Servers

Wir laden euch ein zu einem Meetup bei unserem Host happtiq in Wien! Los geht's am 25.03. um 18:00 Uhr in der Absberggasse 27 (Tür 9.17), 1100 Wien. Auf folgende Vorträge (auf Englisch) dürft ihr euch bereits freuen: Vortrag 1 - **BigQuery Meets LLM – MCP Server in Practice** (Marcus Stade & Patrick Mohr) Vortrag 2 - **Keeping the Logic in the Lake: Building Better Recommenders with SQL & LLMs** (Gunnar Sjúrðarson Knudsen) Snacks und Getränke stehen kostenlos für euch bereit. Wir freuen uns auf einen entspannten Abend mit euch! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We invite you to a meetup at our host happtiq in Vienna! It starts on 25 march at 6 p.m. at Absberggasse 27 (door 9.17), 1100 Wien. You can already look forward to the following talks (in English): Talk 1 - **BigQuery Meets LLM – MCP Server in Practice** (Marcus Stade & Patrick Mohr) Talk 2 - **Keeping the Logic in the Lake: Building Better Recommenders with SQL & LLMs** (Gunnar Sjúrðarson Knudsen) Free drinks and snacks will be available for you. We’re looking forward to a relaxed evening with you!

**Transformation & Leadership wirksam gestalten** Künstliche Intelligenz verändert Organisationen – schnell, tiefgreifend und unumkehrbar. Mit den neuen technologischen Möglichkeiten wächst jedoch auch die Verantwortung: *Wer trifft Entscheidungen? Wer trägt sie? Und welche Rolle spielt Führung in KI-getriebenen Transformationsprozessen?* Diese Vor-Ort-Veranstaltung verbindet **Change Management, Leadership, Ethik und KI-Praxis**. Ziel ist es, Verantwortung nicht abstrakt zu diskutieren, sondern **konkret, reflektiert und wirksam** zu gestalten – mit Raum für Austausch, Perspektiven und echte Fragen aus der Praxis. **Special Guests** **Elke Pichler** Partnerin bei MagnoliaTree Consulting. Berät Organisationen an der Schnittstelle von KI-Transformation, Ethik und würdevoller Führung. Systemische Coachin, Facilitatorin und Keynote Speakerin. **Michael Bartz** Professor an der IMC University of Applied Sciences Krems und Unternehmensberater mit Fokus auf *Zukunft der Arbeit* und Produktivität. Experte für Organisations- und Transformationsarbeit mit starkem Praxisbezug. **Für wen ist der Event geeignet?** * Führungskräfte * Change- & Organisationsentwickler:innen * HR, Transformation, Innovation & Digitalisierung * Alle, die KI nicht nur einführen, sondern **verantwortungsvoll gestalten** wollen **Event Location** Die Veranstaltung findet hier statt: **District Living – Event Location „Leiwand”** Donau-City-Straße 3 1220 Wien Weitere Infos zur Location findest du hier: [https://www.district-living.at/en/cowork](https://www.district-living.at/en/cowork) Unter **„Fotos“** ist ein Wegweiser zur Location hinterlegt. **Datenschutzhinweis:** Im Rahmen der Veranstaltung werden Foto- und Videoaufnahmen erstellt. Diese können zur Dokumentation sowie für Kommunikations- und Marketingzwecke (z. B. Website, Social Media, Newsletters) verwendet werden. Mit der Teilnahme an der Veranstaltung erklärst du dich damit einverstanden. Solltest du nicht aufgenommen werden wollen, gib bitte dem Organisationsteam vor Ort Bescheid.

