Business Intelligence in Cloud

The Test Tribe 13th Toronto Meetup – From Tests to Trust: How QA Creates Value That Outlasts Technology Shifts Tools change. Frameworks evolve. AI reshapes workflows. But one thing remains constant: the expectation that QA delivers value. In a world of rapid technological change, the real question isn’t what tools we use - it’s how QA creates trust, clarity, and better decisions across teams. At the 13th Toronto Meetup, we step back from tools and trends to explore a deeper question: What does quality really mean to the business - and how can QA deliver it consistently, regardless of technology shifts? **Event Details** * **Date: April 29th, 2026 (Wednesday)** * **Time: 6:00 PM – 9:00 PM ET** * **Venue: Tribal Scale** * **Maps Link:** https://maps.app.goo.gl/hqUyAVXKLQhPFsUK6?g_st=ic (Please enter via **35 John St.**, where a volunteer will be stationed downstairs to guide you to the venue) **Session: From Tests to Trust: How QA Creates Value That Outlasts Technology Shifts** **Speaker: Youssef Menkhour** **About the Session** Technology in QA is evolving rapidly - but expectations from stakeholders often remain unchanged. In this session, Youssef Menkhour brings a QA Director’s perspective to explore: * What different roles (engineering, product, business) actually expect from testing * How QA creates value indirectly, beyond test execution * Why traditional outputs - tests, reports, meetings - often fail to drive real decisions * How to simplify QA practices to better support clarity, alignment, and impact This talk challenges conventional thinking and focuses on how QA can move beyond activity-driven work to become a driver of trust and decision-making within organizations. **Key Takeaways** * Understand what stakeholders truly expect from QA * Learn how QA delivers value beyond test cases and execution * Simplify testing outputs to better support real decisions * Shift from activity-driven QA to impact-driven quality engineering * Build practices that remain relevant across changing technologies **About the Speaker** Youssef Menkhour is a Director of Quality Assurance with 15+ years of experience leading enterprise and SaaS-focused QA organizations across industries including insurance, banking, media, and telecommunications. At Alithya, he advises clients on quality modernization, helping organizations adopt automation-first strategies, shift-left testing, and CI/CD-aligned delivery models. Youssef is passionate about redefining QA’s role - from a supporting function to a strategic contributor that drives trust, alignment, and long-term value. **Why You Should Attend** * Gain a leadership perspective on the future of QA * Learn how to create value beyond tools and frameworks * Understand how to align QA work with business outcomes * Rethink how testing supports decision-making * Connect with Toronto’s QA and tech community **About The Test Tribe** The Test Tribe is the world’s largest software testing community, empowering testers globally since 2018. With 700+ events and 150K+ members across 130+ countries, we bring testers together to learn, grow, and connect through meetups, conferences, cohorts, masterclasses, and more. By RSVPing, you agree to our Terms and Conditions and Privacy Policy and consent to be contacted by The Test Tribe and our event partners.

**This is an in person meeting every Wednesday.** **IMPORTANT: You must register to attend the meeting. Additional meeting details will be sent once you have registered for the meeting:** To Pre-register please send an email to **themarketeers@live.com** with your **Full Name, Phone Number and Business Name , Business Category and Email Address.** BNI Marketeers - We always have at least 20-25 members at our weekly meetings even if meetup doesn't show that many attending. We are looking to add 20 new members to our chapter. Come out as a visitor and see what it is all about. You get to network with 20-40 business owners and have a fabulous lunch. There is a cost of $45/person (paid at the venue) for the meeting which includes the cost of lunch. We meet in the Highway 7 and Leslie St area in Richmond Hill. Meetings start promptly at 11:45 and run until 1:30.

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/founders-investors-talent-networking-mixer-toronto-tickets-1984589321083?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

