High Scalability Computing

**This is a ticketed event. Please register at [this link](https://luma.com/2eq29bip).** ​Proposals to nationalize AI development keep surfacing — whether driven by fears of AGI-related loss of control, or by national security logic like an "AI Manhattan Project." But these discussions rarely engage with how nationalization actually works in practice. Join Jason Yung at Trajectory Labs as he draws on the history of nationalization — its triggers, mechanisms, and consequences — to build a grounded picture of how nationalizing an AI company might actually unfold ​​​**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

https://secure.meetupstatic.com/photos/event/5/8/b/f/600_466702719.jpeg Be part of a supportive community of regular people looking to improve their wellness, shed a few pounds and have some fun! Come to our introductory class and learn about our effective and informative 5 week program! Lose up to 10 lbs** in 5 weeks and have the opportunity to win prizes for losing weight! Best of all; learn how to keep the weight off! • Weekly Nutrition Class • Weekly Weigh-in • Personal Wellness Coach to help you! • Support and Motivation • Learn how to keep the weight off! ** As part of a healthy lifestyle you can generally expect to lose around half a pound to 1 pound per week!

**This is a ticketed event. Please register at [this link](https://luma.com/qzxavbjl).** ​Most AI governance proposals land in one of two failure modes: command-and-control regulation that can't keep pace with the technology, or heavy delegation to industry that leaves values-based decisions in private hands. In a 2023 paper, Gillian Hadfield and Jack Clark propose a third path: regulatory markets, where governments license private regulators and require AI companies to purchase regulatory services from them. ​Kathrin Gardhouse will walk us through the paper's core argument and what it would actually mean in practice: how regulatory markets differ from existing approaches, what problems they solve, and what they might get wrong. ​​​**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

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

Join us for an evening of curated speed dating, meant for those who earn 100k+ per year, and are professionally employed. An Evening of Uncompromising Standards: Verified Elite Speed Dating Welcome to the next level of speed dating. Our Verified Elite Speed Dating event is meticulously curated for accomplished men and women in their 30s and 40s who refuse to settle. We understand that your time is your most valuable asset, which is why we have eliminated the uncertainty of traditional dating. Every attendee in the room has been vetted through our proprietary verification system, ensuring that identity, net worth, and professional standing are not just claimed, but confirmed. This exclusive evening is designed to foster genuine connections among high-caliber individuals who share your drive, ambition, and appreciation for the finer things in life. Your ticket includes a welcome cocktail or Whiskey flight, and light appetizers before the event starts. Because this experience is strictly limited to our verified members, the caliber of conversation and the potential for meaningful partnership are unparalleled. This is our first ever Verified Elite event, so don't miss out! IMPORTANT: In order to qualify for this event, you must complete the verification process on the www.15firstdates.ca website. Start by creating a profile, then look for the Verified Elite link on the left hand side. Once approved, you will be able to sign up for the event. Please do not buy a ticket here. NOTE: The verification is done through our complex Ai system, and all personal data will be permanently deleted after verification. No one at 15Firstdates will ever see your information, and we will never keep or view any of the documents you upload. Tickets: https://www.eventbrite.com/e/toronto-verified-elite-speed-dating-age-30s-and-40s-tickets-1987013531963

**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!

**SPDY MEETUP 005** Welcome back! Following up on last week’s announcement, we are thrilled to schedule **SPDY MEETUP 005**. As always, we’ll be joined by incredible engineers who are ready to share their latest research and insights. Here's an updated list of presenters and topics: **🔸 Annie Sullivan**, Senior Staff Software Engineer at **Google** *"The latest data on soft navigations in Core Web Vitals"* 🔸 **Michal Mocny**, Sr Software Developer, **Google Chrome**, Speed Metrics *"InteractionContentfulPaint: a new Performance API for measuring UX."* 🔸 **Bas Schouten**, Performance Tech Lead at **Mozilla** *TBA* We have an incredible evening lined up featuring expert-led sessions sharing the latest in web performance research. As always, there will be dedicated time for Q&A following the sessions. **Interested in speaking?** Slots are available for lightning talks. If you’d like to share your work, please reach out via DM or email at **henrihelvetica@gmail.com**. Beyond the presentations, come enjoy some great networking with our vibrant community. We recommend **RSVPing as soon as possible** to secure your spot, as we are expecting international teams from both Google and Mozilla to also attend. With that, we look fwd to seeing everyone May 13th. -Henri

