Big Data

Join us for an evening of real-world data and AI stories in Malmö! Databricks Skåne Meetup is a community gathering for data engineers, architects, and AI practitioners in the Skåne region. Whether you're actively building with Databricks or just curious about what others are doing, this is your evening! We'll have great talks, good food, and even better conversations. **What to expect:** We focus on practical, experience-driven sessions from practitioners who have worked with Databricks in real production environments. Expect to hear clear stories covering the problem, how Databricks was used to solve it, and the lessons learned along the way. **Agenda:** * **17:00** \- Doors Open: Grab some food\, drinks\, and say hello\! * **17:30** \- Session 1: Digital Product Passports in Databricks \- *Presented by Daniel, Databricks* * **18:15** \- Session 2: Deep Dive into AgentBricks \- *Presented by Nivethan, Databricks MVP Sweden* * **18:45** \- Mingle & Networking * **19:00** \- Wrap up **Topics we'll be discussing:** * Agentic and compound AI systems * Lakehouse architecture and OLTP serving * Data quality and observability at scale **Who should attend:** Data and AI professionals in the Skåne region working with or exploring the Databricks platform on Azure, AWS, or GCP. **What to bring:** Just bring yourself and your curiosity! No laptops are required unless you want to take notes.

✨We’re excited to invite you to a new Barrel AI 🐒🐒 event — this one is shaping up to be one of our most epic yet ✨ We’ll be given a presentation and speach by an eminent AI expert and ambassador, **Dr. Michael Green**, alongside our recurring **AI Release Radar**, where we highlight the latest AI/ML releases and news. As always, there will be great opportunities for networking — plus pizza and drinks. This event will also be hosted at our new home for future events: **Fyrtornet / Drivbänken**, right in the heart of Hyllie, Malmö. **📅AGENDA** 17:30 – 17:45 Arrival & initial networking 17:45 – 18:00 Welcome by Barrel AI organizers 18:00 – 18:20 AI Release Radar 18:20 – 19:00 Dr. Michael Green – Talk & Q&A 19:00 – 19:30 Pizza & networking **🚀 THE WARM-UP: AI RELEASE RADAR** Before the demo, we will kick things off with our AI Release Radar and scan the latest happenings in the AI community — LLM drops, AI/ML white papers, and the news that actually matters to AI Engineers & Developers. **🎓 SPEAKER INTRODUCTION** Dr. Michael Green builds AI systems designed to make decisions under uncertainty, using Bayesian machine learning and probabilistic AI—because real-world environments rarely provide perfect information. Models that fail to account for uncertainty often become fragile when deployed in complex settings. He is the founder of two Copenhagen-based AI companies applying these principles where decision-making truly matters: *Alviss AI* and *AI Alpha Lab.* Alviss AI is a marketing science platform that helps organizations optimize advertising, media investments, and growth through a combination of probabilistic modeling and modern machine learning. AI Alpha Lab is a research-driven initiative focused on financial markets and systematic investing, leveraging probabilistic AI and quantitative methods. Their AI-driven fund, trading on Nasdaq, has achieved performance surpassing many index funds. Michael is also a strong advocate for digital and AI sovereignty, with a focus on strengthening EU-driven AI ecosystems—a topic he will also touch upon. 🗣️**TALK DESCRIPTION** At the upcoming Barrel AI event, Michael will take a deep dive into the technical architecture behind his systems, exploring how uncertainty-first and physics-inspired neural networks are applied in high-stakes environments. Financial markets are unforgiving—there are no second chances, no re-runs with a different random seed. In his talk he will tell the story of building the model that now runs AI Alpha Lab’s fund, and the hard lessons learned along the way. It starts, as these things often do, with 36 million going up in smoke 🔥💸.

The CPH AI Hub warmly invites you to join our upcoming workshop on AI in defense and security. On Thursday, 28 May 2026, from 18:00–20:00, we will gather in Copenhagen to explore how artificial intelligence is transforming modern defense, security, and society. The discussion will cover both the technological applications of AI in military settings and the wider societal, ethical, and governance challenges that accompany these developments. Topics of Discussion • The EU and the broader political landscape • Applications of AI in military and defense contexts • Societal and ethical implications of military AI • Opportunities for collaboration with CPH AI Hub This is not intended to be a formal conference with set speakers, but rather an open-ended and informal discussion among people in Copenhagen who share an interest in these topics. Together, we will exchange perspectives, discuss current developments in AI and governance, examine the evolving political context within the EU, and explore opportunities for meaningful collaboration that can positively impact our communities, workplaces, and society more broadly. If you would like to make a presentation during the workshop, feel free to reach out beforehand. **Location** Studiestræde 24 1455 Copenhagen K Upon arrival, please enter the courtyard and turn right. The venue is located upstairs. We look forward to welcoming you!

