back** * “I finally follow through on what I plan” * “I leave with real progress every time” **Time and Location** 🕐 **Time:** 9:30 AM – 12:30 NOON 💻 **Bring:** Your laptop, journal, or anything you’ve been avoiding **Hosted by**: NoCrastination. See you across from the ground floor bar ✨ you will see us sitting at the long table with our laptops ☕ Please do order something from the local host, so as to keep us in their good graces! **Please arrive on time or during the break windows to avoid interrupting the focus sessions** 😊 **Focus schedule:** 9:30 AM – 10:20 AM → Focus Block 1 10:35 AM – 11:20 AM → Focus Block 2 11:35 AM – 12:25 PM → Focus Block 3 **If you expect to arrive late, please come during one of these break windows:** 10:20 AM – 10:35 AM 11:20 AM – 11:35 AM 12:25 PM – 1:00 PM for Lunch + Pitch Simple structure. Real progress. **This is for you if:** * You keep starting but don’t finish * You feel stuck working alone * You want structure — without pressure * You want to express yourself AND move forward **What you’ll get** Not motivation. Not a productivity hack. **You’ll get: ONE THING DONE.** And then you come back, and do it again. **This is how it starts** You don’t need to commit to anything big. Just come once. Pick one thing. Finish it. We’ll be there. As we’re growing and improving the experience, we’re moving to a more structured system. Registration is part of participating. **Stay connected** Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t) Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/) This is a space you can keep coming back to. **You’re not behind. You’re just in the middle.** And you don’t have to go through it alone. You are one of us.

## **GenAI Community: Advanced Gen AI Edition** Cisco Systems Austria\, Vienna \| May 28th \| 17:30 Advanced Gen AI is moving beyond experimentation – and the focus is shifting towards real-world applications and scalable systems. Together with leading voices from Austria’s AI ecosystem, we will dive into advanced use cases, technical breakthroughs, and practical lessons learned when building and deploying next-generation AI systems. Hosted by Ruben Hetfleisch (AI Austria). *** ### **17:30 – Welcome & Opening** Hosted by Ruben Hetfleisch (AI Austria) → Setting the stage: from Gen AI hype to advanced real-world applications *** ### **17:40 –** eustella: Make Europe's Greatest Agent (MEGA) Jakob Steinschaden (AI Newsrooms Technology GmbH) *** ### **17:55 –** How to Compliance in times of GenAI (A knowledge graph approach) Lisa Katzenschlager (cdot) *** ### **18:10 –** AI Tools at Cisco: Discover Real-World Use Cases That Boost Adoption Stefan Honeder & Mustafa Rafie *** ### **18:20 –** AI Förderbuddy: Automizing funding proposals - an agentic approach Michael Neuberger *** ### **19:00 – Networking, Drinks & Conversations** → Meet the speakers, exchange ideas and connect with the AI community *** More speakers to be announced soon! *** 📍 **Location** Cisco Systems Austria, (Tegetthoffstraße 1, 1010 Wien) 🗓 **Date & Time** From 17:30 🎟 **Admission** Free & open to the community – limited seats

