Cloud Infrastructure

Do you want to improve your Public Speaking skills, your Impromptu Speaking skills, learn how to present Feedback with Evaluations, and build your Leadership skills? If the answer is YES to any, attend SUN LIFE SPEAKERS CORNER online for an informative and fun filled session each Tuesday at Noon EST/EDT (except following a Holiday Monday). Guests/Visitors are welcome to participate in the Table Topics (impromptu) session. Join and become a Member to have access to all roles and Pathways, the education system. Please email info.sunlifespeakerscorner@gmail.com for the Zoom link.

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/toronto-hottest-e-commerce-amazon-entrepreneurs-networking-event-tickets-1988792622270 Connect with Toronto’s top E-commerce & Amazon Entrepreneurs to create collaborations and partenrships Dress Code: Business Causal **Toronto’s Hottest E-commerce & Amazon Entrepreneurs Networking Event** Stellar Socials by Limitless invites you to an unforgettable evening of networking, collaboration, and opportunity. This event is designed for founders, E-commerce innovators, and Amazon entrepreneurs ready to connect, share insights, and spark growth in one of the fastest-growing business sectors. Whether you’re building a thriving Amazon store, scaling a Shopify brand, or seeking new partnerships and distribution channels, this social mixer is your chance to connect with like-minded entrepreneurs and industry leaders in a stylish, energetic setting. ### **👥 Who Should Attend** 🛒 **Amazon Sellers & FBA Entrepreneurs** 🛍️ **E-commerce Store Owners & D2C Founders** 📦 **CPG & Product-Based Brand Builders** 📈 **Investors & Business Professionals in Retail & Consumer Markets** 💡 **Startup Innovators & Growth Hackers** 🤝 **Marketing, Branding & Digital Agencies** 🏬 **Retail Buyers & Distribution Partners** ### **🚀 Why Attend** ✅ Connect with **e-commerce and Amazon entrepreneurs** ✅ Explore **retail, distribution, and collaboration opportunities** ✅ Gain insights on **consumer trends and digital growth strategies** ✅ Get your brand noticed by **investors and industry professionals** ### **✨ The Stellar Socials Experience** At **Stellar Socials by Limitless**, we curate **high-energy, premium networking events** that bring together ambitious professionals, entrepreneurs, and industry leaders. Our mission is simple: **inspire growth through meaningful connections.** This event is a **relaxed yet engaging social mixer** — no forced pitches, no pressure, just genuine conversations. Whether you arrive solo or with your team, you’ll leave with **valuable contacts, new perspectives, and potential partnerships** to elevate your business. ### 📲 Join Our Community Instagram: **@stellarsocialsbylimitless** Facebook: **Stellar Socials by Limitless** TikTok: **@stellar.socials**

**Learn to see the system, not just the problem** ​Complex challenges rarely live in one place; they span teams, touchpoints, and invisible connections. ​This session is a hands-on introduction to systemic design: an approach that combines systems thinking and design to help us better understand and work within complexity. In this interactive, learning-by-doing session, you’ll explore how systems thinking and design come together to tackle complex organizational challenges. Instead of jumping straight to solutions, we’ll step back to see the bigger picture - uncovering relationships, identifying patterns, and finding leverage points where thoughtful design can create meaningful impact. ​You’ll work through a practical case, collaborate with others, and leave with new ways of thinking about problems that don’t have simple answers. **👉 To secure your spot, please register via [Luma](https://luma.com/lqfccdiw):** https://luma.com/lqfccdiw (*Meetup RSVPs don’t guarantee a seat*) ​**What you’ll learn** * ​Core principles of systemic design (interconnectedness, leverage points, human-centered thinking) * ​How to map systems and uncover underlying dynamics * ​How to identify patterns and opportunities for intervention * ​How to move from complexity → clarity → action ​**Who this is for** * ​Designers who are tired of surface-level problem solving * ​People who jump to solutions (you know who you are) * ​Anyone curious about how ideas *actually* come together * ​Professionals who want to nerd out, experiment, and learn by doing ​ ​**Format** ​This is a **hands-on workshop**, not a lecture. Come ready to participate, think visually, and collaborate with others. We’ll have pizza and pop — come hungry :) ​ **Agenda** ​5:30 – 6:00 pm \| Arrival \+ settle in ​6:00 – 7:30 pm \| Workshop session ​7:30 pm onwards \| Stay back and connect **Location** ​Career Centre Lounge (Room 287), Rotman School of Management ​105 St. George Street, Toronto ​**In collaboration with Rotman’s Business Design Initiative (BDI)** ​Led by [Emma Aiken-Klar](https://www.linkedin.com/in/emma-jo-aiken-klar-phd/?utm_source=luma), with Service Design Drinks Toronto ([Shivika Sood](https://www.linkedin.com/in/shivika-sood/?utm_source=luma)), this session explores systemic design in a hands-on, practical way. [Service Design Drinks Toronto ](https://linkedin.com/company/sddtoronto?utm_source=luma)is a community of practice - a space to learn, experiment, and connect through service design in an open, accessible way.