Your company bought the AI tools - your creatives still aren't using them. The second session of the Creative AI Bootcamp at BLOXHUB is built around that. Hear from practitioners who included their creative teams in the adoption from day one, then build your own approach on the spot. **Our panel:** sharing real Creative AI use cases from their organisations and what it actually took to get creative buy-in: * Vera Kozlenko Sheleketo, 2D/UI/AI Artist, Tactile Games * Anders Wendel, Head of Creative, Boozt * Kate Young, Senior Director Always On, Pandora * Dave Laing, Director Campaigns & Content, Novo Nordisk **What you will take away:** * Panel: Bottom-up AI initiatives, what creatives actually need and how it changed the approach * The points where buy-in fails and how to design around them * Hands-on workshop: build and pressure-test an adoption approach based on real requirements from creative teams **Agenda:** 11:00 Arrival & Lunch \| 11:30 Introduction \| 11:40 Panel: Bottom\-up approach to make Creative AI use scale \| 12:10 Hands\-on workshop \| 12:50 Debrief \| 13:00 End 🍽️ Lunch included. Limited seats — attendance is by application.

𝗗𝗮𝘁𝗮 𝗧𝗵𝘂𝗿𝘀𝗱𝗮𝘆 𝗶𝘀 𝗯𝗮𝗰𝗸 — 𝗮𝗻𝗱 𝘁𝗵𝗶𝘀 𝗼𝗻𝗲 𝗶𝘀 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 🌱 On **Thursday, May 28**, we are proud to host a special **Data Thursday** edition at **B. Amsterdam**: **Cloud & Climate Pub Quiz** ☁️🌍 This will not be a classic sit-back-and-listen meetup. This is a **taste-of-tech game night** where #climate, #cloud, #AI, #CO₂, #costoptimisation and a bit of controlled chaos come together in one big interactive quiz. At **Data Tribes & EcoVerum,** we believe that climate impact, sustainability reporting and regenerative transformation all start with better data. This evening brings that belief to life in the most Data Thursday way possible: with sharp questions, practical insights, team play, pizza and drinks. Your personal quiz masters for the evening: 👷‍♂️ **Henk van der Valk** Platform & Intelligence Architect 👷‍♂️ **Marcel van der Kuil** Data & AI Impact Engineer Together, Henk and Marcel will join forces as **Buurman & Buurman for Cloud & Climate**, fixing things one quiz round at a time. Think climate science, cloud optimisation, AI-assisted answers, sharp questions, practical insights and probably a few moments of **“A je to!”** along the way. The evening includes three rounds: 🌍 **National Climate Quiz** 🌡️ **Climate Interactive EN-ROADS simulator** ☁️ **Cloud optimisation: cost, CO₂ and Scope 3** Bring your laptop. Teams will compete for points, prizes and eternal Data Thursday glory. AI is allowed, but beware: some answers need to be explained in your own words. 𝗣𝗿𝗼𝗴𝗿𝗮𝗺 **// 18:00** — Doors open + pizza **// 18:30 – 19:15** — First round **// 19:15 – 20:00** — Second round **// 20:00 – 20:45** — Third round **// 20:45 – 21:00** — Wrap-up / evaluation **// 21:00 – 21:30** — Drinks & networking **// 21:30** — End 📍 **The Henry, B. Amsterdam — B.1** Johan Huizingalaan 763a, Amsterdam A big thank you to **B. Amsterdam** for once again supporting the Data Thursday community. Because without reliable data, there is no reliable climate action. And this time, we are testing what grows when cloud, climate, AI and community come together. Greetings, Data Tribes Inc & EcoVerum