**THIS MEETUP WILL BE IN-PERSON 🕺** **We're starting at 17:40 this time! 🕒** **What to expect:** 🗣️ Two or three speakers 👥 Meet old and new friends from the community 🍕 Free food 🎉 Open-end and free drinks afterwards ✔️ Just RSVP! Agenda: * 17:30 - Doors open * **17:40 - Welcome by &‌‌amp and SQUER** * 17:50 - First talk * 18:35 - Break * 18:50 - Second talk * 19:35 - Food, Drinks & Networking * 21:30 - Doors closing 👂 **Talks:** 🗣️ Boris Wrubel **Developing Selenium Tests with AI: Practical Insights from Real-World Automation Projects** 🗣️ Philipp Greitbauer **Modern Java Packaging: From Slim Images to Swift Runtimes** 🧑‍💻 **Speakers:** **Boris Wrubel** has over 20 years of experience in software testing, specializing in test automation within agile environments. His expertise spans major projects in banking, telecommunications, and the public sector. For a decade, Boris was part of the Industrial Software Research Group (INSO) at Vienna University of Technology (TU Wien), where he also organized and lectured in the "Software Testing" course. He holds a degree in Business Informatics, with a focus on project and quality management from TU Wien, and has contributed to open-source test automation projects in recent years. *Talk description:* He will share an honest field report from an ongoing project: How does my day-to-day work with Selenium change when generative AI is added as a support tool? Using concrete examples, I demonstrate how AI-based tools help with writing, revising, and understanding test code - for example, by suggesting test cases, proposing refactorings, or assisting with debugging. The focus is not on technology promises, but on real-world experience: Where does AI save time? Where does it lead you astray? And how does this change the role of the test automation engineer? The talk is aimed at anyone interested in the use of AI in quality assurance, with a focus on practical insights, pitfalls, and concrete learnings from everyday project work. **Philipp Greitbauer** is a software engineer at &‌‌amp, a Vienna-based software consulting company. While he works across the full stack, his focus lies in the backend using Java, Kotlin, and Spring Boot. Driven by a curiosity that often leads him down technical "rabbit holes", Philipp is committed to building proper technical foundations. He prioritizes utilizing existing tools to their full potential rather than reinventing the wheel, ensuring that systems are built efficiently. His daily work involves helping clients evolve their systems, drawing on his experience in the banking industry and the public sector. *Talk description:* In this session, we will look at modern strategies for efficiently packaging and running Spring Boot applications. If you are currently building Docker images by simply copying fat JARs, there are several newer tools and techniques in the Java ecosystem that can significantly optimize both your deployment process and runtime performance. We will explore the use of Buildpacks and Spring AOT, alongside JVM advancements like Project Leyden and Java 25’s Compact Object Headers. The talk will also contrast GraalVM with optimized JVM runtimes using AOT Cache or CRaC, examining how these different approaches address the challenges of startup time and resource usage. \-\-\-\-\-\-\-\-\-\-\-\- **Can't find what you like?** **Got something to say?** 📢 Send us your thoughts in the comments. Whether you’re a seasoned speaker or stepping onto the stage for the first time, we’d love to have you share your insights at one of our upcoming events. Interested in giving a talk? Let us know! Our formats: • Full talks (\~30 to 45 min.) • Short talks (\~15 min.)

