Applied Statistics

This is a ticketed event. Please register at [this link](https://luma.com/lpikw708). ​Ryan Faulkner explores various papers that address cooperation and safety in multi-agent LLM simulations. Some of the core topics will include: * ​Moral behaviour of agents in high-stakes, zero-sum, and morally charged social dilemmas * ​Governance and sanctioning dynamics and the ways that LLM agents often fail to cooperate and free-ride in common-pool resource game * ​Mechanism design interventions like mediation, contracts, and elected leadership are explored to steer agents toward safer outcomes. ​This research also reveals that LLMs adapt their behavior based on awareness of their conversational partner's identity. ​​​**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).

**Latin Ballroom 1 \| Beginner \(18\+\)** Step onto the dance floor together and discover the joy of Latin dance in a fun, relaxed, and supportive environment. Latin Ballroom 1 is a beginner-friendly class designed for adult couples who want to learn the fundamentals of partnered Latin dance. This welcoming program introduces the basics of **Cha-cha** and **Jive**, with a focus on clear instruction, comfortable pacing, and enjoying the process together. Through guided lessons and partner practice, you’ll build coordination, musicality, and confidence — all while moving, laughing, and connecting on the dance floor. No prior dance experience is required — just bring your partner and a willingness to try something new. Join our friendly community and start dancing together today! *** ### Event Details **Location:** Miles Nadal JCC — 750 Spadina Ave. (enter through Spadina doors) **Session:** 5-week session · 60-minute classes Spots may be available after the session begins — late registration is welcome and fees are automatically prorated. Registration is required in advance. > Please note: RSVP’ing on Meetup does not reserve your spot. > [Register online](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=xO9LPRd) > ☎️ Or call 416-924-6211 ext. 0 *** ### Fees • $150 per couple for the full 5-week session • Pricing includes **2 participants** (only one person needs to register and pay) • Prorated pricing applies if joining late *** ### What to Expect ✔️ Beginner-friendly instruction in Cha-cha and Jive ✔️ Step-by-step guidance at a comfortable pace ✔️ Partnered practice to build confidence and connection ✔️ Improved coordination, rhythm, and movement ✔️ A welcoming atmosphere that emphasizes fun over perfection *** Perfect for date night, a shared hobby, or learning skills you can use at weddings, parties, and social events. Come ready to move, connect, and have fun — we can’t wait to see you on the dance floor! ✨

The TAICO team is happy to announce our next meetup at the Adaptavist office in Toronto. Much thanks to [Adaptavist](https://www.adaptavist.com/) for hosting! **Wayfinding: How to Get to the Event** * *Please be careful when using maps features on phones, some people have been redirected to a completely wrong address. The event is near Winners on Front St, which is just south, across the street, from Berczy Park (where the dog fountain is) so if you are not near that area, you are in the wrong place.* **Registration and Event Details** Our goal is to bring artificial intelligence and cybersecurity together. To do that, we need to explore what's happening in AI and what's happening in cybersecurity, and where the two intersect and collide. We're also working to understand how we solve problems in these areas, what that looks like, and how Canada can and will participate. With that in mind, we're pleased to announce our speakers and the agenda for our next meeting! **Sponsors** And thanks to our host, [Adaptavist](https://www.adaptavist.com/)! **Notes** * *Unfortunately, we won't have pizza at this meetup due to a gap in sponsorship. We're actively working on securing sponsors for future events.* **Agenda** **Doors Open: 5:30PM** **Event Start: 6:00PM** * 👋 **Welcome and introductions** * 🙏 **Thank you to our amazing hosts and sponsors!** 🎉 * 🎙️ **Speakers** 🎤 **Speaker #1: Dmitrii Strizhkov** ***Subject: Penetration Testing Automation with MCP*** ***Abstract:*** *This presentation talks about my journey as the penetration testing practice lead, covering how I was able to increase efficiency and speed up the execution of my team's projects. I will discuss what MCP is, introduce how it can help in reconnaissance and enumeration phases, and analyze the results. I will also demo a solution that everyone can implement using the n8n low-code platform. Additionally, I will discuss and show why agents can help us, pentesters, in writing the reports (do the boring and tedious stuff). In the end, I will delve into why several precautionary measures should be undertaken before sending sensitive client data to commercial LLMs and suggest several solutions based on my experience. And as the final point, I would want to encourage my colleagues to experiment with and implement their own MCP-based solutions to speed up and make their engagements more effective.* *About Dmitrii:* *Dmitrii is the head of offensive security/penetration testing and practice lead at Parabellyx Cybersecurity.* 🎤 **Speaker #2: David Ahmann** ***Title: Stop Is Not a Safety Control: What AI Agent Security Looks Like at the Runtime Boundary*** **Abstract:** *A lot of AI security discussion still focuses on prompts, policies, and tool declarations. Our research at ([CAISI](https://caisi.dev/)) has been looking at the harder question: what actually changes at execution time when an agent is told to stop, requires approval, or reaches a risky tool boundary? I’d share a practical, evidence-based talk on where AI agent control really holds or fails, drawing from our OpenClaw case-study work and our public research on agent governance, evidence posture, and approval gaps. The goal would be a practitioner-focused session for security leaders, builders, and evaluators trying to separate demo confidence from real control.* **⚡ Lightning Talks and Demos** Lightning Talks - 5 to 15 minutes long 1. Curtis Collicutt - A demo of a new programming language: [Vary](https://varylang.com) \- A typed language design to find "lies" in generated code 2. Janhavi Doshi - "Data, LLMs and the Law - What Every Builder in Canada Needs to Know Right Now" 3. **You? - Please reach out if you'd like to do a lightning talk or demo - anyone is welcome to demo something they are working one** Please reach out to us if you'd like to present at the meetup. We are looking for people to talk about what they are working on, what they are building and learning, and are open to any level of experience and technical depth. Whether you are a beginner or an expert, we want to hear from you! We're all just out here building and learning. 👋 **See You There!** Thanks, and we look forward to seeing you at the meetup!