We are looking much forward to welcome you to Rust meetup #68! This month's meetup will be hosted by Microsoft. Microsoft are located at: Kanalvej 7, 2800 Kongens Lyngby As usual, RSVPs open a week before the meetup. The agenda for the night is outlined below: \- 18:05\-18:15: Welcome \- 18:15\-19:00: Mossa: **THE RUSTY ROAD TO EPIDEMIOLOGY** \- 19:00\-19:50: Food Break\, Sponsored by Microsoft \- 19:50\-20:35: Game Show 2 \- 20:35\-20:50: Raffle \- 20:50\-21:00: Clean Up\, Leave \- 21:00 \- ???: Bar Make sure to bring your best energy for a cozy evening in great with other Rust enthusiasts, professionals and amateurs alike. Let's Rust up! 🦀

Every AI pipeline starts with one question: where does the data come from? In this hands-on workshop, we'll answer that question using Scrapy, one of Python's most powerful web scraping frameworks. You'll go from a blank project to a working spider that harvests structured data from the web, ready to feed into your next AI or data science project. We'll cover: • Scrapy vs. lighter tools (Requests & Beautiful Soup), and when each makes sense • Extracting data from HTML using CSS selectors • Following links and handling pagination at scale • Writing clean, structured output to a file • The ethical and legal side of web scraping Bonus (Gold Star): a chapter on scraping JavaScript-rendered pages for those who want to go further. 🐍 Python basics assumed — no prior scraping experience needed **Agenda** \- 18:00 Doors Open \- 18:30 Start of the Workshop \- 20:15 Workshop Closing & Announcements \- 20:30 Networking \- 21:00 Event Closing **GitHub Repo** [Scalable Data Harvesting for AI](https://github.com/pyladiesams/scalable-data-harvesting-for-ai-may2026) **Stream** [YouTube Stream](https://www.youtube.com/watch?v=0wqXbShaAvU) ​**📧 Contact** Are you interested in speaking at one of our events? Have a good idea for a Meetup? Get in touch with us at [amsterdam@pyladies.com](mailto:amsterdam@pyladies.com) ​💬 Find us on the PyLadies Global workspace: 1. ​[https://slackin.pyladies.com](https://slackin.pyladies.com/) enter your email address. Accept the email invitation 2. ​Go to workspace [https://pyladies.slack.com](https://pyladies.slack.com/) 3. ​Join channel #city-amsterdam 4. **Scalable**

# Tired of dating apps or surface-level social events? This is different. Relational Labs is a guided connection experience for singles who want more honest, playful, emotionally intelligent interaction — without performance, pressure, or endless small talk. This is not speed dating. Not networking. Not “pitch yourself to strangers.” It’s a facilitated relational container rooted in psychology, emotional intelligence, attachment work, social dynamics, nervous system awareness, and real-world human connection — made practical enough that you can actually live it instead of reading another 50 books about it. ## What happens • A 2-hour guided online relational experience • Real-time connection exercises designed to create authentic interaction • A format that adapts in real time to whoever is present • Optional participant-led in-person continuation afterward • WhatsApp connection thread after the session ## This may be for you if: • You’re tired of shallow or repetitive social spaces • You want deeper connection without forced intimacy • You enjoy personal growth, psychology, communication, or relational work • You’re open to meeting people in a more intentional way ## Important This experience runs with whoever is present and takes its own shape each time. Sometimes expansive. Sometimes intimate. Both are the real thing. Booking happens through our website. 👉 Reserve your spot: [https://consciousconnectionsclub.com/join](https://consciousconnectionsclub.com/join) Optional in-person continuation: same day or within 48 hours depending on the city Most people come alone. People often leave surprised by how quickly strangers can feel human, warm, honest, and real. Sometimes awkwardness turns into ease. Sometimes curiosity turns into chemistry. Sometimes people simply remember what it feels like to actually connect again.

Stop by and meet people in a positive and save space, very Friday at 8:30 pm just after our abstract workshop we start our **Speed Portrait and Cocktails event.** Before continuing your journey into the vibrant Copenhagen we invite you for a creative stop, to develop some quality interaction and create a truly hygge atmosphere in an artistic space. Set in a contemporary art gallery turned into a creative studio for the night, our **Speed portrait & cocktails** event blends with the city night life adding to Copenhagen artistic vibe and cozy atmosphere. An event that mixes caribbean hospitality, minimal aesthetic and Copenhagen coziness. As well we offer locals and temporary locals an artistic retreat from the intensity of the city. Note: Some materials are free but not the drinks.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

You’ve thought about it. Reflected on it. Maybe even talked about it… But how do you actually *move forward*? In this practical, hands-on workshop, we focus on one thing: 👉 turning ideas into small, concrete actions You’ll: • Choose a direction that feels interesting (not perfect) • Turn it into a simple, real-world experiment • Plan when and how you’ll take your next step No big life decisions. No pressure. Just a clear, doable action you can take right away. 🧭 This is the 3rd session of a 6-part series—but you’re welcome to join even if it’s your first time. Progress starts small.