Bring your JS interest and a good vibe! Everybody is welcome & feel free to share this invitation! **Talks and info:** All details: [https://viennajs.org/en/meetup/viennajs-march-2026](https://viennajs.org/en/meetup/vienna-js-march-2026) **Timetable:** * 18:00: Gathering, food & drinks * \~18:45 - 19:00: Start of the first talk **Talks:** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🗣️ Daniil Rabizo ▶️ AI Is Just JavaScript: Building Powerful Agents with Google ADK & RAG Most valuable company data is private: documents, presentations, internal notes, yet AI tools can’t use it out of the box. In this talk, we’ll show how easy it is to build an AI agent that can securely read Google Drive data and answer real business questions using Retrieval-Augmented Generation (RAG). Through a simple JavaScript demo with Google ADK and Vertex AI, you’ll see how private docs and slides can power use cases like internal knowledge assistants, onboarding bots, management Q&A, and support automation without complex ML infrastructure. This session is for developers, founders, and tech leaders who want practical, production-ready AI use cases and a clear understanding of how to turn existing company data into useful AI agents. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🗣️ Priscila Oliveira ▶️ Comprehend First, Code Later: The AI Skill I Rely On Daily Literally everyone is vibe coding. It's about letting AI write, commit, and ship code you never even read. Perfect for prototypes and side projects - no argument there. But what happens when you're working in a million-line codebase where you need to understand before you change? Quality code still matters. It is widely stated in the software development community that developers spend 70–80% of their time reading and understanding existing code, not writing new code. We now have an incredibly smart tool - so why not use it for exactly that? So I went straight to the data - 239 of my own messages from daily work at Sentry. What I found flipped the narrative: my #1 use of AI wasn't generation. It was comprehension. Whether navigating unfamiliar code or reconstructing past decisions from commit history - AI became the teammate who never gets tired of my questions. In this talk, I'll show you the loop that actually makes me productive in a large, complex codebase: understand first, then say 'go ahead'. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🗣️Want to give a Talk?** ▶️ [https://viennajs.org/en/participate/give-a-talk](https://viennajs.org/en/participate/give-a-talk) **Location:** Sentry Jakov-Lind-Straße 5, 4. OG (Entrance next to Max & Benito) 1020 Wien **Sponsors:** 🙏 Sentry Sentry is the market leader in the error monitoring space and like many startups with engineer founders, Sentry was born out of frustration with technology. David started Sentry as an open-source side project in 2008. We started in a small community — the Django web framework — and over time expanded our technology to support dozens of other platforms, including browser JavaScript and mobile applications. Fast forward to today, we're a $90M Series E company with a $3B valuation and 200+ employees on a mission to help developers write better software faster, so we can get back to enjoying technology. As one can see, the adventure continues to be exciting as we bring our developer-first Application Monitoring to more customers and industries worldwide. Consider us for the ride! Link to Open Roles: [https://sentry.io/careers/#openings](https://sentry.io/careers/#openings) **🙏 Want to sponsor?** We are looking for more sponsors! If you are interested please contact us via [viennajsmeetup@gmail.com](http://viennajsmeetup@gmail.com/) or at [viennajs.org.](http://viennajs.org./) \*\*\* **Don't forget to RSVP!**

**GenAI Community: Autonomous Agent Edition** Fiskaly\, Vienna \| March 25\, 2026 \| 5:30 PM AI Agents are moving from hype to reality – and the community is figuring out what actually works. From real-world deployments to global hackathons, from research-driven architectures to lessons learned in production: this GenAI Community Edition focuses entirely on **agent-based systems** and the challenges that come with building them. Together with leading voices from Austria’s AI ecosystem, we will explore how agentic architectures are evolving, what technical and organisational hurdles teams face, and how the global developer community is experimenting with new paradigms. Hosted by **Ruben Hetfleisch (AI Austria)**, this evening combines **short impulse talks with open discussion and networking**, bringing together builders, researchers, and practitioners working on the next generation of AI systems. Expect **deep technical insights, honest lessons from the field, and lively discussions with the community.** **17:30 – Welcome & Opening** Hosted by Ruben Hetfleisch (AI Austria) → Why agentic systems are redefining software architectures **17:40 – Agent Challenges & Global Hackathons** Felix Krause & Rinat Abdullin (AI Impact Mission) → Lessons from building agents and organising global AI hackathons **17:50 – Agentic Code Generation** Ivan Birkmaier (IBM) → How is IBM coding **18:00 – Exploit Arena - CLI Battlebots** Andrew Demczuk (CTO, OpenClaw Maintainer) → Developing Agents to beat other Agents **18:15 – AI Austria Community Insights** Daniel Noszian (AI Austria) → What the Austrian AI ecosystem is learning about agentic systems **19:00 – Networking, Drinks & Conversations** → Meet the speakers, exchange ideas and connect with the AI community More speakers to be announced soon! ### **📍 Location** Fiskaly, Vienna ### **🗓 Date & Time** March 25, 2026 – from 5:30 PM ### **🎟 Admission** Free & open to the community – limited seats.