**Founders Dinner in Toronto – Thursday, April 16th** Connect with Founders Who Get It Join us for real conversations and real growth. This evening is designed to bring together a curated group of founders to share real stories, connect meaningfully, and discuss what’s happening in our businesses and industries right now. We'll kick things off with a seated dinner and flow into an open discussion around growth, challenges, and opportunity. ***Who It's For*** ​✅ Company founders, exited founders, VCs and similar ​✅ Actively building or scaling something ambitious ​✅ Down to skip the small talk and have real conversations ​ We're curating a diverse room across industries, stages, and experiences — apply and tell us why you should be in the room. To apply to join us, sign up here - https://www.graemebarlow.com/foundersdinners

**RSVP** **here: [https://reg.experiences.redhat.com/flow/redhat/3646953/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=RHCTN1260000476061](https://reg.experiences.redhat.com/flow/redhat/3646953/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=RHCTN1260000476061)** Join your peers and subject matter experts at the Toronto Red Hat® User Group (RHUG) event on April 16, 2026, to discover solutions for your biggest IT challenges. This RHUG is a unique opportunity to network with industry professionals and explore cutting-edge solutions for IT modernization. Our focus will be on The Foundational Role of IT Automation in an AIOps Strategy: Enabling Intelligence with Ansible. Learn how robust, agentless automation prepares your environment for AI-driven insights and reduces manual intervention. Transform your IT services while enjoying complimentary food and drinks. **Event Details:** * Date: April 16, 2026 * Location: IBM Office: 16 York St, Toronto, ON M5J 0E6, Canada * Time: 4:00 PM – 6:00 PM ET We look forward to seeing you there.