Dear Data Enthusiasts, Join us again on **29th of May** at **A1** to learn about the psychological implications on employees when transforming the data landscape of an organization. In addition, we will finally have a talk about the open source framework Metaxy and how it can help to cut costs of multimodal AI pipelines. A big thanks goes to our co-organizers from the A1 Telekom and our sponsor Cloudera! **A Psychological Autopsy of a Data Transformation** *Dávid Farkas* Five years ago, a small European university decided to build and implement a data strategy from scratch. Greenfield in the truest sense: data governance was an unheard term and in practice it meant local Excel files duplicated across inboxes; "the database" usually referred to whichever spreadsheet someone had emailed most recently. Over four years, we designed and rolled out new systems, established governance structures, hired a team, and delivered real wins. We also watched a significant portion of the work get undone in months once leadership changed. This talk is a psychological autopsy of that transformation — what was planned, what worked, what quietly collapsed, and why. Universities are an unusually honest laboratory for studying data initiatives: decentralized power, competing stakeholder logics, weak formal hierarchies, and ambiguous success metrics make every human dysfunction that exists in corporate environments more visible. Drawing on behavioural science and nearly five years leading this initiative, I'll walk through the recurring failure patterns I see across data and AI projects more broadly — algorithm aversion, NIH syndrome, the gap between executive sponsorship and operational ownership, and the under-recognised role of organisational identity in determining which systems survive a leadership change. The argument is not that technology doesn't matter — it's that the human substrate determines whether any of it sticks. Borrowing Kranzberg: technology is never neutral, and neither are the people implementing it. **Dávid Farkas** is a research psychologist (PhD) and data scientist based in Budapest. He co-founded Principle Zero, which helps companies, NGOs, and researchers take on complex challenges in data strategy, digital and AI transformation, research, product development, and science communication. We bring behavioural science to problems most consultancies treat as purely technical, focusing on the human and organisational factors that determine whether ambitious projects survive contact with reality. Previously he led data science and digitalisation at MOME Budapest, with earlier industry experience applying machine learning. **Optimizing Multimodal AI Pipelines with Metaxy** *Georg Heiler, Hernan Picatto* The AI era has caused a fundamental shift in computing, moving us toward complex multimodal pipelines. However, these new systems are often incredibly wasteful. Right now, small changes to an input can trigger massive recomputations across very expensive processing steps. In this talk, we will explore Metaxy, an open source Python framework built to solve this exact problem. Metaxy provides sample level metadata versioning and acts as the universal glue for incremental data pipelines. We will discuss how its field level provenance allows your pipeline to only recompute what actually changed. If you update an audio file, for example, Metaxy knows to skip downstream face recognition steps that only rely on video. Whether you are a startup stretching your compute budget, an enterprise scaling ML infrastructure, or a researcher in academia, you will learn how to use Metaxy to iterate faster, cut cloud costs, and build highly efficient AI workflows. **Georg Heiler** is a co-founder @Jubust and a Senior data expert at Magenta as well as a ML-ops engineer at ASCII. He is solving challenges with data. His interests include geospatial graphs and time series. Georg transitions the data platform of Magenta to the cloud and is handling large scale multi-modal ML-ops challenges at ASCII. **Hernan Picatto** is a Computer Science PhD candidate at the Vienna University of Technology researching firm-level supply chains and corporate networks using NLP and Common Crawl data. Formerly an engineer at JPMorgan Chase and ZhiZhouKeji, he holds an MA from UCSD. His broad interests span big data, visualization, and time series causality. 🎤🎤 Open Mic We are going to open up the stage after the talks for community announcements. If you'd like to announce something, [open this slide deck](https://docs.google.com/presentation/d/1yvFI_Lm7KjgletICOQ1hLW1hHKmCIPA1OWQF2EeZieo/edit?usp=sharing), make sure you are signed in with a google account, and click "View Only" -> "Request Edit Access". Explain in the text box what you want to announce, and we'll give you edit access to the slide deck. 🎤🎤 We’ll have some food and drinks after the event. Please note that during the event, photos might be made and later posted on VDSG's social media page. Please notify us if you do not agree. Attention attendees with food allergies. Please be aware that the food and drinks provided may contain or come into contact with common allergens, such as dairy, eggs, wheat, soybeans, tree nuts, peanuts, fish, shellfish, or wheat. Best, The Organizer Team

KI ausprobieren kostet Zeit. Und meistens läuft es zuerst schief. Genau dafür haben wir unsere Learning Fridays: ein geschützter Rahmen, in dem Gepardec-Teams echte KI-Technologien testen – ohne Kundendruck, ohne Deadline. Was funktioniert. Was nicht. Und warum. Am 29. Mai teilen wir das offen. Was du konkret mitnimmst 👉 Du sparst dir die Umwege, die wir bereits gegangen sind: 🔬 AI-gestützte Systemanalyse – Welche LLM-Tools für Enterprise-Kontexte taugen, welche nicht – und was MCP wirklich bringt. ⚙️ AI-Assisted Code Migration – Wo Konveyor AI bei WildFly→Quarkus-Migrationen wirklich hilft und wo du trotzdem manuell ran musst. 🦙 Tune das Llama – Was beim Fine-Tuning eines lokalen LLMs schiefgeht, bevor es funktioniert – Datenmenge, Konfiguration, Evaluierung. Für wen ist das relevant? 👉 Für alle, die KI in ihrer Softwareentwicklung einsetzen wollen – aber keine Zeit haben, bei Null anzufangen. ────────────────────────── 08:30 → Frühstück (Wien & Linz) 09:15 → Unsere Haltung zu KI (ab hier auch Remote) 09:30 → AI-gestützte Systemanalyse 10:15 → AI-Assisted Code Migration 11:15 → Tune das Llama 12:00 → Unser Angebot: Gemeinsames KI-Projekt 12:15 → Networking 📍 Vor Ort: Frühstück inklusive 💻 Remote: Google Meet 👉 Anmeldung bis 26.5.: https://www.gepardec.com/ki-learning-friday/ #KI #LLM #Quarkus #MCP #FineTuning #Gepardec #SoftwareEntwicklung #KonveyorAI