The literature on biomedical conflicts of interest tends to focus on the ways in which research integrity and patient safety are prejudiced when researchers are funded by the Pharmaceutical Industry. But similar ethical problems also arise at the macro level when institutions, such as hospitals and universities depend on drug company funding to support research or patient care. Over the past half century, the University of Toronto and three of its affiliated hospitals — Sick Kids, CAMH, and UHN — have been involved in a series of major scandals. One scandal in particular — involving the U of T, Sick Kids Hospital, Apotex and Dr. Nancy Olivieri — achieved worldwide infamy and has resulted, to date, in the publication of four books, a blockbuster movie, a plethora of scholarly articles, plus innumerable newspaper and magazine stories and television programmes. Another book is on the way, and a Netflix series is on the cards. In this talk, I'm going to explore the conceptual elements of "conflict of interest" and show how institutional conflict of interest lies at the heart of this greatest of all Canadian academic scandals. I'll also discuss role played by academic leaders and hospital bioethicists. Arthur Schafer https://umanitoba.ca/arts/arthur-schafer Professor Department of Philosophy University of Manitoba **About the Speaker:** Arthur Schafer is a Canadian ethicist specializing in professional and applied ethics, with a special focus on bioethics, philosophy of law, social philosophy and political philosophy. He is the Founding Director of the Centre for Professional and Applied Ethics at the University of Manitoba. He is also a full professor in the Department of Philosophy and an ethics consultant for the Department of Paediatrics and Child Health at the Health Sciences Centre in Winnipeg. Schafer has published widely in the fields of moral, social, and political philosophy. He is author of *The Buck Stops Here: Reflections on moral responsibility, democratic accountability and military values*, and co-editor of two books: *Ethics and Animal Experimentation* and *Fragile Freedoms: the global struggle for human rights*. His curriculum vitae lists more than 90 scholarly articles and book chapters, covering a wide range of topics, with a special focus on issues in professional and bio-medical ethics. Professor Schafer is National Research Associate of the Canadian Centre for Policy Alternatives, which has published two of his Reports. Schafer has been a frequent guest on CBC radio and television and has written numerous articles for The Globe and Mail, The Toronto Star, The Winnipeg Free Press, The Medical Post, and The Sunday Times (London). **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted]. About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

Startup networking event in Toronto for founders, builders and investors. Meet the right people, share ideas and turn conversations into real opportunities. **RSVP:** [Use this link](https://www.eventbrite.com/e/startup-founder-night-where-ideas-meet-toronto-tickets-1985599790424?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.*** **👥 Who This Event Is For** • Founders building startups or validating ideas • Aspiring founders looking to start or join a startup • Builders, engineers and operators open to collaboration • Investors and angels looking to discover early-stage opportunities • People new to the startup ecosystem and looking to connect **🎯 What You Can Get From This Event** • Meet founders, builders and people actively working on startups • Share your ideas and get direct feedback from the community • Discover collaborators, team members or potential co-founders • Connect with investors and people involved in the startup ecosystem • Access real conversations that can lead to opportunities Ascent Valley is a global startup ecosystem connecting founders, builders and investors through events, community and platform. We focus on building structured environments where people don’t just network, but collaborate, share ideas and create real outcomes. Our approach: **[Idea → Process → Result](https://ascentvalley.club/)**

https://secure.meetupstatic.com/photos/event/b/8/b/3/600_465407283.jpeg What if you could invest one morning into your business to: - learn time saving and practical business advice - align yourself with mentors and like minded women entrepreneurs - generate a powerful network that can offer you real results in business as well as allow you to meet new friends - no longer be alone in your entrepreneurial journey - develop new and easy strategies to help you work smarter not harder. Don't believe the sad, sad numbers on meet-up. Since the official registration is at www.karenbaring.com, events, many people bypass meet-up completely. Our meetings bring together 30 - 50 women entrepreneurs each and every month. Weigh what you have to lose with with you have to gain! We hope you can join us, Karen and the BusiWomen Team https://secure.meetupstatic.com/photos/event/b/8/c/7/600_465407303.jpeg