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

**Canadian real estate investment educational CLASS online LIVE** You are invited to an **exclusive, high-level Canadian real estate investment educational CLASS** for serious action-takers ready to bypass the frozen MLS market and building wealth. This is the **time-sensitive knowledge** Canadian insiders use to find properties for pennies on the dollar. **WHAT YOU WILL LEARN** * Stop competing and start dominating. The **"Backdoor Method"** is a legal, covert blueprint that gives you direct access to the properties mainstream investors never see: ***Tax liens, court-ordered sales, civil enforcement auctions, and bank defaults.*** It’s not about finding what’s *for sale* it’s about **finding what’s *in distress* before the public ever gets a whiff..** * **Virtual Wholesaling Secrets:** Discover the techniques to flip contracts for **instant, massive profit**—without ever tying up your own capital or owning the asset. * **Hard Money / Private Lending Unlocked:** Access the aggressive, short-term, **equity-based financing** that funds distressed deals in 3-10 days a critical skill for high-speed investing. **WARNING:** This is NOT for hobbyists. This is a rigorous, professional blueprint for those ready to execute and build serious wealth. This knowledge is time-sensitive as the market shifts. *** ### ⚠️ **IMMEDIATE ACTION REQUIRED** * **Time:** 2:00 PM - 4:35 PM EST * **Availability:** 97% SOLD OUT **ONLY 3 SEATS LEFT** **CLAIM YOUR FINAL SEAT:** * **E-TRANSFER $112** to: wwbpayments@gmail.com * **TEXT Your Name & Email (WhatsApp Only):** 416-409-7300 ***Proudly serving and guiding Canadian real estate investors successfully since 1993.***

**Canadian real estate investment educational CLASS online LIVE** You are invited to an **exclusive, high-level Canadian real estate investment educational CLASS** for serious action-takers ready to bypass the frozen MLS market and building wealth. This is the **time-sensitive knowledge** Canadian insiders use to find properties for pennies on the dollar. **WHAT YOU WILL LEARN** * Stop competing and start dominating. The **"Backdoor Method"** is a legal, covert blueprint that gives you direct access to the properties mainstream investors never see: ***Tax liens, court-ordered sales, civil enforcement auctions, and bank defaults.*** It’s not about finding what’s *for sale* it’s about **finding what’s *in distress* before the public ever gets a whiff..** * **Virtual Wholesaling Secrets:** Discover the techniques to flip contracts for **instant, massive profit**—without ever tying up your own capital or owning the asset. * **Hard Money / Private Lending Unlocked:** Access the aggressive, short-term, **equity-based financing** that funds distressed deals in 3-10 days a critical skill for high-speed investing. **WARNING:** This is NOT for hobbyists. This is a rigorous, professional blueprint for those ready to execute and build serious wealth. This knowledge is time-sensitive as the market shifts. *** ### ⚠️ **IMMEDIATE ACTION REQUIRED** * **Time:** 2:00 PM - 4:35 PM EST * **Availability:** 97% SOLD OUT **ONLY 3 SEATS LEFT** **CLAIM YOUR FINAL SEAT:** * **E-TRANSFER $112** to: wwbpayments@gmail.com * **TEXT Your Name & Email (WhatsApp Only):** 416-409-7300 ***Proudly serving and guiding Canadian real estate investors successfully since 1993.***

Hi everybody: We currently have 30 members attending from various groups. Come on out to the Goose A Firkin Pub. To start the evening, we are all ordering some dinner. Followed by some icebreakers, board games, and cards. If you’re coming by yourself, don’t be shy introductions will be made. This venue has lots of parking on site and it’s easy to get to by TTC. There is a $5.00 cover charge. Your organizer, Tammy 

This is a Paid Event Ticket Link : https://allevents.in/toronto/80006038128567?aff_id=u5zt4r&ref=sharer GLOBAL STARTUPS CLUB l STARTUP NETWORKING Toronto 2026 GLOBAL STARTUPS CLUB l STARTUP NETWORKING Toronto 2026 GLOBAL STARTUPS CLUB l STARTUP NETWORKING Toronto 2026 WHAT YOU GAIN FROM THE MEET? \* Networking accesses \* Networking games \* 30-sec Elevator Pitch for Startups Introducing the Global Startups Club – a dynamic networking community fueled by 3X Events Mojo Capital 100x Brands Gamezon. This exclusive club will meet monthly providing a platform for talented founders experts consultants influential leaders and startup professionals to connect and collaborate. Our mission is to foster a thriving business community through a carefully curated 2.5-hour offline event where members can showcase their ventures and drive meaningful conversations. (PS: Tickets cover the attendance fee. However Food and beverages (as per your order) will be at your own expense. Kindly ensure to place an order to support the venue ) In Toronto the club will host monthly meetings designed to help you expand your network and enhance your business prospects. The ecosystem brings together Founders VCs Directors Power Networkers and Consultants creating meaningful connections and collaboration opportunities. Support Number: Mohit Sureka - +971 585797400 - WhatsApp Only Email id : brands@globalstartups\.club \| connect@mohitsureka\.com Also check out other Business events in Toronto Workshops in Toronto Conferences in Toronto. Also check out other Workshops in Toronto. Also check out other Workshops in Toronto.

