M2M Machine-to-Machine

**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

**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

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

Cet événement comporte des frais de 3 $ afin de compenser le coût de l'hébergement sur la plateforme Meetup. This event has a 3$ fee to help offset the cost of hosting on the platform Meetup. **[PAYER ICI PAY HERE](https://www.paypal.com/ncp/payment/KSPACXU2YRG66)** Bonjour tout le monde! Soyez des nôtres au prochain French meetup au Madison Pub. Venez passer une soirée conviviale et rencontrer des francophones et francophiles de Toronto et du GTA. Tout le monde est bienvenu peu importe votre niveau. C'est une excellente occasion de parler en français à Toronto. Nous serons au deuxième étage. La réservation est sous Le French Meetup de Toronto. Si vous ne souhaitez pas que votre photo soit publiée sur le site Meetup, veuillez informer Pierre. Merci, Christopher et Lemonte **Pourquoi ces frais de 3$?** Pour compenser le coût de l'hébergement sur la plate-forme Meetup de l’année courante et des années précédentes. Nous vous demandons de payer $3.00 à chaque événement. Christopher et Lemonte seront présents pour recueillir vos contributions. Nous vous prions de bien vouloir apporter de la monnaie. Vous pouvez payer en ligne sur ce lien:[ ](https://square.link/u/S6dAAKd1)[PAYER ICI](https://www.paypal.com/ncp/payment/KSPACXU2YRG66) Ou utilisez ce code QR  Si vous préférez, vous pouvez payer par Interac à cette adresse: pierregilbert@bell.net ............................................................................................................................... Hello everyone! Join us for the next French Meetup at the Madison Pub! Enjoy a friendly evening and meet Francophones and Francophiles from Toronto and the GTA. Everyone is welcome, no matter your level. This is a great opportunity to speak French right here in Toronto. We will be on the second floor, and the reservation is under *Le French Meetup de Toronto*. If you prefer not to have your photo posted on the Meetup website, please inform Pierre. Thank you, Christopher and Lemonte Why the $3 fee? It helps cover the cost of hosting our group on the Meetup platform — not only for this year, but also for previous years. We kindly ask everyone to contribute $3.00 at each event. Christopher and Lemonte will be there to collect your contributions, so please try to bring exact change. You can also pay online using this link:[ ](https://square.link/u/S6dAAKd1)[PAY HERE](https://www.paypal.com/ncp/payment/KSPACXU2YRG66) Or use this QR code If you prefer, you can pay via Interac at this address: pierregilbert@bell.net Votre soutien est grandement apprécié ! 😊 Your support is greatly appreciated! 😊

🎱 **New Year, New Events, TBC Tuesday Socials Are Back for 2026!** 🎉 Kick off **2026** by getting out of the house, meeting new people, and enjoying a relaxed night of pool with **Toronto Billiards Club** at **Shoxs**. This Tuesday evening social is all about **good vibes, community, and accessible pool**. Whether you are brand new to the game or have years of experience, you will feel comfortable here. **What to expect:** ✅ friendly, inclusive, and welcoming social atmosphere ✅ beginners welcome ✅ instruction and guidance from TBC hosts ✅ casual pool games, conversation, drinks, and food ✅ no pressure, no leagues, no egos if you have ever thought *“I want to play pool but don’t know where to start”* or *“I don’t want to walk into a pool hall by myself”* this event is made for you. many of our regulars first showed up solo. 💬 **First time attending?** Our hosts will introduce you, help you get a game going, and make sure you are comfortable throughout the night. 💵 **Event Fee:** $15 per person Payable by cash or e-transfer (dean@tbcpool.org) Please contact the event organizer if you have payment questions 📋 **House Rules:** All attendees are expected to follow TBC Meetup Rules during the event. If you have questions about rules, fees, or the format, feel free to message an organizer. 👉 **Call to action:** Bring a friend or come solo. show up curious. Leave with new connections and more confidence at the table. See you Tuesday and welcome to the TBC community! **TBC Admin**

**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/

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

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!

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 our WhatsApp group [https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ) Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots** **If you can HOST our volleyball event, peope learn basic Skills from you. Reserve as HOST, get paid** * People will **learn basic skills and rules from** **Our Host Leon** in the first hour. * In the next hour, we will be divided into the different teams to play on the court. * People who purchase the summer pass will be put into the same team, play with your same team players and build your team. **Drop In $10** **Flash Sale 2026 All summer Pass $69** and May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining) [https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF) **Book online only**, you will receive details and contact information in your confirmation email. Show your QR code to our host Natalie to verify. Legal Stuff - Liabilities, Obligations, and Responsibilities We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other. The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event, You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event

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.

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.

This is an in-person meeting. Would you like to know the Real You, not just a shadow of yourself? Does your life energy feel somehow trapped within? Does your self-confidence get easily shaken? Do you get in the way of your own goals? We will discuss the real source of all this, what holds you back in life, and how to handle it so you can achieve more successful and happier living. Perhaps you get weighed down with negative emotions you can't seem to shrug off. Or find yourself doing strange and irrational things - not really being yourself. We will cover why that is and tools that work to help you unearth your self, your self-confidence and motivation. This meeting will help you learn about how to effectively overcome: -Out-of-control unwanted emotions -Low self-esteem -Anxiety -Negativity -Stress -Irrational fears -Traumatic or painfully emotional incidents -Breakups -Betrayals -Feeling like you're not really yourself -Self-doubt... We will discuss how to unleash the inner you and tap into your true potential. So come to this online meetup! This meeting is sponsored by the Hubbard Dianetics Foundation of Central Ohio