**\~Please [SIGN UP here](https://calendly.com/breathinginnature/yoga-in-nature) for free before the class\~** [Click here for a map of the exact location](https://goo.gl/maps/x1YMV41Bmhcf7chb6). My community classes in High Park are by donation, for all bodies, and no experience is required. What is yoga? We combine breath, movement and awareness, all in the healing nature of High Park. **What to bring?** * Yoga mat (optional - the grass is nice to yoga on) * Water * Weather-appropriate clothing/ blanket for relaxation We yoga rain or shine. There is shelter if we need it. [Exact location](https://maps.app.goo.gl/9424Zn5G1Xf4kTEj7), close the the High Park Forest School by the North Gate (short walk from High Park Subway station, Bloor and High Park intersection). My classes are by donation, or pay what you can. It's also drop-in, so feel free to just show up. Donations can be made at the class in person, via our [Breathing in Nature Gift Economy](https://www.breathinginnature.com/gift-economy/) or e-transfer to nici@breathinginnature.com. On average folks donate between $5-$30 per class. Please don't hesitate to contact me if you have any questions. 416.885.0583 If you are wondering who I am and what I do, feel free to check out my my [website](https://www.breathinginnature.com/), [Instagram](https://www.instagram.com/breathinginnature/), [Facebook](https://www.facebook.com/nicole.bohr) page, [my bio](https://www.breathinginnature.com/about/), or [my LinkedIn](www.linkedin.com/in/nicoleczerwinski/).

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.*

## Details Get ready, team. This Saturday, we’re taking you low before we get you high. We’re diving deep into the Boyne Valley watershed, weaving through the forest, and eventually conquering the **512-meter lookout** for a 360-degree vista that’ll make your Instagram followers weep with envy. You don’t want to miss this—unless you have a personal vendetta against fresh air and spectacular views. **📍 The Game Plan** * **The Rendezvous:** Meet at the **Subway** sandwich store at Hwy 10 & Hwy 89. * **The Time:** **9:45 AM sharp.** (That’s "9:45" in human time, not "9:45ish" in hiker time). * **The Logistics:** With gas prices being what they are, please carpool—or ensure your Tesla is topped up with enough electrons to get us there and back. * **Pro Tip:** This is your golden opportunity for a "civilized" bathroom break and a caffeine infusion before we vanish into the woods. * **Distance options:** 9 km (The Appetizer) or 13 km (The Main Course). We’re ranking this a Level 2.5 effort and 5.0 views, enough to justify that post-hike snack." **🚗 Parking Tetris** Depending on our numbers, we’ll drive two minutes north to the **Lilliputian parking lot**. If we show up looking like a motorcade, we’ll leave a few sacrificial cars at the Subway lot to keep things manageable. **🗺️ Don't Get Lost (It's Embarrassing)** For the directionally challenged, use these for pinpoint accuracy: * **Google Plus Code:** [3VR6+6F Mono, Ontario](https://www.google.com/search?q=https://www.google.com/maps/search/3VR6%252B6F%2BMono,%2BOntario) * * [https://www.google.com/maps/place/44%C2%B005'25.9%22N+80%C2%B008'19.9%22W/@44.0905428,-80.141042,17z/data=!3m1!4b1!4m6!3m5!1s0x0:0x0!7e2!8m2!3d44.0905393!4d-80.1388477](https://www.google.com/maps/place/44%C2%B005'25.9%22N+80%C2%B008'19.9%22W/@44.0905428,-80.141042,17z/data=!3m1!4b1!4m6!3m5!1s0x0:0x0!7e2!8m2!3d44.0905393!4d-80.1388477) * * **What3Words:** [///lettering.governors.slams](https://what3words.com/lettering.governors.slams) * **🎒 The "Must-Haves"** Please bring **water and snacks**. You’re all big girls and boys now; I shouldn't have to remind you that dehydration isn't a personality trait. **One last thing:** People ask if we’re climbing mountains or just "hill-areas." Honestly? It’s going to be **hill-arious** until we hit the incline—then it’s just business. See you on the trail. Gadi Certified Hike Leader

Come join us for a Women in Tech celebration! Beyond Networking is a facilitated experience designed to create exactly that. Women and gender-diverse people in tech (students, early-career professionals, mid-career leaders, founders, recruiters) seated together, working through real stories, sharing real experiences. ​Through a guided case study and intentionally curated tables, you'll hear perspectives from every career stage. The lessons learned the hard way. The advice someone wished they'd had. The moments that actually changed things. ​Two or three rounds. New tables each time. Conversations that go somewhere. ​This is a space to connect, to learn from each other, and to leave feeling a little less alone in your journey and a lot more supported. Spots are limited! Buy your ticket here: https://luma.com/hcub806p Agenda --- Hosted By Ash Srivastava, Organizer Rucha Acharya, Co-Organizer Vikas Poojari, Co-Organizer --- Partners BrainStation Toronto (https://brainstation.io/toronto) Women Techmakers (https://www.technovation.org/women-techmakers/) --- Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-mississauga-presents-gdg-mississauga-x-women-techmakers-beyond-networking-women-in-tech/.

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.

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

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!!! THE DATE OF THIS EVENT HAS BEEN CHANGED TO SUNDAY MAY 17, 2026!!! A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025. The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed. IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks. Please be ready to discuss the movie by 7PM. Thanks. Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out.

**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 are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ Every week we get together and work technical skills and full contact spar. \ Almost all of the instructors have been in everything from street fights to the ring and some still compete in cage fighting. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 Outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1:30pm Wednesday 5:45pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ Wear workout clothes. \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ $10 per class $5 per class if you are wearing a club shirt Club shirts are $25 Hope to see you soon. \ let me know if you have any questions :)

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)