Do you have an upcoming professional or social speech? Do you fear public speaking? Are you looking for a social and supportive place to practice? We invite you to come and attend a meeting to understand the Toastmasters experience - and enjoy the friendly, fun, and supportive atmosphere of Horizon Toastmasters. Guests to our club are always welcome! Tuesdays from 7:30 pm - 9:00 pm at 251 North Service Road (west) *Oakville*, Ontario. If you have any questions or would like to attend, email us at: [contact@horizontoastmasters.ca](mailto:contact@horizontoastmasters.ca?subject=Hi%2C%20I%27d%20like%20to%20attend%20a%20Horizon%20Toastmasters%20Meeting)

✨ Tarot + Astrology: A Magical Workshop at Alternity Café – May 19 Hello beautiful Toronto Tarot community, Get ready for something truly special. On Tuesday, May 19, we’re gathering at the gorgeous, enchanted Alternity Café for a Toronto Tarot Meetup like no other. 🌙 I’m thrilled to announce that our very own Mark Figliola — a professional astrologer with decades of astrological wisdom under his belt — will be leading a workshop on how to overlay tarot cards onto an astrological chart. Yes, you read that right. He’s going to show you how these two powerful systems can dance together. Whether you’ve been reading tarot for years or just pulled your first card last week, all levels are welcome. Mark will meet you where you are. 🔮 What to bring: A copy of your birth chart (if you have it, if not you can get one for free at astro.com). We’ll be practicing the technique hands-on, so having your own chart will make the experience personal and powerful. 💫 Where: Alternity Café at 333 Bloor St West– an absolutely enchanting space that feels like stepping into another world. 💫 When: May 19 – come ready to learn, share, and be inspired. A couple of kind asks to keep our community thriving: · Please buy a drink or a snack from the café to thank them for hosting us. Their treats are delicious, and their support means everything. · We’ll also have a PWYC (Pay What You Can) basket – donations help us keep these meetups going. Give what feels right, no pressure at all. Let’s fill the café with curiosity, cards, and cosmic connection. I can’t wait to see what Mark’s workshop unlocks for all of us. With tarot love, your host Sasha Munin

The word “censorship” is typically associated with overt exercises of government power, like book burnings, national firewalls, and arrests, which are often defended in the name of protecting public morals (whatever those may be). Today, however, obstacles to the circulation of content and ideas often come in the form of subtler “indirect” restrictions, dictated not by the state but by private platforms and market pressures. In 2022, Disney quietly withheld LGBTQ titles from its streaming catalogue in the Gulf states, with no announcement and no legal obligation to do so. On YouTube, journalists and content creators have described having to alter war coverage or avoid it altogether because the platform’s advertising system can make such reporting financially unsustainable. [A 2024 investigation by The Markup](https://themarkup.org/automated-censorship/2024/02/25/demoted-deleted-and-denied-theres-more-than-just-shadowbanning-on-instagram "https://themarkup.org/automated-censorship/2024/02/25/demoted-deleted-and-denied-theres-more-than-just-shadowbanning-on-instagram") found that, on Instagram, non-graphic images of war were being quietly demoted and users denied any right to appeal (the platform attributed these occurrences to a bug). In each case, no law was passed, no speech or content formally prohibited. Yet critics have argued that these *de facto* restrictions amounted to censorship by other means. Were they right? At our upcoming Curiosity Café, moderated by Yiming Jia and Adrian Ma, we will explore the nature and implications of what we might call “soft” censorship, asking questions such as: * Is censorship still possible in the absence of a *formal* prohibition? * Are the standards of what is and is not acceptable for public consumption being increasingly dictated by private companies? If so, who gets to challenge them? * What is the relationship between censorship and public morals? Where do the morals that censorship ostensibly protects come from? * Is discomfort a legitimate reason to restrict the circulation of speech? Or is discomfort sometimes exactly the point? * Censorship sends a message about what is acceptable and what isn't. To what extent are these messages internalized over time? Join us on Tuesday, May 19th, for a public and moral exploration of these questions and many others! **Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-censorship-tickets-1989275453431) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 6-6:30pm. Our structured discussion will run from 6:30-8:30pm with a 10 minute break in the middle. Hope to see you there! ***__________________________________________________________________*** This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us. By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences. Find out more about Being and Becoming [here](https://beingnbecoming.org/). About the Curiosity Café Series: For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.