A newly opened spacious but cosy venue right next to Westbahnhof with almost flawless reviews, this Mediterranean place also has a great bar that we can retire to! Starting a little later than usual this time - 19.30, due to table bookings. *** What Table for 6½ is about: Great food, Great people, Great conversations For each event, a small group of 4-8 people (not exactly 6 1/2, but thereabouts), in a nice restaurant, with enough space and a conducive environment in which to eat, drink, talk and think. As the table size is limited to max 8 people: \- You must sign up on Meetup to attend \- It’s really important to cancel if you’re not coming

Join us at our March Meetup event for great talks, discussions and beers. Big thanks to Posedio for hosting! **Agenda**: * Doors open 5:30 p.m. * ***Talk 1: 6:00 to 6:30 p.m.*** * **Speaker**: Christian Kirchknopf * **Title**: Building a Secure In-House LLMaaS Platform: BRZ's Approach to AI for Federal Government * **Abstract**: In this talk, I demonstrate how we (BRZ) have developed an Enterprise-Ready LLM-as-a-Service platform that provides government applications simple and secure access to Large Language Models – without dependency on public cloud providers and without data sharing with third parties. Through a unified API, AI applications gain access to locally operated models (e.g., Mistral) or optionally to public cloud providers – depending on requirements, costs, and data protection needs of the workload. Discuss the architectural and product decisions: vLLM as a GPU-optimized inference engine, a central AI gateway that enforces multi-tenancy, security, and comprehensive observability. A brief live demo will show how applications and developers access AI models through a single API – with token-based quotas per tenant and intelligent routing. An experience report from an exciting AI infrastructure project in Austria. * **Break: 6:30 to 6:45 p.m.** * ***Talk 2: 6:45 to 7:30 p.m.*** * **Speaker**: Damjan Gjurovski * **Title**: What is A(I) platform? * **Abstract:** In this talk I will discuss the need of platforms in the age of AI. I will outline some hard-won lessons from my previous experience in developer platforms, data platforms and SRE teams, and discuss how these apply to AI platforms. On the one hand, I will make the argument that AI makes certain aspects of platforms and platform engineering unnecessary, but on the other hand reinforces the need for other platform components. Finally, I will attempt to differentiate between the two new platform types out there – AI platforms and AI Engineering platforms and discuss the capabilities and requirements for each. * **Networking**: start 7:45 p.m.

LINK: [AiTinkerers Vienna](https://vienna.aitinkerers.org/p/ai-tinkerers-vienna-strabag) ## Vienna Builders 🛠️ AI Tinkerers Vienna returns for its second session of 2026 on March 26th. We are gathering at STRABAG for an evening dedicated to the practitioners building at the intersection of foundation models and the physical world. This is a curated, technical environment for those actively shipping code. We prioritize implementation details, architecture trade-offs, and working systems over high-level presentations. Registration is open now via the form above. ### 🎤 Call for Demos: Show Your Stack We are looking for builders to share technical demonstrations. This is a technical show-and-tell for builders, by builders. We want to see your messy experiments, creative hacks, and technical discoveries in action. Your demo should answer: “How did you build this interesting thing?” not “Why should someone use this product?” **Demo Requirements:** * **No Slides:** Run live code, walk through architecture diagrams, or zoom into workflow graphs. * **Technical Depth:** Share your prompt engineering strategies, agentic workflows, or orchestration layers. * **Imperfection Welcome:** We value raw, early-stage experiments and the lessons learned from what broke.

Come here an amazing word from our very own, Manfred Dressel!

**THE LAST CEO** What if AI doesn't automate the factory floor — but the corner office? A CEO costs 300K+. They make decisions based on dashboards, quarterly reports, market data. Pattern-matching at the highest salary level. Exactly the thing AI is provably best at. The third AI Salon asks the uncomfortable question: If AI makes strategic decisions faster, cheaper, and more data-driven, what's left for the humans in the C-suite? We're bringing this to **Funkhaus Wien** \- Vienna's legendary former radio broadcasting house\. Brutalist architecture\, cathedral ceilings\, and a history of transmission\. The perfect stage for asking what still needs a human voice\. **Programme:** 🎤 **Opening** — Andreas Fraunberger, Can Nuri, Michael Raab 💬 **Keynote Conversation** — Betina Kitzler (MIT Sloan Fellow) × Andreas 🎨 **Artistic Intervention** — Sarah Rechberger (Transmedia Artist) 🧠 **Think Tank** — You decide: replace the CEO — yes or no? Then you design the org chart of 2030. 🎉 **Afterparty & Networking** Date: March 27, 2026, 6:30 PM Location: Funkhaus Wien, Argentinierstraße Language: English **brought to you by** [FUNKHAUS WIEN](https://www.funkhaus.wien/) [Fachgruppe UBIT der WKW](https://unternehmensberatung-und-wir.wien/) [AI Austria ](https://www.aiaustria.com/) [chim.ai](www.chim.ai) Thanks to Ruben Hetfleisch, Patrick Schabus, Philipp Lammer and many more for contribution **Note:** We increased Max Registrations to 140. Wait list will be possible, with a good chance to enter at the venue.

