Information Retrieval

As I looked under CFI’s Mission, Vision, and Values, the phrase ‘**community**’ stood out in the opening line. Then, I found it repeated seven more times, all within a short description. Elsewhere, CFI informs us we run ‘open’ and ‘friendly’ discussions in ‘safe and hospitable’ environments for everyone. And 'Critical Thinking' is, you might say, the backbone for starting any discussion. But while we all know what thinking is, how is **critical thinking** different? Especially in matters that are not quantitatively measurable? As humans, thankfully, we are born curious – we probably won’t have learnt to crawl on four to experience our body and the world around us. We all are capable of being forever-curious – and therefore seeing through the evidence methodically. That is a good start for any talk no matter how complex it may seem. If it’s a human problem, we may not solve it, but surely can think through it critically. That’s a big, and hopeful, first step! Tantalizing? Let’s Talk!

Hosted by [Shake Up The Establishment](https://shakeuptheestab.org/) (you must RSVP on [luma.com](https://luma.com/oxg3bg1p)): *Join us for an evening of nourishing food, free prizes, environmental policy action and a chance to connect and be in community with one another!* *​* *Help shape Canada’s National Strategy to Advance Environmental Justice and Address Environmental Racism. Through an informative presentation you'll learn about environmental racism and how it impacts your community. You'll be given the opportunity to engage in direct policy action and have your voice heard by writing letters to your elected officials.* *​By sharing your feedback, you can advocate for the needs and perspectives of impacted communities to be prioritized in the development and implementation of the National Environmental Justice Strategy.* *​* *The [event is ticketed](https://luma.com/oxg3bg1p) as a pay-what-you-can event to help fundraise for SUTE to be able to host more such events. Currently, there is no government funding available to host community consultations or engage the wider public in this important work. If cost is a barrier for your participation, please email us at info@shakeuptheestab.org and we will waive it.* Get ticket: https://luma.com/oxg3bg1p About SUTE: https://shakeuptheestab.org/about-us/

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/sbd5tsj6). RSVPs are intentionally closed on Meetup.👈🚨 [https://luma.com/sbd5tsj6](https://luma.com/sbd5tsj6) To stay up-to-date with our latest events, please subscribe to our luma calendar here: [https://luma.com/techtank](https://luma.com/techtank) **Everyone's a builder now.** PMs are shipping prototypes. Marketers are building tools. Sales reps are automating their own workflows. Everyone's a builder now, and the velocity is real (but also insane). So is the sprawl of AI tools, data, and decisions happening across every function. Join us for a candid conversation with **[Kyle Lacy](https://www.linkedin.com/in/kylelacy/)** (CMO), **[Scott Peacock](https://www.linkedin.com/in/sptechnology/)** (SVP & Head of Product), and **[Nitin Chopra](https://www.linkedin.com/in/nitinnitin/)** (CIO & CISO) of the **[Docebo](http://www.docebo.com?utm_source=meetup&utm_medium=event&utm_campaign=ai_panel_june1)** leadership team about what AI is actually doing inside companies, the leverage, the risks, and the roles quietly reshaping around it. Whether you're building AI into your work or just trying to keep up with the pace of change around you, this one's worth showing up for. *** ## About the Panelists **[Kyle Lacy](https://www.linkedin.com/in/kylelacy/)** is the Chief Marketing Officer at Docebo. He drives global brand strategy, demand generation, and go-to-market execution, and has spent nearly two decades building and scaling high-growth software companies. **[Scott Peacock](https://www.linkedin.com/in/sptechnology/)** is the SVP & Head of Product at Docebo. He leads the vision, strategy, and execution of Docebo's product portfolio, blending technical depth with go-to-market alignment and deep customer empathy. **[Nitin Chopra](https://www.linkedin.com/in/nitinnitin/)** is the CIO & CISO at Docebo. With over 15 years of experience in technology and cybersecurity, he leads the strategic development of IT and cybersecurity strategy, focusing on reliable, scalable, and secure SaaS solutions. *** ## Event Sponsor This event is sponsored by **[Docebo](http://www.docebo.com?utm_source=meetup&utm_medium=event&utm_campaign=ai_panel_june1)**. Docebo (TSX: DCBO, NASDAQ: DCBO) is an AI-powered learning platform helping organizations train employees, customers, and partners at scale. Founded in 2005 and headquartered in Toronto, Docebo combines advanced AI capabilities with an intuitive platform to deliver personalized learning experiences across a wide range of industries and audiences worldwide. Docebo is hiring in the Toronto area! Check out open positions **[here](www.docebo.com/careers?utm_source=meetup&utm_medium=event&utm_campaign=ai_panel_june1)**.  *** ## Venue Partner Our venue partner for this event is **[BrainStation](https://brainstation.io/)**. BrainStation is a global leader in digital skills training and workforce transformation. Founded in 2012, BrainStation has certified over **35,000 professionals** and worked with some of the largest companies in the world through cutting-edge digital skills training delivered online and in person from campuses in **New York, London, and Toronto**.  *** ## Important Notes for RSVPs **RSVP Commitment** ​If you RSVP and can no longer attend, please update your RSVP at least 24 hours in advance. No-shows may affect your ability to attend future TechTank events. ​​ **Photography & Video Disclaimer ​** By attending, you acknowledge that photos and/or videos may be taken and used for future promotional content. If you’d prefer not to be included, please inform the TechTank organizers when you arrive. ​​ *** ## About TechTank **[TechTank](https://www.techtankto.com/)** is a Toronto tech community bringing developers, designers, product managers, and builders together through talks, workshops, and community events. Join our vibrant community for the latest updates and continued discussions: [https://linktr.ee/techtankto](https://linktr.ee/techtankto)  *** **Interested in Supporting TechTank?** If you or your company are interested in sponsoring a TechTank event or supporting the community, we’d love to hear from you. 📩 **Email us:** [techtankto@gmail.com](https://techtankto@gmail.com)

