Bayesian 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).

Hungry for real talk and real truth? Join open hearts from all over the GTA as we dive straight into the powerful words of Jesus—laughing, learning, and growing together in a super welcoming, laid-back vibe! Everyone’s welcome—whether you’re a longtime Bible lover, just starting your journey with Jesus, or simply curious to discover who He really is. No pressure, just great conversation and good energy! ***Attention*** We meet in the Yonge-Sheppard Centre Food Court at the tables in front of SECOND CUP\*\*\* (lower level) Perfect spot to connect over food court buzz, make new friends, and explore the Bible in a fun, no-judgment zone. See you there—bring your questions, your coffee, or just yourself!

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!

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

**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 MatchMasala for a relaxed, elegant evening designed for South Asian singles ages 40–55 who are seeking genuine companionship, meaningful connection, and long-term partnership.** **Enjoy real conversation in a warm, respectful setting with balanced ratios and a mature, intentional crowd.**

**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.***

**TICKETS ON EVENTBRITE** [LINK](https://www.eventbrite.ca/e/south-asian-singles-mixer-for-professionals-mississauga-ages-25-45-tickets-1982207378629?aff=meetup) ## Singles Mixer for Professionals Join a thoughtfully curated singles mixer designed for professionals who value genuine conversations, refined environments, and intentional connections. This is **not** a speed-dating event. There are no timers, no forced pairings, and no awkward rotations. Just great energy, guided social moments, and plenty of time to connect naturally. ## Who This Event Is Designed For This experience is curated for professionals who meet **at least 3 of the following criteria**: * Earning **$75,000+ annually** * Seeking a **serious, long-term relationship** * Hold a **college or university degree** * Fluent in English and enjoy meaningful conversations * Socially confident with past relationship experience This ensures a balanced, engaging, and high-quality guest experience. ## Dress Code: Professional & Polished Dress to impress — confident, refined, and date-ready. **Men:** Dress shirt with slacks or dark denim, dress shoes (blazer optional) **Women:** Winter dress, tailored pantsuit, chic top with slacks, or a formal jumpsuit with heels, boots, or dressy flats ## Event Schedule ### **12:00 – 1:00 PM \| Welcome & Icebreaker** Arrive, grab your drink, and settle into the evening. We’ll start with a light, fun icebreaker game (**Never Have I Ever**) to break the ice and get conversations flowing — relaxed, playful, and pressure-free. ### **1:00 – 3:00 PM \| Open Mingling & Conversations** Enjoy open mingling in a warm, elevated atmosphere. Move at your own pace, meet new people organically, and connect through real conversations. Our experienced hosts will be present throughout the evening to: * Help spark conversations * Make introductions if needed * Ensure a smooth, welcoming experience for everyone No scripts. No awkward moments. Just a genuine connection. ## Coming Solo? Perfect. Most people do. Coming alone is part of the experience — you’ll feel welcomed from the moment you walk in. Want backup? Bring a friend for moral support (even if they’re not single). **Support Ticket (Non-Singles)** Friends joining for vibes only will get a different-colored wristband and enjoy the social atmosphere without joining singles-only moments. Think *wingperson energy*, not third-wheel awkwardness 😉 ## A Curated Professional Experience While this is not a formal matchmaking event, select guests may be invited to explore deeper connections with our team following the event. Every detail has been thoughtfully designed to create a relaxed, elegant, and enjoyable evening for professionals. 📲 **Follow us on Instagram: @[southasiansocials](https://www.instagram.com/southasiansocials/ "https://www.instagram.com/southasiansocials/")** Limited spots available. Dress well. Show up open-minded. Let the night unfold. **HOUSE RULES:** * Strictly no refunds. * We often take pictures and videos at the events for marketing purposes. * Please email us at southasiansocials@gmail.com or message us on Instagram @southasiansocials if you want to remove any of your pictures. ## Curious about Private Matchmaking?Select guests may be invited to explore our matchmaking services after the event, based on compatibility and interest. [Private Matchmaking](https://zfrmz.ca/gRE3wstc6GM6zRHz43hC)

