Data Architecture

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com [Note: "ymail" is correct. This is not gmail]

This is a ticketed event. You can register [here](https://luma.com/trajec-2gru). ​ Could an AI company’s internal coding agents create a “rogue deployment”, a set of agents running without human knowledge or permission? In February and March 2026, [METR](https://metr.org/?utm_source=luma), the organization behind the [time horizons graph](https://metr.org/time-horizons/), conducted a pilot of a process to assess just that. Anthropic, Google DeepMind, Meta, and OpenAI gave us access to their most capable internal LLMs and a wide range of non-public information. We concluded that, while internal agents plausibly had the means, motive, and opportunity to start small rogue deployments, they didn’t have the means to avoid human detection indefinitely. METR researcher Thomas Broadley explains the process, the six key facts that informed our conclusion, and how we expect risk to evolve over the next few months. ​You can watch a livestream of the talk [here](https://www.youtube.com/@Trajectory-Labs/live?utm_source=luma).

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

Please [here](https://online.innerengineering.com/en/program-details/inner-engineering-in-person-cityprogram-polish-veterans---sikorski-hall-ontario-ca-jan-29-2026) to learn more and register. This is a paid program. Inner Engineering Total is offered as a 4-day or 7-day, in-person program. The course combines the tools from Inner Engineering Online and transmission of Shambhavi Mahamudra Kriya, a 21-minute life-transforming practice. This format includes Upa Yoga, a set of practices that activate the joints, muscles and energy system, powerful meditative processes and practice support through personalized corrections. Program Date and Timings: Thursday, June 4th, 6:00 PM - 9:15 PM Friday, June 5th, 6:00 PM - 9:15 PM Saturday, June 6th, 8:30 AM - 7:00 PM Sunday, June 7th, 7:30 AM - 7:00 PM Attendance to all sessions is mandatory. Open to ages 15 years and above. Program Guidelines & session information: Programs are on Thursday and Friday evenings for 3 1/4 hours and continue all day on Saturday and Sunday. Vegetarian lunch is provided on Saturday; Vegetarian breakfast & lunch on Sunday. Program Fee: 375 CAD. Early bird price of 330 CAD expires on May 5, 2026. Group discounts are also available - please email or call the city contact listed above to register as a group: * $350 for groups of 2-4 * $325 for groups of 5 or more Contact information: [toronto@ishafoundation.org](mailto:toronto@ishafoundation.org) \[\(647\) 797\-3350\]\(tel:\(647\) 797\-3350\)

토론토 시내에 모여서 퀸역에 있는 Firkin on Yonge에서 안주를 먹고 술을 마시자. 새 친구도 사귀고, 영어와 한국어로 이야기하고, 한두 잔 🍻 마시면서 즐거운 저녁을 함께 보내요. 영어를 유창하게 말하는 분도, 영어를 배우고 있는 분도 모두 환영합니다. 영어를 연습하고 싶거나, 외국인에게 한국어를 도와주고 싶거나, 여러 나라에서 온 친구들을 사귀고 싶다면 이 모임이 딱이에요! **장소** 퀸역, Firkin on Yonge. 2층 **참가비**: 혹시 1\~2달러 정도 기부하고 싶으시면 감사하지만, 전혀 필수는 아니에요. 장소 이용을 위해 메뉴에서 한 가지 이상 꼭 주문해 주시기 바랍니다. 🍻🍟 **연락**: 인스타(@ryankw94)이나 카카오톡(ID: ryan.kw)으로 연락 주세요! Let's get together for a fun evening of making new friends, speaking in English and Korean, and having a drink or two. Whether you're a fluent Korean speaker or still learning, this event is perfect for anyone interested in Korean language and culture. **Location:** "Firkin on Yonge" next to Queen Station. Go upstairs. **Fee**: You must order something from the pub. 🍻🍟 If you'd like to give a dollar or two to support this Meetup Group, that would be nice. **Contact**: You can contact me on Insta (@ryankw94) or on KakaoTalk (ID: ryan.kw )

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

**NEW LOCATION - Madison Avenue Pub** **Dates will vary over the next few weeks due to FIFA schedule.** Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: Madison Avenue Pub, 14 Madison Ave Nearest Subway: Spadina Map / Directions: https://maps.app.goo.gl/scdLEYqb9LNJWkgWA We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

Bring any piece of music in any form. We'll deconstruct it's musical elements and share with each other what the music evokes and what insights arise. Then, consider how this musical work fits into the broader world of music and sound. After a break well do a musical exercise together and end with a short slent meditation. Advance registration with pay pal $20. Please call Gary to confirm your registration. 647 292 5415 Generosity policy: limited spots available for no or low charge fir those who need it.

