Scaling Agile

Adopting GitHub in an enterprise environment can significantly enhance collaboration, streamline workflows, and improve code quality. However, successful adoption requires careful planning and implementation of best practices. This presentation will cover key strategies for integrating GitHub into your organization's development processes. We will discuss topics such as setting up repositories, managing access controls, implementing branching strategies, and leveraging GitHub Actions for CI/CD. Additionally, we will explore how to foster a culture of collaboration through code reviews and issue tracking. Attendees will gain insights into overcoming common challenges and ensuring a smooth transition to GitHub, ultimately driving productivity and innovation within their teams. Key topics covered: * Setting up single sign-on (SSO) and integrating with existing identity providers * Configuring Enterprise Account settings and policies * Organization structure and repository management * Managing user access and permissions effectively * Hybrid Model for GitHub and Azure DevOps * Securing GitHub Actions and workflows * Implementing shift-left security practices * Addressing security concerns and ensuring data protection * Rolling out GitHub Copilot in an enterprise setting * Leveraging GitHub Apps and integrations for enhanced functionality * Integrating GitHub with existing development tools and systems * Monitoring and auditing usage for compliance *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

We’re thrilled to invite you to an exciting meetup! We'll have one talk presented by an Elastic employee and one presented by a community member. Bring your questions and come support the community! **Agenda** **5:00 PM** – Doors Open Come in, say hello, grab some food, and settle in for an engaging evening. **5:45 PM** – **"Lessons from evaluating production AI Agents for over a year", presented by** Susan Chang, Principal Data Scientist at Elastic **6:15 PM** – Q&A **6:30 PM** – "**Elasticsearch Journey – Working in Different Industries", presented by** Yasir Zaid, Elastic Certified Engineer **7:00 PM** – Q&A **7:15 PM** – Networking & Event Wrap-Up Stick around to chat, connect, and share insights with fellow attendees. **When:** Thursday, May 14th 5:00 - 7:00 pm **Where:** [Centre for Social Innovation - Spadina](https://www.google.com/maps/search/?api=1&query=43.650017%2C%20-79.397156) 192 Spadina Ave. · Toronto, ON 3rd floor, The Viola Desmond Room **Abstracts** **"Lessons from evaluating production AI Agents for over a year"** This talk covers methods of evaluating AI Agents, with an example of how the speakers built evaluation frameworks for a user-facing AI Agent system which has been in production for over a year. We share tools and frameworks used (as well as tradeoffs and alternatives), and discuss methods such as LLM-as-Judge, rules-based evaluations, ML metrics used, as well as selection tradeoffs. **Bio:** Susan Shu Chang is a Principal Data Scientist at Elastic, where she leads work on production-grade machine learning, including generative AI and agentic workflows. She is also an internationally recognized speaker, O’Reilly author, and keynote presenter at major global technical conferences. **My Elasticsearch Journey – Working in Different Industries** This talk explores Yasir Zaidi’s hands-on experience using Elastic products to deliver strategic solutions across banking, insurance, and telecommunications. Through real-world examples, the session will cover how Elasticsearch and the broader Elastic Stack have been used for search architecture, security, SIEM, and observability, along with some of the newer and more exciting projects now being built with Elastic. The talk will also highlight recent Elasticsearch features and innovations, and how they are opening up new possibilities for modern enterprise use cases. **Bio:** Yasir Zaidi is the Owner of ZD Inc. ([https://zd-inc.net/](https://zd-inc.net/)) and Elasticsearch Experts ([https://elasticsearch.expert/](https://elasticsearch.expert/)), and Co-Founder of 360metrics ([https://www.360metrics.io/](https://www.360metrics.io/)) and Certified Elasticsearch Partner Solution Architect. He has delivered hundreds of Elasticsearch projects for organizations around the world, with experience spanning Observability, SIEM, Enterprise search, Cloud deployments, and AI-powered search solutions, Serverless and much more. His work includes engagements with Ericsson, SAP, Intact Insurance, Videotron, RONA, Geotab and Desjardins Bank, just to name a few. Backed by three master’s degrees and Elastic certifications, Yasir brings deep technical expertise and proven global delivery experience. Linkedin: [https://www.linkedin.com/in/yasirzaidi/](https://www.linkedin.com/in/yasirzaidi/) Spots are limited, so don't miss out!

