Information Retrieval

**Join us for our QA meetup of the BrowserStack Meetup group Toronto.** **Session 1 :** **Next-Generation Airline Loyalty & Payment Ecosystem** by **Arin Goswami**
Senior Manager, Customer Experience System Development, IT-Porter Airlines **Session 2 : Testing AI-Driven Customer Resolution Systems: A QA Perspective** by **Wasana Panagoda**
QA Team Lead at Porter Airlines **Date & Time - June 10th, 6:00 PM** **Few notes:** **🔹 This will be an In-person event** **Mark your calendars and reserve your spot now! We can't wait to see you there!** **Note- RSVP doesn't confirm your seat, We will be sending the confirmation email one day prior to the Meetup to confirm your seat.** **" Want to stay connected with the QA community beyond the meetup? Join our BrowserStack Discord Server to get updates, continue discussions, and network with fellow QA professionals. Don't miss out—be part of the conversation! "** **[Click here to join our BrowserStack Discord Server](https://www.browserstack.com/discord?utm_source=landingpage&utm_medium=website&utm_platform=&utm_content=communityengagement&utm_campaign=Meetup-pro-members&utm_campaigncode=701OW00000JSpvzYAD&utm_term=Meetup-landing-page-invite)**

Toronto's professional singles deserve better than dating apps and awkward bar introductions. Soulmates Club is raising the standard. **Make sure you get your ticket through Eventbrite: [click here](https://www.eventbrite.ca/e/toronto-singles-night-for-professionals-by-soulmates-club-tickets-1990345599266?aff=oddtdtcreator)** Join us for an intimate evening of real conversation, genuine connection, and effortless mingling curated exclusively for ambitious professionals who are serious about finding love. **What to expect:** * A handpicked guest list capped at just 50 attendees * An upscale, welcoming atmosphere at one of Toronto's premier venues, Mademoiselle * Smart casual dress code, come as your best self Follow us to learn more! Website: [https://thesoulmatesclub.com/](https://thesoulmatesclub.com/ "https://thesoulmatesclub.com/") Instagram: [https://www.instagram.com/the_soulmates_club](https://www.instagram.com/the_soulmates_club "https://www.instagram.com/the_soulmates_club")

We haven't been to Almost Jeopardy all year. Time to fix that. Almost Jeopardy just released a new schedule that shows trivia at Trinity Common is not happening until June 24th Therefore the location of tonight's meetup has changed to Bickford Brewing 292a Harbord Drive. We have been there before. They brew their own beer in a few core styles. Instagram states that there will be food by DL Chicken and Gauchopieco. Ind of sounds mexican. Arrive at 7 - play at 7:30 pm Walk-ins only. Free to play!

\*\*NEW LOCATION UPDATE\*\* HELLO Everyone, We are happy to announce that our 6 year running group will be moving our weekly event back to our old location which is now under the Fionn MacCools banner. Game night will be at Fionn MacCools at 125 York Blvd #135 in Richmond Hill. Start time is at 7 PM sharp, so please do you absolute best to show up at least a few minutes before then. If you feel you are running late, let us know in the group chat or contact one of the organizers directly. If you are new to the group, we are made up of a friendly group of Dad's who like to play large variety of Euro style games both new and old. We encourage everyone to please try and support venue partner with food and/or drink orders, if at all possible. While the organizers usually bring a number of titles, it's fairly common for attendees to bring a game or two of their own to these events. You may want to keep in mind factors like game duration and table space required, set up time and repacking time. If you do not have anything to bring, don't feel like you have to, we've got you covered. Because the player count is usually not known precisely until everyone shows up, having extra games around with varying player counts helps when deciding what to play. Looking forward to seeing you at our next event!! PLEASE RSVP if you are coming, cheers!!

