Data Architecture

**[GrafanaCON Local](https://grafana.com/events/grafanacon-local/) Toronto - featuring the latest in AI Observability** Join us for a local edition of GrafanaCON — a recap of the keynote highlights combined with fresh voices from the Toronto community, all with an AI twist. We'll dig into actually useful uses of AI in observability, and how to add observability for AI workloads. Free to attend. Pizza and drinks provided. **Talks** 🎤 **Grafana 13: The road to AI-native observability** — Marylia Gutierrez, Principal Software Engineer @ Grafana Labs This talk will walk through Grafana 13 and the most impactful improvements across the platform. Learn how Grafana is continuing to invest in AI to become the first fully AI-native observability platform, and the default choice for agents. 🎤 **Scaling Grafana Assistant: Context, confidence, and AI observability** — Edward Qian, Staff Software Engineer @ Grafana Labs AI agents are only as powerful as the context they receive. In this session, we'll share lessons from building Grafana Assistant and offer practical tips for bringing the right context to get the most out of AI agents. 🎤 **AI tools to optimize your development workflow** — Cristiano Ventura, Senior Software Engineer @ Grafana Labs The way we write software has changed. AI systems read code, plan, execute shell commands, run tests, open PRs, and ship work end-to-end. This talk will showcase useful AI tools and concepts to improve your development workflow. **Agenda** 5:30 PM — Doors open, food + networking 6:00 PM — Talks begin \~8:00 PM — Networking continues 8:30 PM — Wrap *Note that by registering for this event you consent to related event & product communications from Grafana Labs and agree to our [code of conduct](https://grafana.com/events/events-code-of-conduct/).*

💥 **Fuego Latino Mondays @ Tehranto Restaurant** 💥 Start your week with flavor, rhythm, and good vibes! 🌶💃🕺 Enjoy amazing food, fun lessons, and non-stop Latin dancing all night long! 📍 Tehranto Restaurant – 5625 Yonge St, North York 🚇 Finch Subway \| 🅿 Free Parking 🍽 Full Kitchen + Bar Specials Open Late 🎟 $10 Cover (includes Lesson) 🕘 9PM Lessons: • Salsa – Guest Instructor • Bachata – Guest Instructor 🎶 DJ Geronimo heating up the floor with the best Salsa, Bachata & Latin beats all night! Come for the lessons, stay for the dancing — Mondays just got HOT! 🔥 Best way to get a hold of us is through WhatsApp: https://chat.whatsapp.com/KpFOsXEuXRWB7uOYorJNPU

Join founders, investors and tech talent at this curated **startup networking event in Toronto.** Meet ambitious builders, exchange ideas and discover new opportunities in a dynamic community environment. **RSVP: [Use this link](https://www.eventbrite.com/e/startup-networking-toronto-founders-investors-talent-mixer-tickets-1987710363204?aff=oddtdtcreator)** **Please note that RSVP is managed via Eventbrite to control attendee lists — don’t ignore it to avoid issues with on-site payment.** **💡 Why This Event Is Different** Most networking events end with exchanged LinkedIn profiles. This one focuses on real conversations and real opportunities. We bring together founders, investors, engineers, operators and talent in a curated environment designed to create meaningful connections. Through interactive networking rounds, open conversations and pitch opportunities, participants can share challenges, exchange insights and build relationships that last beyond the event. **🤝 What to Expect** * **Interactive Networking** Structured networking rounds where participants briefly introduce themselves, share current challenges and explore collaboration opportunities. * **Talent Corner** Recruiters and hiring managers can briefly share open positions, while engineers and operators can introduce their skills and interests. * **Startup Conversations** Open discussions about fundraising, product development, growth and startup challenges. **👥 Who Should Attend** • Startup founders • Investors and angels • Engineers and builders • Operators and product managers • Recruiters and HR professionals • Sales and business development professionals • Job seekers interested in startups • Newcomers to the Toronto tech ecosystem

This month's dance is BACHATA! Come join the fun and add this fabulous latin dance to your repertoire. Some dance experience is recommended for this class as we will be putting fun combinations together to create some great routines for you to take out on the floor. We know you'll love it:) Come on your own or with a partner. Everyone will get a chance to dance! Tuesdays at 6:15pm 4 weeks only $89+tx pp Christ First Church Auditorium - 1700 Mazo Cresc Mississauga, ON For more info or to register info@comedancing.ca or 647-609-3933