AI is becoming part of automation, observability, and quality workflows. As adoption grows, teams are also managing new challenges around complexity, engineering data, and trust. Join us at the Test Automation Summit – Toronto 2026 \| Toronto\, Canada \| 5 June 2026 & explore practical insights on AI\-assisted quality engineering\, agentic AI\, observability\, and scalable QA workflows\. Who Should Attend • QA & Quality Engineering Leaders • Automation Engineers & SDETs • Engineering & Delivery Managers • DevOps & Platform Teams • Teams exploring AI-assisted engineering workflows • Professionals focused on scalability, observability, and quality strategy Join QA leaders and practitioners sharing real-world experiences from modern engineering environments. These are some of the conversations shaping modern QA today — and they’re exactly what this summit is designed to explore. Keynote Session Neil Price-Jones, President of TASSQ What Are We Going to Do with All the Information? A perspective on how engineering teams can make better use of growing amounts of testing, quality, and operational data. Featured Sessions \- Jeremy Berriault\, Founder of Berriault & Associates Consulting Group AI Won’t Save Your Quality: Build a Decision-Making Operating System That Scales. Exploring why sustainable quality engineering requires stronger operational decision-making — not just more AI tools. \- Don Jackson\, Technical Evangelist from Perforce Software Sick of Framework Frustrations? Agentic AI Can Remove Them All. A practical discussion on how agentic AI may help reduce complexity within automation frameworks and engineering workflows. \- Natalia Moyseyenko\, Head of Test Management Practice from EPAM Canada AI-Powered Quality Engineering: Strategy, Automation, and Insights at Scale. Insights into how AI-assisted quality engineering practices are evolving across enterprise-scale environments. Panel Discussion Navigating the Next Wave: How AI, Sustainability, and Human-Centered Design Are Redefining Quality Assurance Featuring: \- Rob Virdee\, Senior Consultant from NVP Software Solutions \- Ian Howlett\, Vice President from Innosphere \- Syed Faeez Sultan\, Associate Director from Iris Software Fireside Speakers Rob Virdee\, Senior Consultant \| NVP Software Solutions Ari Rowland\, Co\-founder \| Canadian Quality and Testing Association\. Topic: Beyond the Hype: Personal Journeys in Shaping the Future of QA through Artificial Intelligence and Ethical Innovation Why This Event Matters Many organisations are currently experimenting with AI across engineering and QA workflows. At the same time, teams are also navigating the following: • Increasing delivery complexity • Larger volumes of engineering data • Faster release expectations • Evolving automation architectures This summit focuses on those practical realities through implementation experiences, engineering discussions, and lessons learned from teams actively exploring the shift. Seats are starting to fill — if this is already on your radar, it’s worth planning early. [Register here](https://www.testingmind.com/event/test-automation-summit-toronto/?utm_source=meetup&utm_medium=email&utm_campaign=Toronto) If you're involved in modern QA, engineering quality, automation, or secure delivery practices – this is a conversation worth being part of.

**Join us at Thrive Longevity Training for an open house and community social.** This is a chance to meet our members, connect with the Thrive team, see the studio, and learn how our longevity based programming works. At Thrive, we are not just running random workouts. We use structured training blocks so members can build strength, improve conditioning, recover better, and actually see progress over time. Right now, our members are training in 6 week strength tracking blocks where we are measuring key lifts and movement patterns so we can see what is improving, where people need support, and how each person is progressing. You’ll get to learn more about: • Our longevity focused small group training • How we combine strength, cardio, recovery, and mindset • Why we track main lifts over 6 weeks • How our programming helps members build long term strength, fitness, and confidence • What makes the Thrive community different & Witness Award Ceremony For our Most Engaged Members There will be light snacks and refreshments, and you’ll have a chance to connect casually with members and coaches. This is a relaxed open house, not a workout. Come by, meet the community, ask questions, and see what Thrive is about. ### Event Details Award Ceremony & Social June 6th at 1:30 PM Thrive Longevity Training Snacks and refreshments provided

Join the local UX community for our casual monthly breakfast event. We're exploring the West Side this month with a member suggestion –those are always welcome. Thanks to the team at Nationwide for supporting the group!

**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)

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

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\.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###