The Gavel and Glass Toastmasters Club, Located in North York Ontario, was founded in May 1955 and is still going strong! We have a diverse membership with people from different backgrounds, professions, and speaking abilities. Gavel & Glass Toastmasters invites you to join their in-person meeting every other week at St. Mark's Presbyterian Church, 1 Greenland Rd., North York, ON Please plan to arrive at 6:45 pm to set up the meeting, introduce guests, and be ready to start at 7:00 pm sharp. Guests are always welcome!

**NO PHILOSOPHY EXPERTISE REQUIRED!** **🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:30-19:45 - People arrive and chat, get to know each other before the official start. * 19:45-19:55 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:55-21:15 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 21:15-21:30 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:30 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy is operated entirely on voluntary donations! If we are meeting in a café, buy a beverage! Donations are 100% voluntary, but they help us to bring the gift of deep conversation to people around the world. If you'd like to support, you can [donate here](https://www.zeffy.com/en-CA/donation-form/donate-to-practical-philosophy)! (Practical Philosophy is a registered Canadian charity) **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **​What will we talk about? What's the topic?** ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t). * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our Toronto [Whatsapp Group](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

**This is a ticketed event. Please register at [this link](https://luma.com/n5d2q50u).** ​The Platonic Representation Hypothesis (Huh et al., 2024) proposes that neural networks are converging toward a shared statistical model of objective reality, offering a Platonic explanation for the growing representational similarity observed across models of different architectures, datasets, and modalities. In this talk, Robert Adragna argues that such convergence is computationally intractable in practice. Truly representing reality would require models to recognize the same real-world concept across all its possible appearances — a form of robustness that theoretical and empirical work suggests is infeasible to achieve at scale. He proposes an alternative account: representational convergence reflects shared structural assumptions embedded in training data, not the discovery of objective reality. ​​​**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).

This **SR&ED general information webinar** will provide an overview of the program. We will guide you through the eligibility criteria, qualifying expenditures, and the free tools and services offered by the CRA. * May 14th, 2026, 1 pm to 3 pm ET – English session I would suggest if you own a business and want to receive government funding for your project, thinking of starting a business to learn how you can form your business for maximum benefit, or wish to provide grant writing services to your clients. There is no charge to attend. Registration is required, as space is limited. To register: https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html If you are a member of LeaderSHIFT, you will receive a detailed package with samples and a detailed guide at no cost. Click on attend. Some tools to help members: * [Pre-claim consultations](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_content=2025-05-13_0193&utm_term=SSV) that allow eligible claimants to work with an SR&ED specialist to determine if their project contains SR&ED work before they submit a claim; * The [SR&ED outreach program](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-outreach.html?utm_content=2025-05-13_0195&utm_term=SSV), which offers targeted sector-specific presentations and one-on-one presentations to businesses, in addition to hosting general information webinars. We also provide accessible digital resources to help businesses determine their eligibility, calculate expenditures and prepare their claim. These tools include: * The [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_content=2025-05-13_0197&utm_term=SSV), which helps claimants find out if their work is likely to qualify for SR&ED tax incentives and estimate their potential claim amount in about 30 minutes or less; * The SR&ED Client Portal, available within [My Business Account](https://www.canada.ca/en/revenue-agency/services/e-services/digital-services-businesses/business-account.html?utm_content=2025-05-13_0199&utm_term=SSV), which is a secure, one-stop workspace designed to support claimants throughout the claim process. ## Learn about the program * Register for an upcoming [SR&ED webinar](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0248) * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to book a tailored one-on-one outreach session * Refer to our [annual program statistics](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/annual-program-statistics.html) web page for updated program information * Visit our [multimedia gallery](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/multimedia-gallery.html) for infographics, videos, and a podcast feature ## Find out if your work may be eligible * Refer to our eligibility of work [guidelines](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-policies-guidelines/guidelines-eligibility-work-sred-tax-incentives.html) * Use our quick and easy [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0254) * Request a [pre-claim consultation](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0256) for a project that is either in-progress or completed ## Prepare your claim * Follow our [step-by-step guide](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-claim.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0260): how to prepare your claim * Use the [SR&ED Client Portal](https://www.canada.ca/en/revenue-agency/services/e-services/cra-login-services.html) within My Business Account to start building your claim * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to speak to an SR&ED specialist The link will be emailed to all accepted registered participants by SR&ED office of Revenue Canada directly.