Tickets must be purchased in advance! [https://www.eventbrite.ca/e/life-lessons-from-a-cardiac-operating-room-by-dr-bobby-yanagawa-tickets-1989051291958?aff=oddtdtcreator](https://www.eventbrite.ca/e/life-lessons-from-a-cardiac-operating-room-by-dr-bobby-yanagawa-tickets-1989051291958?aff=oddtdtcreator) Life Lessons from a Cardiac Operating Room — Dr. Bobby Yanagawa Step inside the high-pressure world of cardiac surgery for an unforgettable evening of stories, insight, and conversation with renowned cardiac surgeon **Dr. Bobby Yanagawa**. Hosted by Stellar Socials Lectures, this unique social lecture experience blends intellectual conversation with a stylish nightlife atmosphere — bringing ambitious and curious people together to learn, connect, and engage. From life-and-death decisions inside the operating room to lessons on pressure, leadership, discipline, and the human experience, Dr. Bobby Yanagawa will share captivating stories and perspectives rarely heard outside hospital walls. Whether you’re in healthcare, business, entrepreneurship, or simply love meaningful conversations, this is an evening designed to inspire thought, spark curiosity, and create real connection. ## 🎤 What To Expect • A captivating live lecture by Dr. Bobby Yanagawa • Real stories from the cardiac operating room • Life lessons on leadership, focus, resilience & decision-making • Networking with ambitious, like-minded professionals • A stylish social atmosphere with drinks & conversation ## 🧠 About Stellar Socials Lectures Stellar Socials Lectures brings together professors, experts, entrepreneurs, and thought leaders for engaging talks hosted inside upscale bars, lounges, and social venues. Our mission is simple: create experiences where learning feels social, inspiring, and genuinely enjoyable. Because education shouldn’t stop after graduation. ## 👥 Who Should Attend? • Young professionals • Entrepreneurs & creatives • Healthcare professionals & students • Curious minds & lifelong learners • Anyone looking to meet inspiring people and experience something different ## ✨ Why Attend? ✔ Expand your perspective ✔ Meet new people in a relaxed social setting ✔ Hear fascinating real-world experiences ✔ Enjoy an elevated alternative to traditional networking events 🎟️ Limited tickets available. Early registration is strongly recommended. ## About Dr. Bobby Yanagawa Dr. Bobby Yanagawa is the Division Head, Division of Cardiac Surgery, St. Michael's Hospital and Program Director, Division of Cardiac Surgery, University of Toronto. He holds the SURE General Contractors Inc. Professorship in Infective Endocarditis. Dr. Yanagawa completed residency training at the University of Toronto and INOVA Fairfax Hospital (Fairfax, VA) and an advanced valvular fellowship at Mount Sinai Hospital (New York, NY). His research training includes a PhD at the University of British Columbia and post-doctoral fellowships at the University of Wales College of Medicine (Cardiff, UK) and National Cardiovascular Center (Osaka, Japan). His clinical and academic focus is surgical revascularization and surgery for infective endocarditis. He is the Director of the Canadian Society of Cardiac Surgeons Equity, Diversity and Inclusion Taskforce. His research interests include clinical outcome studies of ischemic and valvular heart disease. He has published over 100 peer-reviewed articles, 40 reviews and 15 book chapters. He is on the editorial board of the Journal of Thoracic and Cardiovascular Surgery, Canadian Journal of Cardiology, Guest Editor - Current Opinions of Cardiology and Feature Editor, Annals of Thoracic Surgery. ### **Agenda** 6:00 p.m. - Arrival. Doors open as soon as 5 p.m. Come in, grab a drink, some food, and settle in. If you’d like to sit closer with your friends, we advise coming in early. 7:05 p.m.- Introduction, lecture begins, followed by Q&A 8:15 p.m. -One-on-one with the lecturer, socializing. You can order another round of drinks. 8:30 p.m. -Wrap up

Please note that access to this event is exclusive to those you register using the link below. Thu May 28th, 7-10 pm, Good Fortune Bar. You asked for it and we heard you! Intro's first Toronto Queer Desi Mixer. What to expect? \~Ice Breaker hosted by Harsh, cue cards and fun little games! ​\~Socialize with Queer Desis, maybe you'll find someone to go on a Sunday sunset date <3 ​\~A sundowner with drinks and a fun jolly vibe. ​\~Attire - Casuals, or whatever makes you feel confident and sexy ;) Please [CLICK HERE](https://luma.com/vbsh9shh) to book! See you soon!