:Saturday Morning Drop In Cost $ 10 \*\*\* \* Included Plastic birdies, please try to have cash and pay before playing. \*\*\*(Cash Only) (Cash Only) (Cash Only) Location: 1370 Birchmount Rd, Unit 6 \*The close intersection in Birchmount Rd & Lawrence Ave. Time: Saturday 9:30 AM - 12 PM \*\*\*9:30 AM- 12 PM 3 courts available \*\*\*\*\* \*Please bring your own racquet, \*Please bring indoor gym sport shoes. (Change shoes in the club) \*\*\* \*This weekly gathering is for all levels (beginner to advance) badminton players. \*No outside food allowed. \* This event is for the purpose of playing friendly double games and for all levels of players from beginner to advance. Please do not use this as an opportunity to do training and singles games. Attendance in effect -please give at least 24hr notice in advance for cancelation so others may have time to react. Late show and no-shows maybe permanently removed from group and unable to rejoin. *Only registered members can participate; visitors are not permitted. If you wish to participate, please register as a member first, and then view the event details and participation instructions. ****** ⚠️⚠️⚠️ To ensure efficient use of event slots, all registered participants must confirm their attendance with the group administrator by the specified deadline (if there is a waitlist). If attendance is not confirmed within 72 hours of the event start time, or if you are absent, your slot may be reassigned to a candidate on the waitlist or a new member. This rule aims to ensure fairness and maximize the participation opportunity for all members. Since the venue cost is shared by all confirmed participants, those who do not attend must notify the administrator before the deadline. Failure to notify the administrator by the deadline will result in payment of the venue cost. Thank you for your understanding. * Please note: Failure to pay the venue cost will result in removal from membership. * Slot allocation is based on the order of candidate responses. To ensure fairness and better coordination, when a registered candidate cancels their slot, the administrator will send a notification to all candidates individually each time slots open. Due to limited slots, slots will be allocated on a first-come, first-served basis according to the response time. Thank you for your understanding and cooperation.

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/yvAGbh4PpD **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.

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

In this local meeting, you will discover knowledge that you can use to get over the past. The key to improving your personal motivation, self-confidence, and happiness is to get over your painful memories. When you become free of your past, you will be free from stress, anger, anxiety and depression. Studies show that negative emotions can affect your health. By being free of negative emotions, believe it or not, you will most likely even look younger, feel more energetic, and become healthier! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is brought to you by the Dianetics and Scientology life improvement center.

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

Over 50 CINCO de MAYO HAPPY HOUR - FLIGHTS N TACOS!!! Join us for a fun and relaxed Over 50 Happy Hour on Friday, May 1st from 5:00 PM – 8:00 PM at Giant Eagle Grandview Yard Event Center! (upper level) **Plenty of free parking**. The event center is huge! Pics are in the comments. Over 50 CINCO de MAYO HAPPY HOUR!! – Flights n Tacos Let’s join together for a fiesta! (Invite friends - we have lots of room!) • Taco Bar • Margarita and Beer tasting • Complementary chips and salsa • Margs/cocktails at the bar for purchase • Festive Band/Music Margaritas/Mexican Beer Tasting + Taco Bar: Optional - For $15.00 per person you can also get 4 Margarita or beer) Get ready for a fun evening filled with live music, great conversation, and a lively crowd of 50+ singles and friends looking to mix, mingle, and enjoy the night. Whether you come solo or with friends, you’ll quickly feel the welcoming, social vibe. Enjoy happy hour at the bar until 6 PM, or take part in the special Cinco de Mayo experience featuring margarita flights and delicious Mexican bites. It’s the perfect setting to relax, meet new people, and celebrate in style. Our private upstairs space gives us plenty of room to connect, laugh, and enjoy the energy of the night. Come when you can, stay as long as you like — the best conversations (and the most fun!) tend to build as the evening goes on. No agenda — just great people, live music, and a Cinco de Mayo celebration you won’t want to miss!

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

Who else is ready to sit outside? Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!