Event #49 - Incredible! \*Please read all below, even if you're a regular! RSVP PROCEDURE: \*\*\*To secure your RSVP to this event, you must complete TWO steps. Both steps must be completed to attend. Simply RSVP'ing to this event via the Meetup "RSVP" button will NOT secure your ticket. This group is incredible and we have a ton of fun. I appreciate your help in making sure it can run smoothly. 🙂 Here are the steps, in order: STEP 1. Please send $45. per admission as an E-TRANSFER, to [TorontoEscapeRoomMeetup@gmail.com](mailto:TorontoEscapeRoomMeetup@gmail.com) In this email, please note: -> The name of the room you want to join. -> If you are paying for more than 1 admission, please send the appropriate amount for the number of tickets you want (e.g. 2 tickets = $90), to which event(s), and note the name of your guest. \*\*\*Out of fairness to members who are committed to attending, if I do not receive your etransfer within 24 hours of you joining the event, your RSVP will be removed to open up space for someone else. You are free to re-join when you are ready to send the etransfer, space permitting. STEP 2. Once you have completed STEP 1, click RSVP on the event for the room you want. If you are bringing a guest, select a +1. Managing large events can be complex so thank you for helping me keep track of all you incredible, amazing escapers! 💕 \*\*\*\*\* We have four rooms for you to choose from this month! Feel free to join this room, or check out the other rooms here: Secret Agent https://www.meetup.com/toronto-escape-rooms/events/314633987/ The Crypt https://www.meetup.com/toronto-escape-rooms/events/314634155/ Amnesia https://www.meetup.com/toronto-escape-rooms/events/314634454/ Here's the room description for this specific event page, from the website: Re. Intravenous "Mr and Mrs Czensa were married for 40 years. Suffering from a rare form of a terminal illness Mrs Czensa was near her end. While working late into the night, a local chemist, Dr Amrex discovered Cyclacryptozine. An intravenous drug that could change the nature of all illnesses forever. After relentless years of research, he had found his answer to wealth. He decided to sell Cyclacryptozine at a price that was payable only by the very elite. When Mr. Czensa got news of the drug, he knew he would go to any length to save the life of his beloved wife. Coming to realize that he only ever had a 45 minute window to get the Cyclacryptozine, it was now or never. He was going to save her life and it's worth the risk!” This room is 45 min. in length. Per tradition, we'll do optional coffee/drinks/dinner/dessert afterward if people want to hang out. Important details about the escape rooms only: 1. We will book the spots for the escape room, so no planning needed! 2. This is a prepaid event, so you must pay the fee to join in. 3. Please arrive at the listed time. This is scheduled 15 mins ahead of the room time so that everyone can arrive, check in and sign waivers if applicable. 4. No shows or last minute cancellations after the booking has been paid for will not receive refunds due to the non-refundable nature of the escape room businesses. 5. If there is a cancellation/rescheduling of the of the event, you will receive refunds. 6. If you ever want to join an event but all of our rooms appear to be full/sold out, please message me. I can sometimes find a way to add a person or two; and if I hear from a lot of people, I may even be able to book a whole extra room for the bonus folks so they can join in the fun! 7. Please share the puzzles! We can be big groups thanks to your patronage, and sometimes escape rooms don't have multiple puzzles to work on at one time, so only a few people may be able to work on a given puzzle. Share the love! If you've been the leader on a few puzzles in a row, kindly step back and let someone else have a turn. 8. Check out their website for additional details: (https://www.sagaescapes.com/)

