Engineering

***TRIVIA NIGHT AT AXIS CAFE - MONDAY, MAY 11TH 2026*** ***$5 event fee + $5 minimum purchase (hopefully more) from the Axis Cafe.*** ***$3 from everyone's $5 event fee will go to the 1st place team.*** ***For instance, if 25 play, the 1st place team gets to split $75 between them.*** 3 ***other food voucher prizes from the Axis Cafe will be in play as well.*** ***TRIVIA QUESTIONS BEGIN AT APPROX 7:15 PM.*** ***The Axis Cafe, located minutes N of High Park, on Dundas St. West. There's lots of room and we will have most of the restaurant to ourselves.*** ***As always, we'll be able to set up multiple teams of 4-5 max per table. If possible, try to sit with other group members you've never met before. This way you'll be able to "meetup" with some possible new friends!! That's what it's all about!!*** ***Look for us near the front stage. This is where our emcee, Tony Krolo will be doing his thing.*** ***Please bring exactly $5 cash. Thanks.*** ***After our own grand prize The Axis Cafe's normal prize structure is $20 $15 and $10.*** ***Just see me (Alex) when you arrive and I'll get you set up!!*** ***IMPORTANT NOTE*** ***Outside food or drink is an absolute NO-NO!!*** ***The (no pressure) Trivia consists of 3 parts, music, visual and general knowledge. Playing on a team is a great way to break the ice with other members of our group. It's all for fun and we always have a lot of laughs at our Trivia events.*** ***IMPORTANT NOTE*** ***The Axis Cafe is mainly made up of low tables, unlike what we had at Kramer's.*** ***The Axis Cafe is accessible. Use the side entrance ramp.*** ***There is one washroom located at the back and 2 more downstairs.*** ***Our Quiz Master Host, Tony Krolo is also a stand-up comic with Yuk Yuk's, so this makes it even more fun!!*** ***TRIVIA START TIME is approx 7:15pm, so do your best to get there early!!*** ***Trivia ends at around 9:15PM and after that we'll all have a chance to hang out together and socialize a bit more if you wish.*** ***TRANSIT*** ***From Line 2 take the #40A or 40B Dundas W bus to Pacific Ave. The Axis Cafe is located about 2 minutes west of there.*** ***PARKING*** ***There is street parking on McMurray Ave. right by Axis. There is a Green P Lot on Pacific Ave. S of Dundas St. W., a short walk east of Axis.*** ***As always, let's come with a positive attitude and a great big smile. I'm sure that we'll have a lot of laughs!! We always do!!*** ***WE WILL HAVE SEPARATE CHEQUES*** ***LET'S ALL HAVE A BLAST TOGETHER!!*** ***WE LOOK FORWARD TO SEEING YOU @ THE AXIS CAFE!!***

Is quantum computing a real threat to Bitcoin? Join us for a technical presentation that cuts through the hype. Learn the science, the timelines, and the solutions—straight from experts. Details: 🗓️ When: Monday\, May 11\, 2026 \| 6:00 PM‑8:00 PM ET 📍 Where: 600 Bay St., Toronto, Ontario (venue details sent upon RSVP) 🎟️ Cost: Free for Bitcoin Bay Community \| Guests welcome **🔍 What to Expect:** * **6:00‑6:25 PM:** Doors open + networking + light refreshments * **6:30‑7:15 PM:** Presentation with Nithin Raj: *Blockchain R&D Engineer @ SkryBit Inc.* * What is Quantum Computing? * Why Classical Encryption & Hashing Were So Secure * How Bitcoin Security Works * Bitcoin Wallet Types * The Quantum Threat to Bitcoin * Who's Most at Risk? * Quantum Computing Threats to the Real World * How Could Bitcoin & the World Respond? * Best Practices for Bitcoin Security (Today & Future‑Proofing) * Broader Implications & The Bigger Picture * **7:15‑8:00 PM:** Open Q&A + guided networking **✅ What to Bring:** * Your curiosity (and a notebook if you like) * A friend who's curious about crypto's future **🏢 Venue Notes:** * [Please RSVP so we can manage capacity](https://luma.com/g53ux3yo) * https://luma.com/g53ux3yo **About Bitcoin Bay:** Welcome to Canada's longest‑running Crypto Community. Our mission is to grow the Crypto Ecosystem globally – beginning from our home base in Canada. Bitcoin Bay is a starting point for your crypto journey. **👉 Ready to future‑proof your crypto knowledge?** **[RSVP now](https://luma.com/g53ux3yo)** to save your spot—and share this event with a dev, investor, or curious friend. See you on May 11!