**About this event:** Join us on 26 March in Vienna for an evening where we'll explore how leaders actually develop capability - not in classrooms, but inside work itself. **Agenda:** **16:00 – Arrive, connect over drinks and nibbles** **16:30 – The Future of Leadership: Workflow-Embedded Skills Development** * Why traditional leadership development isn't transferring to practice * What leaders actually need in 2026 (and it's not just another model) * What workflow embedded skills development actually looks like - real examples from teams we've worked with **17:30 – Interactive Workshop: Building the Leadership Skills Your Organisation Needs** * Learn about ways to build people skils hands-on * Work through a real leadership challenge with peers * Leave with practical next steps for your context **19:30 – Networking** * Wine, food (gluten-free and vegan options available) * Connect with people facing similar challenges **16:00 – Arrive, connect over drinks and nibbles** **Why this matters** Leadership development is broken. Organisations invest heavily, leaders attend programmes, certificates get handed out - and then nothing changes. The problem isn't lack of frameworks. It's the gap between learning and doing. In the coming years, leadership development must shift from event-based training to workflow-embedded practice. At Kokoro, we've spent years answering one question: how do you empower leaders to create the conditions for sustained performance, genuine motivation, and teams that thrive? At this event, we bring leaders, teams, L&D professionals, and organisations who are committed to making that shift. Together, we will develop steps to make it real. **Who is this for** You're leading a team, department, or organisation. You're in L&D and see that traditional programmes aren't transferring to practice. You run an SME and need practical ways to develop leaders without the corporate overhead. You've sent people to leadership programmes and watched them return motivated, and then not being able to transfer the skills in to work. You know the theory-practice gap is real. You want skills development that builds into daily workflows, not outside them. **Event Details** 📆 Thursday, 26 March 2026 ⏰ 16:30–19:30 (Arrive from 16:00) **📍**Olinda Bar, Schönbrunner Str. 23, 1050 Vienna 🪑: 40 seats (limited) 🗣️: English and German 💲: Free **Register** Secure your place now by registering as spaces are limited. Questions? Reach out to Imran @ imran@bekokoro.com We ask you to register only if you can really make it. Thanks. **About Kokoro** Kokoro was founded in 2018 because we believed the way performance is measured and optimised is broken. We work with leaders and teams to build resilient, high-performing cultures where people can learn, grow, and thrive - even amid complexity and change. We do this through our team and leadership development software and services like one-on-one coaching, team development, organisational consulting that help leaders turn intention into habit. Our approach draws on evidence from flow theory, motivation science, neurobiology, and real-world practice with teams across various industries and sizes. Visit [bekokoro.com](https://www.bekokoro.com/) to learn more. **Join the Kokoro community** This is our first of 4 gatherings in 2026 - a chance to (re)connect with people making real change happen, and to introduce you to what we're building. If the culture and performance challenges you face resonate, we'd love to work with you. Looking forward to seeing you on 26 March. #Leadership #TeamDevelopment #SkillsThatMatter #LearningAndDevelopment #FutureOfWork #Vienna

**IT Founder & Unternehmer Frühstück** Am Freitag, den 27.03., 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).

**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 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.

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

Bienvenue! Columbus French Conversation group invites you to our Saturday morning French conversation club. Expect a casual and welcoming atmosphere in which to learn french! I will bring my laptop so we can look up new vocabulary as needed! The venue is a beautiful French restaurant so you can really get into the zone :)

**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: Type Annotations with John Cassidy 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

**New Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.