## 🧠🎉 Trivia Night @ Gatherings Restobar 🍻 **Think fast, laugh hard, and make new friends!** We’ll be meeting at Gatherings Restobar, near **Yonge–St. Clair Station** **This venue is not wheelchair accessible.** ### 🕖 About the Event Trivia start s at **7:30 PM** and runs until around **10:30 PM**. **ask for Colleen’s group** when you arrive! Expect a lively mix of **pop culture, history, music, sports, and random fun questions**, and great food! 🧩💬 ### 💸 Cost & Policy Everyone must spend at least **$10 (plus tax & tip)** at the pub. **NEW POLICY:** * 🆕 *First-timers* must send a **$5 deposit** by e-transfer to **tommills@rogers.com** and message Colleen right away on this page or the sign-up page. * 💌 There will be a **$1 reminder charge** if you don’t send the deposit promptly. * 👥 You may bring **1 guest**, but please e-transfer **$10** in advance. You’ll be refunded once your guest arrives. ### 🧠 Why You’ll Love It Trivia night isn’t just about questions — it’s about **connection, laughter, and teamwork**. Whether you’re a trivia pro or just in it for the fun, it’s always a great time! 📱 **Don’t forget to join our WhatsApp group** – [CLICK HERE!](https://chat.whatsapp.com/H59mSCbsAi018gYANrKAnc?mode=ac_t) ### ⚠️ Notes * Please don’t just “show up” without RSVPing — seating is limited, and teams need to be balanced. * Occasionally, the organizer may need to rearrange teams if one is *too stacked* (e.g., all the sports or music experts together!). * Sometimes things happen — events can be canceled or adjusted, so keep an eye out for updates. 📩 **Questions?** Contact **Colleen**, your organizer, by posting on the event page. (unfortunately, **this venue is not wheelchair accessible.)** trivia starts at 7:30p.m., but we meet at 7p.m. - ask the staff for colleen's tables. **everyone MUST spend at least $10 (plus tax and tip) on food/drinks. 1ST TIMERS MUST E-TRANSFER A $5 DEPOSIT TO tommills@rogers.com, AND INFORM COLLEEN ON THIS PAGE, THE SIGN UP PAGE, OR PERSONAL MSG. PAGE, AS SOON AS YOU SIGN UP. you will be refunded in cash if/when you show up. ANYONE BRINGING 1 GUEST MUST E-TRANSFER A $10 REFUNDABLE DEPOSIT FOR THEIR GUEST.** **IT CAUSES ME EXTRA STRESS & WORK WHEN 1ST TIMERS DON'T SEND THEIR E-DEPOSITS AS REQUESTED, SO IF I NEED TO REMIND ANYONE TO DO THIS RIGHT AWAY, THEY WILL BE CHARGED $1 FOR EACH REMINDER.**

Python Toronto is back! Join us for our June meetup at **Fulfil**, hosted in the Industrious common area at **30 Adelaide Street East (near Yonge/Adelaide)** on Wednesday, June 10, 2026 at 6:00pm! If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: June 10, 2026, 6:00pm to 8:30pm. * Where: Fulfil - Industrious common area, 30 Adelaide Street East, Toronto, ON (near Yonge/Adelaide) Come early to enjoy snacks and drinks provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

LLM chat was the warm-up. Ask a question. Copy. Paste. Tweak. Useful — but capped. The real shift is agentic DevOps workflows using tools like Claude Code and the OpenAI Codex App — systems that can reason across repositories, plan multi-step changes, modify infrastructure, and operate closer to how real engineers build. This session is both 101 and 201. If you’re new to agentic tooling, you’ll understand what’s fundamentally different from chat-based usage. If you’re already experimenting, you’ll leave with practical agentic patterns for workflow design, context control, infrastructure changes, and avoiding unstructured vibe coding. Not using agentic tooling in DevOps today is starting to feel like refusing to use the internet in 2003. This isn’t about hype. It’s about leverage. It’s a great time to be a builder — if you build with agents. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Let's learn Vibe Coding! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **40%** OFF **[Kubernetes](https://lf.ksug.ai/)** Sitewide - Code: **TECHTALENT26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **25%** OFF **[FinOps](https://ksug.ai/discount?tab=events&ref=meetup)**[ X](https://ksug.ai/discount?tab=events&ref=meetup) San Diego Code: **KSAIX26899** The real shift is happening with agentic DevOps workflows using tools like Claude Code and the OpenAI Codex App — systems that can reason across repositories, plan multi-step changes, modify infrastructure, and operate much closer to how real engineers actually build. This session is designed for both beginners and practitioners. You’ll walk away with practical patterns for: • workflow design • context management • infrastructure changes • reducing unstructured “vibe coding” • building more reliable AI-assisted engineering workflows Honestly, not using agentic tooling in DevOps today is starting to feel a bit like refusing to use the internet in 2003. This isn’t about hype. It’s about leverage. And it’s an incredible time to be a builder — especially if you build with agents. 🍕 Come by at 5:30 PM for pizza and chats. 🎤 Presentation starts at 6:00 PM. **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [https://github.com/ksug-ai](https://github.com/ksug-ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

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!