Call on 416-938-2223 to find me :) -Ritik

Perhaps you live or work DOWNTOWN? Close to Roy Thomson Hall. **If so, how about join us for something different over *your lunch-hour!!*** On a Monday. RESERVE your own FREE ticket at the link below--- **Now in its 51st season, Hamilton Children’s Choir** (HCC) continues to inspire through passion, creativity, and community. With nearly 250 singers across six progressive choirs, HCC offers children and youth - from toddlers to young adults - a rich musical education and transformative performance experiences. The organization is devoted to nurturing artistry, fostering belonging, and empowering young people through the act of singing together. Recent performance video--(lovely voices) https://www.youtube.com/watch?v=_0hmX_sKv0c **Under the artistic leadership of Melanie Tellez**, HCC has expanded both its reach and its imagination, redefining what a children’s choir can be. The choir is recognized nationally and internationally for its expressive sound, dynamic movement, and innovative programming. Recent highlights include Europa Cantat Junior (Ghent, Belgium, 2023), multiple prizes at the Llangollen International Musical Eisteddfod (Wales, 2024), and a featured collaboration with the National Arts Centre Orchestra (Ottawa, 2025). HCC is also deeply committed to artistic and community collaboration. Its projects have brought together musicians, poets, choreographers, and visual artists, including Hamilton Philharmonic & Youth Orchestras, McMaster University, Supercrawl Festival, and an inspiring roster of national and international composers, artists, choirs and conductors. *Choir & Organ is supported by the Edwards Family Foundation.* **FREE ticket link--** https://roythomsonhall.mhrth.com/tickets/hamilton-childrens-chorus/#event-detail RTH will then email you your tickets about 7 days before June 1.

Join us for ESL Cafe on Mondays nights at St Paul's Bloor Street. We have groups for all levels of English: Basic English, Beginner, Intermediate and Advanced. At ESL Cafe, you can practice English conversation, drink coffee (or tea) and have lots of fun meeting other interesting people!!

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).

Don't be disappointed if you don't see a bunch of people attending. I advertise this on multiple platforms and the class usually sells out. \*\*If you don't use Paypal, email me at ralph@socap.ca and we'll figure it out. You can pay be etransfer or with a credit card/cash at the venue.\*\* Improv comedy uses several techniques to create laughter. These include, creating an atmosphere free of judgement, saying 'yes', active listening, being positive, putting your focus on others, and the importance of play and laughter. Not coincidentally, these are the same things that happen to us naturally when we are bonding with another person. In this class, we'll explore these techniques not with the goal of being funny, but with the goal of being people that other people want to be around. The teacher, Ralph MacLeod, is a co-founder of two independent improv clubs in Toronto - Bad Dog Theatre and Social Capital Theatre. He's been teaching improv for over 30 years. He also teaches these same techniques to several organizations including UofT, Google, Kraft, Shopify and many, many more. Please feel free to ask any questions you may have! FAQs and Good To Know.... After every event, a group from this class sit down and have a drink together so be prepared to stay if you want! Of course, you don't HAVE to. You also don't have to be single or bring a friend. The vibe of this class is much more 'making new friends' than a 'singles' mixer'. We usually run to 8:15 so pay for extra parking!

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

Go Medieval! Learn Medieval arts, sciences, dancing and games! Have somefun with like minded history geeks. Tuesdays, 6:30 pm to 8:30 pm St. Andrew’s United Church 117 Bloor St EAST (near Church Street) Ring the buzzer for the gate keeper more info? www.eoforwic.ca

​Hey Toronto ClickHouse community 👋 ​We’re back with another meetup — bringing together database enthusiasts for an evening of talks, networking, food, and drinks! ​**Agenda** * ​**5:30 PM** – Arrivals, food & drinks * ​**6:00 – 6:10 PM** – Intros! * ​**6:10** – **6:30PM** \- Khaled Zaky Sr\. Director @ RBC \( Royal Bank of Canada\) * ​**6:30 – 6:50 PM** – Maxim Mirkin Director @ Questrade * ​**6:50 - 7:10PM -** Alexei Zenin Sr Engineer @ Software Consultant * ​**7:10 - 7:30PM** \- Semyon Khlavich founder & Evgenii Baldin Developer @ Socialpruf * ​**7:30 – 8:00 PM** – Q&A + Networking ​✨ Expect insightful talks, interactive discussions, and plenty of time to connect with fellow ClickHouse users and experts.

We are following our favourite trivia host, Simon from Are You Smarter than a Scottish Guy, to one of his other weekly locations: One-Eyed Jack's at 287 Richmond Road (between Spadina and Peter Streets). The beer selection is starting to improve, with several KLB selections; their food menu is very good - [https://www.oneeyedjackpub.com/torontomenu](https://www.oneeyedjackpub.com/torontomenu). They have a set of Trivia Night specials, including wings with lots of flavours. The trivia starts at 7:00pm with first question at 7:15 pm. We have a set of pair of tables reserved under Steve. Serious RSVPs only as no-shows prevent us from fielding a complete team. Top prizes is a gift certificate for the next visit. Other prizes are a free round for the table and nachos. There is also a small prize for best team name, so put on your creative hat; the host seems to like puns and prefers short team names. Let's have some fun, eat some wings, and hopefully win!

**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

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!

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\.

**Latest 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

## 🤝 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. ###