🚨📢 **Please register using this link:** 👉 https://usergroups.snowflake.com/e/mwgfby/ **Bring your laptop fully charged. No prior CoCo experience needed.** Join the Snowflake Toronto User Group for **CoCo Labs** — a hands-on evening dedicated to **Cortex Code (CoCo)**, Snowflake's AI coding agent that takes data teams from natural language to production-ready code. ​You'll get a live demo from Snowflake SMEs, guided hands-on lab time, and the chance to build real things: fix a data pipeline and create your first Cortex Agent — all through conversation with CoCo. Wrap up the night by showcasing what you built (only for the brave!), then stick around for networking and happy hour. A light meal and refreshments will be served. **Agenda 🗓️** ​5:00 – 5:15pm - Arrival and check-in ​5:15 – 5:30pm - Welcome + Cortex Code Overview ​5:30 – 5:45pm - Account sign-up and set up of Cortex Code ​5:45 – 6:30pm - Cortex Code Workshop * ​Diagnose a stale pipeline, fix it, and onboard new sources * ​Build your first agent: enable business users to ask natural language questions on our data ​6:30 – 7:00pm - Explore Cortex Code on your own ​7:00 - 7:20pm - Brave Soul Showcase ​7:20 - 8:00pm - Networking & Happy Hour

Welcome to the dbt Meetup, Toronto Tech Week 2026 Edition! dbt Meetups are networking events open to all folks working with data. Talks predominantly focus on community members' experience with dbt, however, you'll catch presentations on broader topics such as analytics engineering, AI, data stacks, data ops, modeling, testing, and team structures. **To attend, please read the Health and Safety Policy and Terms of Participation: [https://www.getdbt.com/legal/health-and-safety-policy](https://www.getdbt.com/legal/health-and-safety-policy)** Toronto Tech Week is a citywide celebration of the people building what’s next. From May 25–29, 2026, founders, investors, and builders come together for hundreds of community-led events across Toronto, connecting tens of thousands of people around Canadian tech. Torontotechweek.com. **Agenda** * 6:00 > Arrive, Eat, Drink, and be Merry (aka Socialize) * 6:30 > Speaker 1 and 2 presentations **Instructions**: * Meet at entrance and someone will escort you for check-in **Speaker Sessions:** **1st Speakers:** * [Josh Harris](https://www.linkedin.com/in/josh-harris-86188983/), founder of AnswerLayer. * **Topic**: Open Semantic Interchange shipped in January 2026 with dbt Labs as one of the co-leading vendors. OSI v1.0: what it is, why it exists, and what it means for dbt users. **2nd Speaker:** * **TBD** * **Topic:** TBD Reach out if you're interested in volunteering/speaking! ➡️ Join the dbt Slack community: [https://www.getdbt.com/community/](https://www.getdbt.com/community/)🤝For the best Meetup experience, make sure to join the #local-toronto channel in dbt Slack ([https://slack.getdbt.com/](https://slack.getdbt.com/)). dbt is the standard in data transformation, used by over 40,000 organizations worldwide. Through the application of software engineering best practices like modularity, version control, testing, and documentation, dbt’s analytics engineering workflow helps teams work more efficiently to produce data the entire organization can trust. Learn more: [https://www.getdbt.com/](https://www.getdbt.com/)

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

Can your agents scale without bankrupting your API quota or your compute budget? Join this session to explore a production-ready architecture that uses the LLM Council pattern, Google’s Agent Development Kit (ADK) for Java and Spring AI, all deployed on Cloud Run. And discover how replacing probabilistic reason-and-act (ReAct) loops with LLM Council enable goal-oriented action planning (GOAP) creates agents that are not only smarter but also significantly lighter and faster – making them the perfect workload for serverless execution. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Dan Dobrin is an App Architect in Google Cloud, helping customer teams adopt modern AI technologies, cloud-native patterns, practices and technologies in GCP. Dan focuses on building GenAI applications, adopting AI coding assistance tooling with Gemini, Native Java Images, Spring AI, event-driven architectures, production-readiness and performance optimization. Prior to joining Google Cloud, he has built highly scalable, low-latency, frameworks for technology, security and financial services organizations.

**DevOps Toronto is officially back, and we’re kicking off 2026 with an in-person meetup!** After a pause, we’re excited to bring the community together again for an evening of learning, connection, and great conversations 🤝 This is a great chance to reconnect and meet fellow DevOps, cloud, and platform engineering professionals in Toronto. **What to expect:** 🎤 **2 technical sessions** 1. Crawl, Walk, Scale: Building Maturity into your internal development platform by Jeferson pereira 2. Bring Your Own AI: Running LLM Models in Your Lab by Alexander Kharkevich 🤝 **Dedicated networking time** with the community 💡 Real-world insights, hands-on learnings, and meaningful discussions **📅 Event Details:** 📅 **Date:** 28th May 2026 ⏰ **Time:** 5:00 to 7:30 PM EST 📍 **Venue: 7th Floor, AWS Office,** **18 York St, Toronto, ON M5J 0B2, Canada** **🎤 Interested in speaking?** We’re actively looking for speakers to take the stage and share their experiences with the community. 👉 **Submit your talk here:** [https://sessionize.com/devops-toronto-2026/](https://sessionize.com/devops-toronto-2026/) ✨ Let’s bring the DevOps Toronto community back stronger than ever. 🔒 **Note:** This is a **community-driven event**. We respect your privacy and **will never share attendee information for any monetary or promotional purposes**.