Event #49 - Incredible! \*Please read all below, even if you're a regular! RSVP PROCEDURE: \*\*\*To secure your RSVP to this event, you must complete TWO steps. Both steps must be completed to attend. Simply RSVP'ing to this event via the Meetup "RSVP" button will NOT secure your ticket. This group is incredible and we have a ton of fun. I appreciate your help in making sure it can run smoothly. 🙂 Here are the steps, in order: STEP 1. Please send $45. per admission as an E-TRANSFER, to [TorontoEscapeRoomMeetup@gmail.com](mailto:TorontoEscapeRoomMeetup@gmail.com) In this email, please note: -> The name of the room you want to join. -> If you are paying for more than 1 admission, please send the appropriate amount for the number of tickets you want (e.g. 2 tickets = $90), to which event(s), and note the name of your guest. \*\*\*Out of fairness to members who are committed to attending, if I do not receive your etransfer within 24 hours of you joining the event, your RSVP will be removed to open up space for someone else. You are free to re-join when you are ready to send the etransfer, space permitting. STEP 2. Once you have completed STEP 1, click RSVP on the event for the room you want. If you are bringing a guest, select a +1. Managing large events can be complex so thank you for helping me keep track of all you incredible, amazing escapers! 💕 \*\*\*\*\* We have four rooms for you to choose from this month! Feel free to join this room, or check out the other rooms here: The Crypt https://www.meetup.com/toronto-escape-rooms/events/314634155/ Intravenous https://www.meetup.com/toronto-escape-rooms/events/314634477/ Secret Agent https://www.meetup.com/toronto-escape-rooms/events/314633987/ Here's the room description for this specific event page, from the website: Re. Amnesia "Emily has just awoken from a long and peaceful slumber. She Has no idea where she is or what she is doing here. Its a pleasant enough place, but she doesn't remember how she got here or how she can get out, if that is at all a possibility. She has faint recollections from a previous life which seems like someone else's from a time long, long ago. The memories are fading quick and she has minutes to escape before it all fades away.....” This room is 45 min. in length. Per tradition, we'll do optional coffee/drinks/dinner/dessert afterward if people want to hang out. Important details about the escape rooms only: 1. We will book the spots for the escape room, so no planning needed! 2. This is a prepaid event, so you must pay the fee to join in. 3. Please arrive at the listed time. This is scheduled 15 mins ahead of the room time so that everyone can arrive, check in and sign waivers if applicable. 4. No shows or last minute cancellations after the booking has been paid for will not receive refunds due to the non-refundable nature of the escape room businesses. 5. If there is a cancellation/rescheduling of the of the event, you will receive refunds. 6. If you ever want to join an event but all of our rooms appear to be full/sold out, please message me. I can sometimes find a way to add a person or two; and if I hear from a lot of people, I may even be able to book a whole extra room for the bonus folks so they can join in the fun! 7. Please share the puzzles! We can be big groups thanks to your patronage, and sometimes escape rooms don't have multiple puzzles to work on at one time, so only a few people may be able to work on a given puzzle. Share the love! If you've been the leader on a few puzzles in a row, kindly step back and let someone else have a turn. 8. Check out their website for additional details: (https://www.sagaescapes.com/)

### Each Crossroads & Connections workshop is a fast, friendly mash-up: short demos, paired practices and intentional reflection. We keep it light, embodied, and social—so wisdom lands in your muscles and your circle, not only your mind. There isn’t one technique that fixes everything, for everyone, in every situation. ### What is it? We pair complementary domains to spark shared flow, fresh insight, and unforgettable “aha!” moments. You leave with lived skills, not just notes. * **Dialogue** gets you out of solo spin: small-group formats expose blind spots and sharpen “shared reality,” so your next move matches *this* person and *this* moment. * **Imaginal** practice is guided “as if” rehearsal you look *through*, not *at*: walking the beats before the scene means your body recognizes turns when stakes rise. * **Mindfulness** steadies the camera: attention stops jerking around, drama gets de-amplified, and you can catch the instant you’re narrating motives and swap in one honest question. * **Embodiment** makes it actionable through direct, non-verbal experience and how your inner experience matches your outer expression. Facilitators: Varies Fee: $30USD - Or a 10-pack for $200USD [Please visit here](https://awakentomeaning.com/crossroads-and-connections/) for registration and more information.