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

| May 11, 2026 | | ------------- | | Send me an email to let me know you are joining us at: | pcalleri@thegaap\.net \| **The CPA Toronto Accounting Group Presents a Casual Get Together** for a few of us to get together, network, learn, have a few laughs, share ideas, make new friends. become more successful etc. I will put a very casual agenda together, but the goal is having a good time. I tried to find a venue that is easy to get to. It is near the 401 and DVP. We will meet at: Swiss Chalet **[Address](https://www.google.ca/search?sca_esv=197713b87bf2beb1&sca_upv=1&sxsrf=ADLYWIKmSo8ztb94J6BUHqec-EeQUWwHRw:1725296229930&q=the+queens+head+pub+scarborough+address&ludocid=4250126838100046784&sa=X&ved=2ahUKEwiS46qn3aSIAxUS5ckDHbw5GJQQ6BN6BAgrEAI):** 2555 Victoria Park Ave, Scarborough Our reservation is made under Paul. I look forward to seeing you. PS Seats are limited, let me know you are attending; quickly. Send me an email to let me know you are joining us. pcalleri@thegaap.net Sincerely yours, Paul Calleri, Founder of TheGAAP.net, TheGAAP.netCareers, and the CPA Toronto Accounting Group

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\* These English (For Spanish speakers or advanced learners only), French, and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in an English, French, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

**Set goals.** **Be accountable for them.** **Move your life forward with purpose.** Our goal is to cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. If you have the desire to work on being the man that your legacy demands that you be (which means being the best you can be, we can work on what your legacy demands with you later) and the man you always wanted to be then we look forward to you attending. Our group is part of Mentor Discover Inspire (MDI). This group meets Mondays, North of Finch Avenue, usually indoors, outdoors in the summer but occasionally on Zoom. To confirm this week's location, please rsvp to Ricardo, call/text (647) 880-1488, or email ricardophilip@hotmail.com From MDI website[: https://goo.gl/3DQ6](https://goo.gl/3DQ6aY)aY From Toronto Sta[r: https://goo.gl/oDH](https://goo.gl/oDH3uX)3uX Regular attendees do not always RSVP, expect 6-8 men to be present.

Welcome to the Toronto Young Professional & Startup Enthusiast Meetup Group! Navigating work/personal life in this mega city can be challenging ! We welcome all the Toronto young professionals & startup lovers to join this community that provides you an inclusive and casual platform to share, discuss, and grow! No matter what career stage you are at, what industry you work for, or what startup idea you are brainstorming, this inclusive & vibrant community aims to help you embark on your new personal/work journey! If work sounds annoying to you or you are new to the city, you can just come have a coffee and meet new people! Let's exchange ideas and create new memories together! We welcome you to join us at Sweetway Cafe. We plan to meet weekly or biweekly at various locations in Toronto. If you have any suggestions for meeting locations or activities, feel free to let me know!

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!

New Rules: Starting now, we are asking that each person contribute $2 towards maintaining this page. Without our space here on MeetUp, there is no group. So we ask that you bring a tooney when you come to keep us operational. Thank you very much! Thank you to everyone who has ordered something to eat or drink. It's very important that we each make a purchase, even just a tea or coffee, to maintain our welcome. Mil veces, gracias!