**Moving from Conversation to Implementation** Artificial intelligence is rapidly reshaping workplaces, products, services, and decision-making systems across sectors. As organizations accelerate AI adoption, many teams are being asked to make high-impact decisions without clear governance structures, shared implementation standards, or practical guidance for assessing risk, accountability, accessibility, and long-term impact. Across workforce, technical, and community contexts, organizations are grappling with how to ensure AI is implemented in ways that are inclusive, responsible, and grounded in real-world realities. HR professionals, AI practitioners, nonprofit leaders, governance stakeholders, and community advocates each hold critical perspectives on how AI systems can either reinforce existing inequities or help build more equitable futures. This in-person QT Inclusive AI Roundtable brings together professionals across sectors for a facilitated cross-sector working session focused on one core question: **What do organizations actually need in order to implement inclusive AI responsibly in practice?** This session is designed as a collaborative implementation lab where leaders and professionals can explore the real-world challenges of implementing AI responsibly, share practical insights across sectors, and help shape the tools, frameworks, and approaches organizations need to move from theory into action. Through guided dialogue, peer exchange, implementation exercises, and collaborative activities, participants will explore: * where AI is already influencing organizational decisions and systems * the governance, operational, and accountability tensions organizations are navigating * how different sectors experience and define AI risks differently * where misalignments and gaps currently exist * what practical tools, frameworks, and supports are needed to move from theory into implementation Grounded in queer-informed approaches to systems, safety, accessibility, and community-centred accountability, this session centers lived experience as a critical source of implementation insight. Participants will examine how AI systems can unintentionally reproduce invisibility, exclusion, surveillance, or harm when deployed without meaningful community grounding or governance structures. This session is part of QueerTech’s broader initiative to move from conversation into practical implementation. Insights gathered through this roundtable will directly contribute to the development of community-informed toolkits, frameworks, case studies, and practical resources designed to support organizations implementing inclusive AI across sectors. The session will include both implementation perspective-based discussions and cross-sector exchange, creating space for participants to deepen within their own organizational realities while learning from different approaches, constraints, and experiences across the ecosystem. Participants are encouraged to bring: * real organizational scenarios * current implementation challenges * governance questions * operational tensions * decision points they are actively navigating **Following this roundtable, there is a QT Connect for the broader community at the same location in the evening.** **Participants will Leave With:** ✨ A clearer understanding of the governance, operational, and accountability challenges organizations are currently facing in AI implementation ✨ Cross-sector perspectives on how AI risks, tensions, and opportunities are experienced differently across workforce, technical, governance, and community contexts ✨ Greater insight into the practical tools, frameworks, and supports organizations need to move from intention into responsible implementation ✨ New ways of thinking about inclusion, safety, visibility, and accountability through queer-informed and lived-experience perspectives ✨ Practical ideas, questions, and next steps to bring back into their organization, team, or community ✨ Connections with peers across sectors navigating similar implementation realities and decision-making challenges ✨ The opportunity to contribute to the development of future QT Inclusive AI resources, frameworks, and toolkits This roundtable is supported by WAGE (Women and Gender Equality) Canada and by RBC’s approach to helping strengthen the capacity of Canada’s nonprofit sector. **Who Should Attend** This session welcomes professionals working across: * HR, workforce, and organizational leadership * AI, product, design, and technical systems * Nonprofit, public, and community-serving organizations * Governance, policy, accessibility, legal, and strategy roles * Research, advocacy, and ecosystem-building spaces No advanced technical expertise is required. **Event Details** 📅 May 28, 2026 🕑 2:00 PM – 4:30 PM ET 📍 Toronto \| In Person 🗣 Language: English **About QT Inclusive AI** QT Inclusive AI is a national initiative designed to support professionals across Canada in understanding, assessing, and applying inclusive AI practices within real organizational contexts. Through curriculum, assessment tools, facilitated dialogue, and community-informed resource development, participants examine how AI systems are being used in practice and where risks, tensions, and opportunities are emerging. The goal of QT Inclusive AI is to help translate responsible AI principles into practical implementation across technical and non-technical environments. Read more on the QueerTech website:[ https://queertech.org/en/qt-inclusive-ai](https://queertech.org/en/qt-inclusive-ai) If you have questions about the program, contact: Amos B. Program Manager, Community Learning and Development amos@queertech.org Sign up today!

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.

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\.

**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** TBD

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!

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