**Looking for a co-founder or startup collaborators in Toronto?** Join founders, engineers, product builders and entrepreneurs for a curated evening designed to help people connect and build startups together. **RSVP:** [Use this link](https://www.eventbrite.com/e/meet-your-co-founder-startup-builders-night-in-toronto-tickets-1984589959994?aff=oddtdtcreator&keep_tld=true) ***Please note that RSVP is managed via Eventbrite to control attendee lists — don’t ignore it to avoid issues with on-site payment.*** **💡 What Makes This Event Different** * Many people have ideas. * But building a startup alone is difficult. * The best startups are built by strong teams. * This event is designed to help ambitious founders, engineers and builders meet potential co-founders and collaboratorsin a structured networking environment. Instead of random conversations, we create opportunities for participants to share ideas, discuss projects and discover people they might build something meaningful with. **🤝 What You’ll Experience** * ***Interactive Co-Founder Networking*** Before the session begins, participants vote on the topic or challenge they want to explore together. The most popular topic becomes the focus of the networking session. Participants are then divided into small groups to work around that shared challenge. This format helps people quickly connect, understand each other’s thinking, and discover potential collaboration opportunities. It’s networking with a purpose — not just introductions. * ***Startup Pitches*** Selected founders present their startups to the audience and investors. Each pitcher shares their idea, product, or progress and receives visibility, feedback, and potential connections with investors and collaborators. This is an opportunity to showcase what you’re building and spark meaningful conversations after the session. * ***Chill Networking*** After the structured part, participants can continue conversations in a relaxed environment. **👥 Who Should Attend** • Entrepreneurs with startup ideas • Engineers and technical builders • Product managers and designers • Growth and marketing specialists • People looking for a co-founder • Early-stage founders building their first startup • Anyone interested in joining a startup team **🌍 About the Community** This event is part of the **Ascent Valley ecosystem** — a global community where founders, builders and investors meet to share ideas, collaborate and build meaningful projects. *Our mission is to create environments where ambitious people connect, collaborate and grow together.*

To register, please visit https://www.bnibusinessconnectionsone.com/ • What we'll do Doors open: 6:45 am Structured meeting: 7:00 am - 8:30 am (We start and stop on time.) - Informal Networking - President’s Welcome - Leadership Team Introductions - Education Moment: 2-minute talk on a networking topic - Weekly Presentations (45-seconds per member and guest- pitching your own services) - VP’s Report: Chapter Performance Update - Reports: Treasurer and Membership Committee - 5-Minute Break - 10-Minute Feature Presentation by a Member - Passing of referrals, testimonials, thank yous to guests - Presenter’s Gift Draw - Close OUR GUARANTEE: Business Connections One are full of life, laughter and learning! • What to bring What you’ll need to do as a visitor: - Plan a 45 second (100 words) infomercial on your business and what makes a good referral. - Bring about 40 business cards for circulation to the group. - Pay $30 in cash or cheque at the door (or via Paypal on this site) • Important to know

**Hands-on. Real-world. Team-based. AWS JAM is here!** Join us for an exciting evening of cloud-powered challenges at our **AWS JAM Session**, hosted during the **AWS User Group Toronto** April meetup. This interactive session will challenge individuals and teams to solve **real-world, open-ended problems using AWS services.** Whether you're a seasoned AWS builder or just getting started, JAM sessions offer a collaborative and gamified environment to learn, compete, and grow your cloud skills. *** ### **What to Expect:** * Hands-on problem-solving * Team-based format – form your squad onsite * friendly competition * Swag & prizes for top performers * Networking with AWS experts and cloud enthusiasts ### **What You’ll Need:** * Laptop with Wi-Fi access * AWS account (will be provided) * Curious mindset and collaborative spirit! ### **Date and Time:** **-> Thursday, April 30, 2026** **-> 5:30 PM – 7:30 PM EDT** *** ### **Location:** **AWS Office ;** Floor 47 - 40 King St W, Toronto, ON M5H 1H1 ### **Venue Note:** We’re hosting this at the **AWS Toronto Office**, So please RSVP early and update your status if your plans change. **Let’s JAM and build something awesome together! 💥**

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Birdies: Please bring one birdie with you. However, if you are intermediate plus or advanced level, bring two birdies with you. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address will be provided at that time for etransfer.

The playbook for AI agent integration is becoming predictable: build an MCP server, expose your APIs as tools, and define the rules in prompts. That approach works, but it often pushes workflow and guardrails into client-side logic, where they are harder to enforce and easier to bypass. This talk presents a different approach. HATEOAS (Hypermedia As The Engine Of Application State)—a largely overlooked part of REST—allows an API to describe allowed actions and constraints at runtime. That makes it a natural fit for agents, which need clear, machine-readable guidance about what they can safely do next. We’ll show this in action with MoneyMate, an AI agent that performs sensitive operations such as money transfers. Using the Spring HATEOAS project, the agent is guided entirely by the API rather than by hardcoded tools or fragile prompt logic. AI hype aside, this is ultimately a talk about architectural validation. For years, HATEOAS was the hill REST purists loved to die on—complete with finger-wagging about “doing REST correctly”—while everyone else quietly shipped simple JSON and moved on. It turns out the purists weren’t wrong—just 20 years early. Come see why that extra structure finally pays off when your client is an LLM. **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** Adib Saikali is a distinguished engineer at Tanzu by Broadcom, focused on helping Tanzu’s largest customers design and build cloud native applications and platforms using Spring and Kubernetes. Adib is the author of Securing Cloud Applications a book that teaches application developers the fundamental security technologies and protocols required to secure cloud native applications. Over the past 25 years Adib has worked at startups and global enterprises on numerous software systems in a variety of roles, from software developer, architect, agile coach, and CTO. He has developed a 360-degree view of what it takes to build software systems efficiently, and economically.