To join, please [register here](https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea) (takes 1 minutes): https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea **We like a touch of mystery!** **The exact location will be sent to you by email 24 hours before the session. Please make sure to register in advance.** What does [Lunch + Pitch](https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea) look like? https://nocrastination.space/en/events/thursday-vienna Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t) for all spontaneous picnics, trips, events, circle discussions etc. Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/) What are you currently working on? A startup? A side project? A portfolio? A creative idea? A career change? A job search? Or simply the next step in your life? Join us for a relaxed community [lunch + pitch](https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea) where people share what they’re building, meet like-minded people, exchange ideas, gain visibility, and move forward together. This is not a formal pitch competition. It’s a low-pressure space to: ✨ share your ideas ✨ practice talking about what you do ✨ meet supportive and ambitious people ✨ find collaborators or accountability partners ✨ gain feedback and visibility ✨ and optional coworking afterward if you’d like **Think of it as: [LinkedIn in real life](https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea).** At the beginning of the session, we’ll also do a few simple interactive networking activities to help everyone connect naturally and feel included, even if you come alone. **Agenda:** **12:30 – 1:00 PM 🥗 Optional Lunch + Networking** Arrive, grab food, drink, and meet people. **1:00 – 2:00 PM 🎤 Open Sharing & Pitch (3 mins each)** Share what you're working on, hear from others, exchange ideas, and find your people. No slides required. No judges. Just real conversation. **From 2:30 PM 💻 Optional Networking or Coworking** No agenda, no pressure. Stay networking or work alongside the group for as long as you like. **Bring:** your laptop, journal, or anything you will need. ☕ **Please do order something from the bar,** so as to keep us in our venue partner's good graces! You don’t need a startup. You don’t need a polished pitch. You don’t need to “have everything figured out.” You just need to be working toward something meaningful. Because moving forward becomes much easier when you do it with other people together. [Register here](https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea): https://nocrastination.space/en/events/thursday-vienna?highlight_option=pitch_your_idea

**Women in AI Austria - Vienna Meet up -Afterwork Edition** **Come, connect, learn, and get inspired.** Join us for a relaxed evening of **AI discussions and great conversations** at Trinity pub in the beautiful center of Vienna Whether you are an experienced professional, a newcomer to the field, or simply curious about AI– we are very happy to welcome you! Let’s enjoy a great Afterwork. **When:** **May 28th** \| Doors open at 6 PM **Where:** Trinity Pub, Rilkeplatz 3 1040 Wien **What to expect:** * Get to know WAI Austria and members * Versatile discussions about AI, new technologies, and everything you are interested in :) * Great people and delicious food (**SELF PAYMENT** :) ) **We are very excited to meet you but** **please only register if you plan to come.** **Please cancel your registration to free up the spot for someone on the waiting list!**

**IT Founder & Unternehmer Frühstück** Am Freitag, den 29.05., treffen wir uns wieder in kleiner Runde zum offenen Austausch unter IT-Foundern, Geschäftsführern und Unternehmern aus Wien. Austausch auf Augenhöhe: Kein Networking-Event, keine Vorträge, sondern ehrliche Gespräche über aktuelle strategische Themen, Herausforderungen und Entscheidungen aus unserem unternehmerischen Alltag. Die Teilnehmerzahl ist begrenzt. Bitte bring eine konkrete Fragestellung oder ein Thema mit, das dich aktuell beschäftigt. Die Teilnahme ist kostenlos, das Frühstück bezahlt jeder selbst (30 EUR).

We’re hosting a social picnic! 🌞 **Again… but this time with a twist.** It’s not just about hanging out in the green — we’re also doing a bit of *speed friending*. Bring a blanket, some snacks, drinks, maybe a game or two, and come meet us (and each other) for a relaxed afternoon. This is your chance to: * Mingle with familiar and new faces * Exchange contacts * Enjoy easy, casual conversations * Soak up good vibes and fresh air 🌳 …or just show up and have a good time.

This event is an informal meet up for women who want to reflect on next steps in their careers, learn from each other’s experiences, and broaden their network. It doesn’t matter what field you work in, whether you are employed or self-employed, we can all learn from each other! We look forward to exchanging thoughts, while having a nice cup of coffee or drink at Addicted to Rock 😊 Your Women's Career Group Team, Mara, Kathy, Ying, Jasmin and Julia

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

**TBA**

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share