Analytics: Outcomes, Experimentation Intelligence

This is a ticketed event. Please register at [this link](https://luma.com/82gzzssz). ​Kathrin Gardhouse (Senior Associate, AI Governance at The Future Society) walks through what other jurisdictions are doing to regulate AI and asks what Canada should take from each. Given that Canada doesn't host frontier developers, has a market less than 10% the size of the EU's, and recently caved on its digital services tax under US pressure, what's actually on the table? Kathrin argues that Canada may not need to focus on regulating frontier developers, but could ensure there's no safe haven here, team up with the EU, and prepare for the most severe AI risks through resilience-building and fiscal shock planning. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions

Join us for an intimate evening in downtown Toronto at our **April Networking Mixer** — designed exclusively for **Toronto** business owners, entrepreneurs, and founders. Hosted by **Toronto Event Hub**, this event offers a unique opportunity to build meaningful connections, collaborate, and grow your network as we kick off an exciting year ahead. **Date:** Tuesday, April 28, 2026 **Time:** 7:30 PM – 10:00 PM **Venue:** Pizza Rustica **You must [buy your ticket here on Eventbrite to secure your spot](https://www.eventbrite.ca/e/april-networking-mixer-for-gta-business-owners-entrepreneurs-tickets-1985970061916?aff=meetup)**[ ](https://www.eventbrite.ca/e/april-networking-mixer-for-gta-business-owners-entrepreneurs-tickets-1985970061916?aff=meetup)\- an RSVP on Meetup does not count\. ✨ *Our events are more intimate that draw **15-40 founders & entrepreneurs** from a variety of industries & cities who believe networking should feel genuine — not transactional.* Check our events at [Toronto Event Hub](https://www.torontoeventhub.com/).

Lose 10lbs in 5 WEEKS and Win Prizes ! Topics will include Metabolism, Carbohydrate addiction, digestive health, label reading, dining out, heart health and many more. $ 50 to Join the Challenge includes: - Weekly Weigh In, Accountability and Motivation - 40 Min nutrition class - Voucher for 'Healthy Meal' - Personalized Meal Plan - Lose 1 - 3lbs a week. To register for your spot: www.ShapingUpCanada.com

Women only community center dropin. 1. Please show up on time if you sign up. 2. Please don’t bring your friend to watch if they don’t play. Spectators are not allowed in the gym. 3. If you find out that you can’t make it after sign up, please edit your RSVP so that it can be freed to waitlist participants.

We are a group of men that meet weekly. Regular attendees do not always RSVP but we usually have 12 men present. Expect a frank and confidential space where you can speak personally, engage in interesting conversations or get support for your personal goals. **We start our meeting at 7:15 sharp. You can rsvp via meetup or email Saul (sauljoy@gmail.com) for this week’s address.** Guests are welcome but it's pretty casual so make sure you are expected in case we move outdoors to the park. Our group is part of Mentor Discover Inspire (MDI) The MDI Mission: To cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. From MDI website: https://goo.gl/3DQ6aY From Toronto Star: [https://goo.gl/oDH3uX](https://goo.gl/oDH3uX)

Every year we read and discuss one classic (older than 50 years) original scientific work from different domains of sciences that influenced the world and see how it holds up in 21 century. Previous years we read works by Freud and C.G. Jung. This year we will discuss one of the most influential sociological books of 20 century - "The Presentation of Self in Everyday Life" by Erving Goffman, that created a whole new branch in sociology and irrevocably changed our culture ( though the extent of its influence and consequences are clear only now) This short, but clear, insightful and very entertaining book is less known than works of Freud and Jung, but if you have heard phrases like "performative signaling" that are thrown around without much understanding of their genealogy, you should read the book that analyzed their foundations without emotional and political baggage - as descriptive, not normative phenomena... The link for conference will be posted here 1hr before event

**This is a ticketed event. Please register at [this link](https://luma.com/gprawfks).** In this talk, Sheikh Abdur Raheem Ali: 1) Discusses rare cases where deployed LLMs have been observed to engage in self-directed behavior which would have led to catastrophic outcomes if the agent escaping containment were equipped with stronger capabilities. 2) Introduces arbitrium, a peptide-based communication method used by certain bacteriophages which release small molecules known as autoinducers to decide coordinated population-level behavior, and in particular lytic and lysogenic pathways, with a quorum-sensing mechanism. 3) Explores landmark results from alignment science which inform our current understanding of LLM biology (<250 malicious documents required to poison training datasets vs <100 viral particles required to produce infection in humans). 4) Analyzes early findings from experiments which attempt to investigate scalable improvements to defenses that monitor the internal activations of production transformer models (such as probes) and demonstrates how these enable targeted interventions on known distributions which are more difficult to achieve with input/output only methods (such as prompted classifiers) in certain cases (such as long context windows or latent reasoning models) ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

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 **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.