Join the **Toronto People Analytics Group** for an evening of deep insights, practical wisdom, and networking with one of the leading voices in the field. In this session, Alexis Fink will reflect on the critical foundation required for meaningful people analytics: **strong governance, data privacy, the integrity of underlying data, thoughtful access controls,** and the expertise required to **separate meaningful signals from noise**. Together, these elements create the confidence organizations need to make smarter, data-informed workforce decisions. **Event Details** * **Date:** June 11 * **Time:** 5:00 PM – onwards (Talk begins at 5:30 PM) * **Location:** Ted Rogers School of Management at the Toronto Metropolitan University *(Specific room details to follow)* **Agenda** * **5:00 PM:** Arrivals & Networking * **5:30 PM:** Welcome, Introduction * **5:40 PM:** Keynote by Alexis Fink * **6:10 PM:** Audience Q&A * **6:30 PM – End:** Mix & Mingle **Thanks to our sponsors!** This event is made possible thanks to the generous support of our sponsors and organizers: * **One Model** * **Tskhay and Associates** *Space is limited. Secure your spot today to elevate your people analytics practice!*

Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **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

Happy Hour on the Green ⛳ Join Black Love & Friends for a laid-back evening at Topgolf as we celebrate the fathers, father figures, brothers, uncles, mentors, friends, and positive male role models who enrich our lives and communities. This isn't a golf tournament—it's a social gathering designed to bring great people together for conversation, connection, laughter, food, drinks, and a little friendly competition. Whether you're a father, celebrating a father, bringing your brother, cousin, friend, or simply looking for a fun Saturday evening, you're welcome to join us. No golf experience is necessary. Come for the happy hour, stay for the company. Expect: • Topgolf games for all skill levels • Food and drinks available for purchase • Networking and socializing • Great music and positive vibes • A welcoming atmosphere for singles, couples, and friends Bring someone special or come solo and meet new people. Let's raise a glass to the men who lead, support, inspire, and show up for the people they love.

Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/) Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **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

**👟 Outdoor Orienteering – Maps Provided** Lace up and join us to make our way around a beginner-friendly course with navigation, exploration, and a laugh along the way. If you've never done this before, you're in good company — you can walk the whole thing if you prefer. After a relaxed briefing and a map each, then head out to find the controls in any order you like, and take a picture at every marker to track your finds. Trainers or light boots work perfectly, have your phone handy for snapping controls, and come ready to explore. --- **The format:** - Meet at the start point and grab your map - Navigate the course solo or in a small group - Wrap up with photos and a chat about route choices --- 🌤️ A relaxed way to spend an afternoon outside — add yourself to the group and join in. We'll see you on the day. 🌤️

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**Join Katie McCartney, SRES®, for a clear and easy‑to‑understand update on what the 2026 Central Ohio housing market means for seniors and their families.** Whether you’re planning ahead, helping a parent make decisions, or simply trying to understand today’s market, this session offers reliable insights without pressure or overwhelm. During this free class, Katie will break down the trends shaping housing for older adults in Central Ohio, explain what families should realistically expect in 2026, and answer your questions during an open Q&A. This is a supportive, information‑focused workshop designed to give you confidence and clarity — no sales pitch, just helpful guidance. *** **Ideal for:** * Seniors considering future housing options * Adult children supporting aging parents * Anyone seeking a calm, trustworthy source of market information *** **What You’ll Learn:** * A senior‑friendly look at the 2026 Central Ohio housing market * Personalized answers during an open Q&A You’ll leave with a better understanding of your options and your next steps. *** **Hosted by:** **Katie McCartney, Broker & Senior Real Estate Specialist® (SRES) with** Pillar Realty, LLC Compassionate guidance for seniors navigating housing transitions in Central Ohio. *** **Location:** Columbus Metropolitan Library: Dublin Branch 75 N High St, Dublin, OH 43017 ([https://maps.app.goo.gl/GL2vbJgUHqTncbHZ9](https://maps.app.goo.gl/GL2vbJgUHqTncbHZ9)) Meeting Room 3 **Doors Open:** 1 PM **Seats:** Limited Seating (first come, first served) **Cost:** Complimentary

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.