**Agentic SDLC** Software delivery is entering its next phase—one where the SDLC doesn’t just execute, it collaborates. Agentic SDLC brings AI out of the sidelines and embeds it across every phase of the lifecycle—from planning and coding to testing, deployment, and operations. These aren’t passive tools waiting for prompts—they’re proactive teammates that anticipate needs, automate repetitive work, surface risks early, and keep delivery flowing. In this session, we’ll explore how intelligent agents are reshaping the entire SDLC. Think beyond code completion: agents that refine backlog items, generate and review pull requests, create meaningful tests, enforce standards, flag risks before they become incidents, and even monitor production with context. We’ll walk through real-world scenarios and practical implementations showing how teams are using agentic approaches to boost productivity, improve code quality, and accelerate delivery—without sacrificing control or flexibility. You’ll also see how this can be done across a diverse ecosystem of tools and platforms—cloud or on-prem, open-source or commercial—so you can adopt what works best for your environment. Whether you’re a developer, tester, architect, or team lead, you’ll leave with concrete patterns and ideas to evolve your SDLC into a smarter, more adaptive system—where AI doesn’t replace the team, but makes every part of it stronger. **Speaker: Max Yermakhanov** *DevOps guy, Automagically* A passionate and forward-thinking DevOps guy, Max brings over 20+ years of experience helping organizations modernize how they build and deliver software. As a Senior DevOps consultant, he partners with clients across public and private sectors to implement scalable infrastructure, continuous delivery practices, and—more recently—AI-augmented development workflows. With a Master’s degree in Computer Science and a deep appreciation for the craft of software development, Max blends hands-on technical expertise with a practical, results-driven mindset. He’s also a self-proclaimed “dilettante librarian,” holding a Master’s in Library and Information Science—fueling his curiosity and love for organizing complex systems. Known for his collaborative approach and relentless problem-solving, Max brings energy, clarity, and a touch of humor to every challenge. A lifelong learner, he’s especially passionate about helping teams embrace emerging paradigms like Agentic SDLC—where humans and AI work together to build better software, faster. **Schedule:** 6:00 - 6:30 - Meet 'n Greet with Pizza and Pop 6:30 - 6:45 - Introduction and Welcome 6:45 - 7:45 - Main Presentation 7:45 - 8:00 - Closing and Prize Draw (You're not going to want to miss this prize!!) 8:00 - ? - (Optional - whoever would like to join) Continue our conversations at Bar 6ix, 201 City Centre Drive (3 minute walk) **Where to Find Us** Room 204 in the Hazel McCallion Central Library. 2nd Level. **Parking** There is a parking garage under the library. Parking is free from 6PM on.

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Location will be around Gahanna. TBD

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

**Unleash Your Inner Oracle: The Polymarket Edge** Prediction markets aren't just for finance geeks. This masterclass reveals the secrets to profiting from your insights on Polymarket, the leading platform for event-based predictions. **Is This You?** * Love probability and gut-feel decisions? * Always ahead of the curve on emerging news? * Curious about a hot new investment vehicle? * Ready to turn knowledge into pure, sweet gains? * A sophisticated trader looking to diversify? If yes, keep reading... **Agenda: From ZERO to HERO** * Deep dive into Polymarket: account setup, trading mechanics, and the ins and outs. * Decoding the Matrix: Event analysis frameworks to give yourself an advantage. * Fort Knox Your Capital: Master risk-management techniques that shield you. * Spotting the Signals: Reading market dynamics and grasping liquidity factors. * Crafting Your Fortress: Portfolio creation blueprints for consistent wealth. * The System is Key: Building a repeatable, winning prediction workflow. **Time is ticking…** Slots are super limited. Ready to level up? ### [🔥 SECURE YOUR SPOT NOW 🔥](https://remoteready.io/product/Polymarket?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-05-01T22:00:00Z) --- **Cracking the Code of Polymarket.** Turn your analysis into profit.

Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us. We have a speaker each week so that we can learn about their business. Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you! All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

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