A hands-on workshop on turning insights into ideas that actually hold. Most ideas aren’t bad. They’re just… premature. ​We’re trained to move fast, jump to solutions, and make things look good quickly. ​But good design doesn’t come from speed. It comes from **seeing differently.** ​This session is about breaking that habit. ​This hands-on workshop explores how ideas actually emerge i.e through tension, constraints, and collaboration and not just creativity. ​ **👉 To secure your spot, please register via [Luma](https://luma.com/caozni5i): https://luma.com/caozni5i** (*Meetup RSVPs don’t guarantee a seat*) # ​**What we’ll do:** ​**Start with people (but not in a fluffy way)** ​Map real experiences ​Surface assumptions ​Interrogate what we think we know ​ ​**Push beyond obvious ideas** ​Generate more (and worse) ideas — on purpose ​Break out of default thinking patterns ​ ​**Make it real** ​Work with constraints ​Shape direction ​Turn messy thinking into something tangible ​ ## ​**What you’ll take away** * ​Why most teams default to shallow thinking * ​How to actually *practice* divergent thinking (not just talk about it) * ​What it means to move from insight → concept * ​How constraints make ideas stronger, not weaker ​**Who this is for** * ​Professionals who want to relax, nerd out, and build fun things * ​Designers who are tired of surface-level workshops * ​People who jump to solutions (you know who you are) * ​Anyone curious about how ideas *actually* come together ​ ​**About Service Design Drinks (SDD)** ​SDD is a community of practice for people interested in service design. ​We host casual, hands-on sessions to learn, share, and grow together - no fluff, just thoughtful work and conversation. ​ ​**Agenda** ​5:30 pm \| Arrival \+ settle in ​6:00 pm \| Workshop session ​7:30 pm \| Stay back and connect

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.

**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! 💥**

## **E-Commerce: Unleashed. 🚀** Forget "business as usual". AI isn't *coming* to e-commerce. It's *here*, and it's rewriting the rules. **This is your blueprint.** ### Fast Track Your Registration: *Heads up: RSVPing here doesn't lock in your spot! You must complete the official signup to attend.* [**Secure Your Seat Now: Click to Register**](https://remoteready.io/product/AIEcommerce?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-05-01T22:00:00Z) --- **So, What's Inside?** Prepare for practical insights. Discover killer products, design listings that grab attention, activate autopilot marketing, and seriously up your game. We will cover the following items: * Harness AI for finding winning product opportunities. * Automate competitive intelligence, validating every move. * Craft product descriptions with AI – that are designed to convert browsers into buyers. * Dynamically optimize your marketing using self-running campaigns. *No experience needed.* If you're curious, you're qualified. **For:** * Aspiring entrepreneurs building an e-commerce stream. * Forward-thinking marketers eager to leverage AI for campaign performance. * Anyone ready to explode profit with advanced techniques. **Here's the deal:** * Smart Inventory: AI-driven decisions for your supply chain. * Market Domination: Rapid competitor and trend identification. * Niche Assassin: Precision targeting using in-depth AI market reports. * Conversion Rocket: AI copy that transforms product pages into cash. **Ready to Grow?** Let AI handle the grunt work, liberating you to focus on strategy and scaling up. [**Claim Your Spot!**](https://remoteready.io/product/AIEcommerce?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-05-01T22:00:00Z)

## Level Up: AI Agent Masterclass Imagine an intelligent assistant, built by you, operating directly within your web browser to conquer your daily tasks. Using cutting-edge techniques, this concept becomes reality. ### [Reserve Your Spot Now](https://remoteready.io/product/OpenClawMasterclass?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-05-01T22:00:00Z) (Please note: Registration via the link is essential to secure your enrolment.) --- This intensive masterclass provides the blueprint for designing, training, and deploying your very own AI agent powered by OpenClaw. This accessible platform enables anyone to build effective browser-based helpers for automated task completion. Prior coding knowledge isn't a barrier. **Who Should Attend:** * Freelancers looking to dramatically enhance their output. * Individuals eager to craft a personalized AI assistant. * Professionals from non-technical backgrounds seeking practical AI skills. * Tech enthusiasts wanting direct experience with AI. * Developers exploring AI agent frameworks. **Key Takeaways:** * Expert techniques for monitoring and refining agent performance over time. * Practical experience automating diverse tasks, encompassing data gathering, form population, and in-depth research. * Step-by-step guidance on configuring and utilizing OpenClaw within your preferred browser. * Strategies to implement task chaining, empowering your agent to manage sophisticated, multi-stage workflows. **Testimonial:** *"Tasks that once consumed hours each week are now expertly handled by my AI agent."* – Successful Entrepreneur Seize the opportunities and build your AI agent today!