Event #49 - Incredible! \*Please read all below, even if you're a regular! RSVP PROCEDURE: \*\*\*To secure your RSVP to this event, you must complete TWO steps. Both steps must be completed to attend. Simply RSVP'ing to this event via the Meetup "RSVP" button will NOT secure your ticket. This group is incredible and we have a ton of fun. I appreciate your help in making sure it can run smoothly. 🙂 Here are the steps, in order: STEP 1. Please send $45. per admission as an E-TRANSFER, to [TorontoEscapeRoomMeetup@gmail.com](mailto:TorontoEscapeRoomMeetup@gmail.com) In this email, please note: -> The name of the room you want to join. -> If you are paying for more than 1 admission, please send the appropriate amount for the number of tickets you want (e.g. 2 tickets = $90), to which event(s), and note the name of your guest. \*\*\*Out of fairness to members who are committed to attending, if I do not receive your etransfer within 24 hours of you joining the event, your RSVP will be removed to open up space for someone else. You are free to re-join when you are ready to send the etransfer, space permitting. STEP 2. Once you have completed STEP 1, click RSVP on the event for the room you want. If you are bringing a guest, select a +1. Managing large events can be complex so thank you for helping me keep track of all you incredible, amazing escapers! 💕 \*\*\*\*\* We have four rooms for you to choose from this month! Feel free to join this room, or check out the other rooms here: The Crypt https://www.meetup.com/toronto-escape-rooms/events/314634155/ Amnesia https://www.meetup.com/toronto-escape-rooms/events/314634454/ Intravenous https://www.meetup.com/toronto-escape-rooms/events/314634477/ Here's the room description for this specific event page, from the website: Re. Secret Agent "Its now post cold war, but you and your fellow foreign agents have infiltrated a safehouse that has been used by a Secret agent. Objects, some from the past and some more current seem to paint a picture of occupation. You will need to use all your wits and counter espionage skills if you are to discover the secret missile codes and save civilisation as we know it. Time is running out........” This room is 45 min. in length. Per tradition, we'll do optional coffee/drinks/dinner/dessert afterward if people want to hang out. Important details about the escape rooms only: 1. We will book the spots for the escape room, so no planning needed! 2. This is a prepaid event, so you must pay the fee to join in. 3. Please arrive at the listed time. This is scheduled 15 mins ahead of the room time so that everyone can arrive, check in and sign waivers if applicable. 4. No shows or last minute cancellations after the booking has been paid for will not receive refunds due to the non-refundable nature of the escape room businesses. 5. If there is a cancellation/rescheduling of the of the event, you will receive refunds. 6. If you ever want to join an event but all of our rooms appear to be full/sold out, please message me. I can sometimes find a way to add a person or two; and if I hear from a lot of people, I may even be able to book a whole extra room for the bonus folks so they can join in the fun! 7. Please share the puzzles! We can be big groups thanks to your patronage, and sometimes escape rooms don't have multiple puzzles to work on at one time, so only a few people may be able to work on a given puzzle. Share the love! If you've been the leader on a few puzzles in a row, kindly step back and let someone else have a turn. 8. Check out their website for additional details: (https://www.sagaescapes.com/)

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.

Join the Toronto Founders Hub every other Saturday at 3:30pm for our regular meetup at 5 Elements Espresso Bar. Sit down with other entrepreneurs to network and discuss business ideas or strategies. \- Broaden your network \- Get critical feedback \- Socialize in low pressure setting I look forward to seeing you!

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

Get ready to connect, collaborate, and grow your community at the ***Smashing Your Sales Goals (SYSG) Spring Meet-N-Greet!*** *Smash Nation*— a vibrant and welcoming community for creative consultants, social innovators, professional service providers, entrepreneur support professionals, and the small business ecosystem builders —invites you to join in welcoming the Spring 2026 Cohort of dedicated business owners ready to take their venture to the next level. Join ***SYSG*** cohort members, trainers, sponsors, and partners for an engaging and interactive networking experience. This isn't just another meet-and-greet; it's a dynamic opportunity to gather, strengthen relationships, and actively brainstorm business development opportunities in a relaxed and supportive environment. Come ready to: * ***Connect*** with key players and potential collaborators in the small business community. * ***Share*** your successes, challenges, and insights with peers. * ***Brainstorm*** innovative strategies for sales and business growth. * ***Discover*** new partnerships and future partners. Let's amplify our collective impact and smash those sales goals together! **Who Should Attend:** Spring, Summer, and Fall 2025 Cohort Members, Spring 2026 Cohort members, Trainers, Facilitators, Program Sponsors, Future Sponsors, Velocity Applicants, and Program Partners. **When**: Tuesday, May 26, 2926 **Where**: Warner Wood Park and Pavilion [4747 Central College Road, Columbus, OH 43081](https://www.google.com/maps/place/Warner+Woods+Park+%26+Pavilion/@40.0999435,-82.8601323,839m/data=!3m1!1e3!4m6!3m5!1s0x88385f0025d4381b:0xc15eb51285691f4f!8m2!3d40.1002108!4d-82.8612015!16s%2Fg%2F11wb2pg50g?authuser=0&entry=ttu&g_ep=EgoyMDI0MTAwNS4yIKXMDSoASAFQAw%3D%3D) **Time**: 4pm-6pm [To Officially Register Go To --> https://api.leadconnectorhq.com/widget/form/W0CGLL8jvz4EkLNK5jav?notrack=true](https://api.leadconnectorhq.com/widget/form/W0CGLL8jvz4EkLNK5jav?notrack=true) Meet ***Smashing Your Sales Goals*** expert trainers, sales coaches, community supporters and partners. Learn more about upcoming SYSG events, trainings coaching opportunities to help take your business from surviving to thriving today! This event is FREE and OPEN to the PUBLIC!

**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.

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 together, build better relationships and experiment with new ideas

**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

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.

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