Booked pitch at Holmen. Pitch is booked until 14.30 💰 **Cost:** 10 kr Mobilepay: 9539SH Revolut: [revolut.me/frederwnn](https://revolut.me/frederwnn) Or bring Cash * Event begins at 12:45 * You must sign out no later than 9:00 * Spots are non-transferable (you cannot reserve a spot and send someone else in your place) * Members who follow the rules and attend regularly will be given priority **Be at the pitch at 12.45 sharp!** Minimum 14 players by midnight and we play! Otherwise the game is cancelled. We aim for 8v8. The game is naturally for everyone no matter gender, level or anything. We emphasise on having fun! That also means no risky tackles or foul language. Bring a white and a black t-shirt and a ball if you have one. **Last minute sign-off's** (Later than 9AM on the same day) or no-shows will be banned from the next game and be put in the no-show list. 3 Strikes and you're out for a full year - no exceptions. See the list here: [No-shows @ Football.xlsx](https://kpdk-my.sharepoint.com/:x:/g/personal/hems_kp_dk/ETJW3_gniv1BmbKjidmn31wB9SFCobvhySRDW5fXSdc9Lg?e=lCafbH)

**Hi everyone!** I’m David, and I’d love to start a social bouldering club for anyone who wants to climb, hang out, and meet new people! I will arrange a meetup climbing event every 2nd week or once a month, at different climbing gyms around the city. The focus is on: • Climbing and challenging ourselves • Being social and building a fun community • Training together – all levels welcome I’ve been climbing for about 1.5 years, so I’m still in my learning phase, but I’m more than happy to help beginners get started and share the basics with anyone who’s new. **We will climb at Blocs and Walls @ 14.00 o’clock.** If people want, we might go for a drink or a bit of food afterwards. There will be a short warm up, focusing on climbing and mobility. If you want to join in on that, otherwise drop in when ever.¨ This time, since it is at Blocs and Walls, I can help people doing robe climb. But we figure that out when we get there :D **What Is Bouldering?** Bouldering is a type of climbing done at low heights — usually up to around 4–5 meters — **without ropes or harnesses**. Instead, there are thick mats on the floor for safety. There is an entrance fee and renting of climbing shoes, which you can rent at the location, and so cloth where you can be flexible. Bouldering is very social — people often help each other, share tips, cheer each other on, and have fun together. It’s perfect for meeting new people while getting a good workout.

ENG The topics we will vote to discuss are Emotional beliefs, Choices and acceptance and Jealousy. 2 emotion topics and 1 personal challenges topic to vote for discussion. We will try as a group of random people to sit down and talk about emotions or personal challenges. Not necessarily to find a solution or an improvement, but to share perspectives and maybe discover new perspectives. Some people like to talk, some like to listen, at the start of each event, declare if you would prefer to participate in the discussion or prefer to listen in and chime in with an occasional question. If only danish speaking people are coming we will speak danish, if there are non danish speaking people coming we will speak English. DK De fag vi skal stemme om at diskutere er Følelsesmæssige overbevisninger, Valg og accept og Jalousi. 2 følelse fag og 1 personlige udfordringer fag at stemme mellem at diskutere. Vi skal prøve som en gruppe af tilfældigvis folk at tale om følelser eller personlige udfordringer. Ikke nødvendigvis før at finde løsning eller en forbedring, men før at dele perspektiv og måske finde nye perspektiv. Nogle personer kan lide at tale, nogle personer kan lide at lytte, I begyndelsen af hver diskussion, erklære hvis du vil deltage I diskussionen eller lytte og komme med nogle spørgsmål under diskussionen. Hvis det er kun dansktalende der kommer så snakker vi dansk, kommer det ikke dansktalende så snakker vi engelsk.

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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

**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

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\.