When code becomes commoditized, what actually gets protected? RSVP Link - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3) This is an in-person panel discussion hosted at a Dipchand Law office, bringing together experts from legal, AI, and strategy domains to explore how intellectual property is evolving in the age of AI-assisted development and “vibe coding.” **Why this matters:** AI tools are rapidly commoditizing software development. The barrier to building products is dropping, shifting the focus from writing code to owning ideas, data, and systems. This creates new challenges around ownership, licensing, and long-term defensibility. **Key discussion areas:** * Whether code still holds value as intellectual property * Ownership of AI-generated code and outputs * What developers and companies should protect beyond code (data, workflows, architecture) * Enterprise risks including compliance, governance, and data exposure * How organizations build defensibility when building becomes easy **Speakers:** **Stephano Salani** Intellectual Property Lawyer, Dipchand LLP **Yulia Pavlova, PhD** Applied AI and Governance Leader, RBC Borealis AI **Mohit Rajhans** AI Consultant, ThinkStart.ca **Event details:** Date: May 20, 2026 Time: 5:30 PM to 7:30 PM EDT Location: Dipchand LLP Office, Toronto, ON **What to expect:** Panel discussion, networking, and Q&A session **RSVP** - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3)

Join us for a relaxed and creative watercolour meetup at a local café. Whether you’re a complete beginner or an experienced painter, all skill levels are welcome. Each session will begin with brief introductions, followed by a short overview of watercolour techniques and optional theme ideas to spark inspiration. From there, you’re free to settle in and paint—either alongside the group or in your own corner of the café, depending on seating. We’ll wrap up the meetup by coming back together for a casual show-and-tell, where anyone who’d like can share their work. The meetup is free if you bring your own supplies. If you need materials, a $5 fee will cover basic watercolour supplies. Come unwind, experiment, and connect with others through art.

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

Start the weekend off right! Take charge of the stage every Friday night at Cloud Nine in Ajax 10pm -2am. Click on the links to see some of the amazing singers that light up the show. [Cloud Nine Karaoke singers](https://www.facebook.com/share/v/1KqHL9Q53E/) [Cloud Nine Karaoke Talent](https://www.facebook.com/share/v/1CG4CFy6kJ/) [Cloud Nine Karaoke on fire](https://www.facebook.com/share/v/19TKBSnLeF/)

No cover. No pressure. Just good people, good music, and good times. **Every Friday night** from 9PM to 12AM, we're keeping the fire going at **Malang Bar & Lounge**. This is your weekly spot to unwind, connect, and belong. Come solo. Come with friends. Come because you're tired of the same routine. Whatever brings you here – you're welcome. **The vibe:** * 🎱 **Play pool** – pay per game or per hour at the venue * 🍹 **Grab your own drinks** – fully stocked bar, pay as you go * 🎶 **Great music** – the perfect backdrop for conversation * 🤝 **Make new friends** – real connections with like-minded people * ✨ **No cover fee** – just show up **The details:** 📍 **Malang Bar & Lounge** 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 📅 **Every Friday** ⏰ **9:00 PM – 12:00 AM** 💰 **No cover fee** – pay only for your drinks and pool games **We're here every Friday. We keep the fire going.** Come for a good time. Make meaningful connections. And see all the possibilities when united we grow. See you Friday. 🔥

Come meet your people! We're a loose crew of tech hobbyists, coders, tinkerers, AI nerds, Linux geeks, self-hosters, and general wizards of the weird and cool. No agenda, no slides, no sales pitches. Just good conversation over drinks. Pull up a stool, tell us what you're building, breaking, or obsessing over lately. We want to hear about your home lab, your AI experiments, your side projects, your rabbit holes. All skill levels welcome, curious beginner or grizzled sysadmin, there's a seat for you. **Drinks are on you. Good conversation is on us.** See you there!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!