Join us on Wednesday, May 13th, 2026, at 6:30 PM for a session presented by **Aidan Foster** on using Claude Design, Anthropic's new AI-assisted design tool, to vibe design web user interfaces. **Event Details:** * **Location:** CSI Spadina - 192 Spadina Ave., Toronto, ON M5T 2C2. Viola Desmond room on the 3rd floor * **Date and Time:** May 13, 2026, 6:30 PM - 8:30 PM * **Topic:** Experimenting with Claude Design. **Location Note:** This meeting will be held in the **Viola Desmond room on the 3rd floor**. Access will be via the door to the stairs, not the usual main entrance to the basement area. We will send the building access code on the morning of the meetup, via email and chat. **Session Topic:** Claude Design starts as code and grows into design software, the opposite direction of Figma. We'll look at: * Generating a design system from a Figma file * Iterating with the tweaks panel and edit mode * Prototyping UI from existing code and screenshots * Where Claude Design fits alongside Figma and Claude Code **Your Voice Matters:** Got ideas for future presentations or want to be a speaker? Reach out to Pierre or Aidan – we're always looking for speakers and new insights! **Drinks & Discussion:** Stay after the presentation for drinks and more Drupal talk at [Hotel Ocho](https://maps.app.goo.gl/4HF9ooz2Ki9B8o577) **Special Thanks to our Sponsor:** A big shoutout to[ Kalamuna](https://www.kalamuna.com) for providing the CSI space for our meetup. Looking forward to seeing old friends and new faces alike. Let's make this a great meetup for Toronto's Drupal community, going strong since 2006!

#### **This event page is for English speakers only.** **こちらのイベントページは英語話者の方向けです。** **日本人の方は、別のイベントページからお申し込みください！** *** We host a Japanese & English language exchange meeting every Sunday at 9:30 AM. Participants practice in pairs or small groups, with 50 minutes of Japanese practice and 50 minutes of English practice. The study materials used in our sessions are created by professional language teachers. ### **Before Signing Up, Please Read the Following** * **Please make sure to check the comments section of the event page, as all event details and materials will be shared there around Saturday.** * This meeting is intended for people who are genuinely interested in language learning. Participants joining for other purposes may be asked to leave. * We prioritize creating a safe and comfortable environment for all attendees. * Disruptive behavior, solicitation, or sales activities are not allowed. Anyone who does not follow the instructions of the organizer or staff may be removed from the group. * **Participation fee : Refunds and carryovers are not available.** ### **Participation Fee & Donation** Your participation fee will be used by Emiko Tanaka, a Yosakoi Ambassador, to promote Yosakoi Naruko Dance from Kochi, Japan, to the world. For more details, please visit our website: [Yosakoi Ambassador Project](https://yosakoiambassador.com/) We look forward to seeing you at the event!

**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

Hello Everybody! 【College Park food court is closed again, so we change the location to the food court in Brookfield Place（181 Bay St., Toronto, ON）, near the Union Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Saturday 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the Longo's supermarket] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常会在longo's超市前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在longo's超市前面】

**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

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

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

**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.

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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

Answer Engine Optimization (AEO) has been on the mind of many developers since most of the search engines implemented AIs. The landscape of the internet is shifting beneath our feet. In 2026, users are increasingly bypassing traditional search results in favor of direct, conversational answers from platforms like ChatGPT, Gemini, and Perplexity. If your WordPress site is optimized only for "blue links," you’re missing out on a massive wave of traffic. This meetup will dive into Answer Engine Optimization (AEO), the strategic evolution of SEO. We’ll discuss why visibility in AI-generated summaries is becoming the new "Page 1" and how the "organic click" is being replaced by "brand citations" within AI responses. We can check on what solutions already exist, what can you do yourself by optimizing your Robot.txt. But, also does all this work worth it? I hope to see everyone for the discussion on June 3rd! P.S. We will not meet on May 6th. My friends having a wedding and i am surprisingly much more involved in it. But it gives us all more time to play with AEO!

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)