**A refined speed dating evening for South Asian singles ages 22-32 seeking intentional, meaningful connections.**

Singles Dance Party + 40 crowd **Saturday April 18th** 7.30pm -12.30 **The Grand Luxe Ballroom** **3125 Bayview Ave** Join us for a fabulous a Saturday night of Dancing & Romancing . We have a great DJ playing all your favorite tunes from the 70’s to the present. It’s your opportunity to mix, mingle, enjoy a few dances and meet some new friends. You can dance the night away on their big dance floor. Please, no running shoes or jeans. The cost is only $20.00. 416- 236- 8222 Free Parking. Hope to see you then! Peter and Diane Singles Dance Party + 40 Crowd

: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.

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)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**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

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Some trained COUNT volunteers work together once a month at RMH (http://www.rmhc-centralohio.org/volunteer.php) as Housewarmers (usually on the 1st Sunday from 1 – 5 PM). Some schedule other shifts at their convenience. You may try this out with less fuss by following a "Fast track" or go through the normal process. Fast track • Arrange a time to shadow a COUNT volunteer. Call Dave Nohle at 614-268-9558 (cell). • Show up and try it out. • Complete application, etc. later. Normal process • Complete an online application (http://rmhc-centralohio.org/volunteer/). • Attend orientation in advance. • At orientation you will complete forms agreeing to keep family/patient info private and allowing a background check and tour the facility. • Complete one training shift. Daily shifts are: morning 9 AM - 1 PM, afternoon 1 - 5 PM and evening 5 - 9 PM. • Schedule shifts online using the on the RMH scheduling system (http://www.volgistics.com/ex/portal.dll/?FROM=32895). The Ronald McDonald House (RMH) provides housing and meals for families with sick children. The Columbus RMH is the largest in the world with 137 rooms. COUNT has been volunteering there since May 2014. Housewarmers work with RMH guests to provide a home-like environment - greet, assist with family needs, answer phones, give tours, assist with checkin/checkout, prepare guest rooms after checkout, clean facility, laundry, restock supplies and staff the front desk. RMH Housewarmers volunteer at least one four-hour shift a month. All Housewarmers must complete an application and agree to a background check before they can be full fledged volunteers.

Ciao a tutt\*! Let's meet Monday at 6.30pm at the Upper Arlington Library (Tremont Branch) in **Meeting Room A** to speak in Italian for 1 hour.

## Unlock the Power of Prediction: Polymarket Masterclass Ever felt like you could foresee the future? Now, put those insights to work. Join us for a deep dive into Polymarket, the prediction market platform, and learn how to turn your knowledge of current events into real opportunities. It's more than just guessing; it's about strategic analysis, risk management, and capitalizing on market inefficiencies. ### Is this workshop for you? This session is tailored for: * Those brand new to prediction markets and ready to learn the ropes. * Sharp minds that enjoy analyzing data and making calculated decisions. * Individuals with a passion for news and current affairs, looking to leverage their insights. * Anyone seeking alternative income streams powered by event analysis. ### What's on the agenda? During our time together, we'll cover: * Demystifying Polymarket: From initial setup to executing your first prediction. * Essential risk management techniques to protect your investments. * Decoding market signals and understanding liquidity dynamics. * Tactics for identifying and exploiting market mispricings. * Constructing a robust portfolio for consistent gains. * Inspiring examples of successful Polymarket strategies put in motion. _"The instruction was clear, the advice was practical, and the techniques were actionable. I've already made back my registration fee!"_ - Recent participant ### Secure Your Spot – Full Registration Required! Spaces are limited, so don't miss out. RSVPing "yes" on Meetup **does not** confirm your spot. You **must** complete the official registration using the link below: ### [✅ Claim Your Seat! ✅](https://remoteready.io/product/Polymarket?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-04-17T22:00:00Z) Let's transform your knack for predictions into a powerful income stream! Register now.