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)

**A Transformative Half-Day Event** Welcome to Confidence Lab, the ultimate experience designed to help you step into your most confident self. This half-day event is packed with actionable strategies, inspiring sessions, and opportunities to connect with like-minded individuals who are ready to invest in their personal and professional growth. Whether you’re looking to advance in your career, deepen your self-belief, or simply embrace new challenges, Confidence Lab is your starting point. **What You’ll Experience** **Your Confidence Lab ticket includes:** * **Engaging Speaker Sessions**: Learn from experts about harnessing confidence in your career, relationships, and everyday life. * **Interactive Experiences:** Participate in dynamic activities designed to help you step into your most confident self. * **In-Depth Audience Q&A:** Get direct insights from speakers as they answer your most pressing questions about building confidence and stepping into leadership. * **Networking Opportunities**: Connect with a supportive community of professionals and confidence enthusiasts. **2026 Speaker Sessions:** * **Seeing Clearly** Understand how you show up - and what’s been getting in the way. * **Confidence in Relationship** Communicate, navigate conflict, and build trust more effectively. * **Sustainable Agency** Learn how to lead without burning out. Your energy is part of the strategy. * **Confidence in Service** Align how you show up with the impact you actually want to have. **This Is For You If…** * You’re ready to take up more space in your work or life * You want to communicate with clarity and confidence * You’re stepping into (or preparing for) leadership * You’re done second-guessing yourself **Our Speakers** **Lachandra Baker** Founder of LBB Edutainment and the kind of person who makes you realize you’ve been confusing confidence with performance your whole life. Lachandra blends psychology, research, and radical humanity to help individuals and teams stop code-switching their way through the day and start showing up as someone they actually recognize. Expect to be challenged, affirmed, and genuinely seen - sometimes all in the same breath. **Annette Santiago Reyes** Annette has a rare talent: she makes the way you communicate feel like a discovery, not a critique. A connection catalyst and culture strategist, she helps people understand why they show up the way they do, and how to bridge the gap between intention and impact. Whether you're navigating change, life’s challenges, or simply trying to better understand yourself and others. Annette gives you the language and the lens to get there. **Elizabeth Wangugi** Creator of The Nap Concert and the RESTOR™ framework, Elizabeth is here to tell you that rest is not a reward - it’s a strategy. Rooted in neuroscience and restorative practice, her work helps high-achievers stop running on fumes and start leading from a place of actual capacity. If your calendar is full and your tank is empty, Elizabeth might be the most important person you hear from at Confidence Lab. **Stephanie Andrews** Founder of Social Black Butterfly Training & Consulting, Stephanie knows what it takes to lead through complexity because she’s done it across social services, healthcare, and operations. She specializes in succession strategy and leadership development, equipping leaders to build trust, navigate the hard moments, and leave something worth inheriting. Stephanie doesn’t just develop leaders. She develops the kind of leaders people actually want to follow. **Lillian Morales-Laster** SVP Human Resources Director at United Midwest Savings Bank and Executive Director of the Empowering Latinas Leadership Academy (ELLA). Lillian has spent her career combining her passion for equity and inclusion with her experience in human resources to lead teams and organizations in the development of supportive work environments. She leads with a vision of ensuring Latinas' voices are included in crucial decision-making processes, because for Lillian, ELLA is more than just a program. It's a vibrant community of hermanas supporting and uplifting each other as they navigate their paths to leadership. A Columbus Business First Community Champion and Distinguished Hispanic Ohioan, her commitment to empowering others shows up everywhere she goes. **Rachyl Kershaw** Founder of Greater Columbus Consulting and the architect behind the Confidence Lab Annual Summit, Rachyl has a gift for cutting through the noise, helping high-achievers stop performing success and start living it. She asks the questions most people are afraid to, creates space for honest reckoning, and somehow makes the hard work feel energizing. If you’ve ever wondered why doing everything right still feels like something’s missing, you’re in exactly the right room. **Why Confidence Lab?** Confidence is the foundation for success in every area of life. Whether you’re navigating a career change, launching a business, or striving for personal growth, building your confidence is the key to unlocking your higher purpose. This is your chance to invest in yourself and start living boldly. **Join Us on May 4** Confidence Lab is more than just an event - it’s a movement. Step into your power, embrace your potential, and make this the year you thrive. Secure your spot today and take the first step toward a more confident YOU. Cost should never be a barrier to growth. If you'd like to request a complimentary community ticket, reach out to us at [hello@confidencelab.org](hello@confidencelab.org), no explanation needed. Read more and see additional ticketing options at [https://confidencelab.org/](https://confidencelab.org/)